feat: use jitsi file system

- Resolved conflicts in server/reflector/views/rooms.py to keep platform-agnostic approach
- Resolved conflicts in www/app/[roomName]/page.tsx to keep VideoPlatformEmbed approach
- Accepted main's version of generated API files (schemas.gen.ts, services.gen.ts, types.gen.ts)
- Removed config-template.ts as per main branch changes

.github/workflows/docker-frontend.yml

@@ -1,57 +0,0 @@
-name: Build and Push Frontend Docker Image
-
-on:
-  push:
-    branches:
-      - main
-    paths:
-      - 'www/**'
-      - '.github/workflows/docker-frontend.yml'
-  workflow_dispatch:
-
-env:
-  REGISTRY: ghcr.io
-  IMAGE_NAME: ${{ github.repository }}-frontend
-
-jobs:
-  build-and-push:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      packages: write
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-
-      - name: Log in to GitHub Container Registry
-        uses: docker/login-action@v3
-        with:
-          registry: ${{ env.REGISTRY }}
-          username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Extract metadata
-        id: meta
-        uses: docker/metadata-action@v5
-        with:
-          images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
-          tags: |
-            type=ref,event=branch
-            type=sha,prefix={{branch}}-
-            type=raw,value=latest,enable={{is_default_branch}}
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: Build and push Docker image
-        uses: docker/build-push-action@v5
-        with:
-          context: ./www
-          file: ./www/Dockerfile
-          push: true
-          tags: ${{ steps.meta.outputs.tags }}
-          labels: ${{ steps.meta.outputs.labels }}
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-          platforms: linux/amd64,linux/arm64

CHANGELOG.md

@@ -1,74 +1,5 @@
 # Changelog
 
-## [0.14.0](https://github.com/Monadical-SAS/reflector/compare/v0.13.1...v0.14.0) (2025-10-08)
-
-
-### Features
-
-* Add calendar event data to transcript webhook payload ([#689](https://github.com/Monadical-SAS/reflector/issues/689)) ([5f6910e](https://github.com/Monadical-SAS/reflector/commit/5f6910e5131b7f28f86c9ecdcc57fed8412ee3cd))
-* container build for www / github ([#672](https://github.com/Monadical-SAS/reflector/issues/672)) ([969bd84](https://github.com/Monadical-SAS/reflector/commit/969bd84fcc14851d1a101412a0ba115f1b7cde82))
-* docker-compose for production frontend ([#664](https://github.com/Monadical-SAS/reflector/issues/664)) ([5bf64b5](https://github.com/Monadical-SAS/reflector/commit/5bf64b5a41f64535e22849b4bb11734d4dbb4aae))
-
-
-### Bug Fixes
-
-* restore feature boolean logic ([#671](https://github.com/Monadical-SAS/reflector/issues/671)) ([3660884](https://github.com/Monadical-SAS/reflector/commit/36608849ec64e953e3be456172502762e3c33df9))
-* security review ([#656](https://github.com/Monadical-SAS/reflector/issues/656)) ([5d98754](https://github.com/Monadical-SAS/reflector/commit/5d98754305c6c540dd194dda268544f6d88bfaf8))
-* update transcript list on reprocess ([#676](https://github.com/Monadical-SAS/reflector/issues/676)) ([9a71af1](https://github.com/Monadical-SAS/reflector/commit/9a71af145ee9b833078c78d0c684590ab12e9f0e))
-* upgrade nemo toolkit ([#678](https://github.com/Monadical-SAS/reflector/issues/678)) ([eef6dc3](https://github.com/Monadical-SAS/reflector/commit/eef6dc39037329b65804297786d852dddb0557f9))
-
-## [0.13.1](https://github.com/Monadical-SAS/reflector/compare/v0.13.0...v0.13.1) (2025-09-22)
-
-
-### Bug Fixes
-
-* TypeError on not all arguments converted during string formatting in logger ([#667](https://github.com/Monadical-SAS/reflector/issues/667)) ([565a629](https://github.com/Monadical-SAS/reflector/commit/565a62900f5a02fc946b68f9269a42190ed70ab6))
-
-## [0.13.0](https://github.com/Monadical-SAS/reflector/compare/v0.12.1...v0.13.0) (2025-09-19)
-
-
-### Features
-
-* room form edit with enter ([#662](https://github.com/Monadical-SAS/reflector/issues/662)) ([47716f6](https://github.com/Monadical-SAS/reflector/commit/47716f6e5ddee952609d2fa0ffabdfa865286796))
-
-
-### Bug Fixes
-
-* invalid cleanup call ([#660](https://github.com/Monadical-SAS/reflector/issues/660)) ([0abcebf](https://github.com/Monadical-SAS/reflector/commit/0abcebfc9491f87f605f21faa3e53996fafedd9a))
-
-## [0.12.1](https://github.com/Monadical-SAS/reflector/compare/v0.12.0...v0.12.1) (2025-09-17)
-
-
-### Bug Fixes
-
-* production blocked because having existing meeting with room_id null ([#657](https://github.com/Monadical-SAS/reflector/issues/657)) ([870e860](https://github.com/Monadical-SAS/reflector/commit/870e8605171a27155a9cbee215eeccb9a8d6c0a2))
-
-## [0.12.0](https://github.com/Monadical-SAS/reflector/compare/v0.11.0...v0.12.0) (2025-09-17)
-
-
-### Features
-
-* calendar integration ([#608](https://github.com/Monadical-SAS/reflector/issues/608)) ([6f680b5](https://github.com/Monadical-SAS/reflector/commit/6f680b57954c688882c4ed49f40f161c52a00a24))
-* self-hosted gpu api ([#636](https://github.com/Monadical-SAS/reflector/issues/636)) ([ab859d6](https://github.com/Monadical-SAS/reflector/commit/ab859d65a6bded904133a163a081a651b3938d42))
-
-
-### Bug Fixes
-
-* ignore player hotkeys for text inputs ([#646](https://github.com/Monadical-SAS/reflector/issues/646)) ([fa049e8](https://github.com/Monadical-SAS/reflector/commit/fa049e8d068190ce7ea015fd9fcccb8543f54a3f))
-
-## [0.11.0](https://github.com/Monadical-SAS/reflector/compare/v0.10.0...v0.11.0) (2025-09-16)
-
-
-### Features
-
-* remove profanity filter that was there for conference ([#652](https://github.com/Monadical-SAS/reflector/issues/652)) ([b42f7cf](https://github.com/Monadical-SAS/reflector/commit/b42f7cfc606783afcee792590efcc78b507468ab))
-
-
-### Bug Fixes
-
-* zulip and consent handler on the file pipeline ([#645](https://github.com/Monadical-SAS/reflector/issues/645)) ([5f143fe](https://github.com/Monadical-SAS/reflector/commit/5f143fe3640875dcb56c26694254a93189281d17))
-* zulip stream and topic selection in share dialog ([#644](https://github.com/Monadical-SAS/reflector/issues/644)) ([c546e69](https://github.com/Monadical-SAS/reflector/commit/c546e69739e68bb74fbc877eb62609928e5b8de6))
-
 ## [0.10.0](https://github.com/Monadical-SAS/reflector/compare/v0.9.0...v0.10.0) (2025-09-11)
 
 

CLAUDE.md

@@ -151,7 +151,7 @@ All endpoints prefixed `/v1/`:
 
 **Frontend** (`www/.env`):
 - `NEXTAUTH_URL`, `NEXTAUTH_SECRET` - Authentication configuration
-- `REFLECTOR_API_URL` - Backend API endpoint
+- `NEXT_PUBLIC_REFLECTOR_API_URL` - Backend API endpoint
 - `REFLECTOR_DOMAIN_CONFIG` - Feature flags and domain settings
 
 ## Testing Strategy

CODER_BRIEFING.md

@@ -1,345 +0,0 @@
-# Multi-Provider Video Platform Implementation - Coder Briefing
-
-## Your Mission
-
-Implement multi-provider video platform support in Reflector, allowing the system to work with both Whereby and Daily.co video conferencing providers. The goal is to abstract the current Whereby-only implementation and add Daily.co as a second provider, with the ability to switch between them via environment variables.
-
-**Branch:** `igor/dailico-2` (you're already on it)
-
-**Estimated Time:** 12-16 hours (senior engineer)
-
-**Complexity:** Medium-High (requires careful integration with existing codebase)
-
----
-
-## What You Have
-
-### 1. **PLAN.md** - Your Technical Specification (2,452 lines)
-   - Complete step-by-step implementation guide
-   - All code examples you need
-   - Architecture diagrams and design rationale
-   - Testing strategy and success metrics
-   - **Read this first** to understand the overall approach
-
-### 2. **IMPLEMENTATION_GUIDE.md** - Your Practical Guide
-   - What to copy vs. adapt vs. rewrite
-   - Common pitfalls and how to avoid them
-   - Verification checklists for each phase
-   - Decision trees for implementation choices
-   - **Use this as your day-to-day reference**
-
-### 3. **Reference Implementation** - `./reflector-dailyco-reference/`
-   - Working implementation from 2.5 months ago
-   - Good architecture and patterns
-   - **BUT:** 91 commits behind current main, DO NOT merge directly
-   - Use for inspiration and code patterns only
-
----
-
-## Critical Context: Why Not Just Merge?
-
-The reference branch (`origin/igor/feat-dailyco`) was started on August 1, 2025 and is now severely diverged from main:
-
-- **91 commits behind main**
-- Main has 12x more changes (45,840 insertions vs 3,689)
-- Main added: calendar integration, webhooks, full-text search, React Query migration, security fixes
-- Reference removed: features that main still has and needs
-
-**Merging would be a disaster.** We're implementing fresh on current main, using the reference for validated patterns.
-
----
-
-## High-Level Approach
-
-### Phase 1: Analysis (2 hours)
-- Study current Whereby integration
-- Define abstraction requirements
-- Create standard data models
-
-### Phase 2: Abstraction Layer (4-5 hours)
-- Build platform abstraction (base class, registry, factory)
-- Extract Whereby into the abstraction
-- Update database schema (add `platform` field)
-- Integrate into rooms.py **without breaking calendar/webhooks**
-
-### Phase 3: Daily.co Implementation (4-5 hours)
-- Implement Daily.co client
-- Add webhook handler
-- Create frontend components (rewrite API calls for React Query)
-- Add recording processing
-
-### Phase 4: Testing (2-3 hours)
-- Unit tests for platform abstraction
-- Integration tests for webhooks
-- Manual testing with both providers
-
----
-
-## Key Files You'll Touch
-
-### Backend (New)
-```
-server/reflector/video_platforms/
-├── __init__.py
-├── base.py              ← Abstract base class
-├── models.py            ← Platform, MeetingData, VideoPlatformConfig
-├── registry.py          ← Platform registration system
-├── factory.py           ← Client creation and config
-├── whereby.py           ← Whereby client wrapper
-├── daily.py             ← Daily.co client
-└── mock.py              ← Mock client for testing
-
-server/reflector/views/daily.py       ← Daily.co webhooks
-server/tests/test_video_platforms.py  ← Platform tests
-server/tests/test_daily_webhook.py    ← Webhook tests
-```
-
-### Backend (Modified - Careful!)
-```
-server/reflector/settings.py          ← Add Daily.co settings
-server/reflector/db/rooms.py          ← Add platform field, PRESERVE calendar fields
-server/reflector/db/meetings.py       ← Add platform field
-server/reflector/views/rooms.py       ← Integrate abstraction, PRESERVE calendar/webhooks
-server/reflector/worker/process.py    ← Add process_recording_from_url task
-server/reflector/app.py               ← Register daily router
-server/env.example                    ← Document new env vars
-```
-
-### Frontend (New)
-```
-www/app/[roomName]/components/
-├── RoomContainer.tsx    ← Platform router
-├── DailyRoom.tsx        ← Daily.co component (rewrite API calls!)
-└── WherebyRoom.tsx      ← Extract existing logic
-```
-
-### Frontend (Modified)
-```
-www/app/[roomName]/page.tsx           ← Use RoomContainer
-www/package.json                      ← Add @daily-co/daily-js
-```
-
-### Database
-```
-server/migrations/versions/XXXXXX_add_platform_support.py  ← Generate fresh migration
-```
-
----
-
-## Critical Warnings ⚠️
-
-### 1. **DO NOT Copy Database Migrations**
-The reference migration has the wrong `down_revision` and is based on old schema.
-```bash
-# Instead:
-cd server
-uv run alembic revision -m "add_platform_support"
-# Then edit the generated file
-```
-
-### 2. **DO NOT Remove Main's Features**
-Main has calendar integration, webhooks, ICS sync that reference doesn't have.
-When modifying `rooms.py`, only change meeting creation logic, preserve everything else.
-
-### 3. **DO NOT Copy Frontend API Calls**
-Reference uses old OpenAPI client. Main uses React Query.
-Check how main currently makes API calls and replicate that pattern.
-
-### 4. **DO NOT Copy package.json/migrations**
-These files are severely outdated in reference.
-
-### 5. **Preserve Type Safety**
-Use `TYPE_CHECKING` imports to avoid circular dependencies:
-```python
-from typing import TYPE_CHECKING
-if TYPE_CHECKING:
-    from reflector.db.rooms import Room
-```
-
----
-
-## How to Start
-
-### Day 1 Morning: Setup & Understanding (2-3 hours)
-```bash
-# 1. Verify you're on the right branch
-git branch
-# Should show: igor/dailico-2
-
-# 2. Read the docs (in order)
-# - PLAN.md (skim to understand scope, read Phase 1 carefully)
-# - IMPLEMENTATION_GUIDE.md (read fully, bookmark it)
-
-# 3. Study current Whereby integration
-cat server/reflector/views/rooms.py | grep -A 20 "whereby"
-cat www/app/[roomName]/page.tsx
-
-# 4. Check reference implementation structure
-ls -la reflector-dailyco-reference/server/reflector/video_platforms/
-```
-
-### Day 1 Afternoon: Phase 1 Execution (2-3 hours)
-```bash
-# 5. Copy video_platforms directory from reference
-cp -r reflector-dailyco-reference/server/reflector/video_platforms/ \
-      server/reflector/
-
-# 6. Review and fix imports
-cd server
-uv run ruff check reflector/video_platforms/
-
-# 7. Add settings to settings.py (see PLAN.md Phase 2.7)
-
-# 8. Test imports work
-uv run python -c "from reflector.video_platforms import create_platform_client; print('OK')"
-```
-
-### Day 2: Phase 2 - Database & Integration (4-5 hours)
-```bash
-# 9. Generate migration
-uv run alembic revision -m "add_platform_support"
-# Edit the file following PLAN.md Phase 2.8
-
-# 10. Update Room/Meeting models
-# Add platform field, PRESERVE all existing fields
-
-# 11. Integrate into rooms.py
-# Carefully modify meeting creation, preserve calendar/webhooks
-
-# 12. Add Daily.co webhook handler
-cp reflector-dailyco-reference/server/reflector/views/daily.py \
-   server/reflector/views/
-# Register in app.py
-```
-
-### Day 3: Phase 3 - Frontend & Testing (4-5 hours)
-```bash
-# 13. Create frontend components
-mkdir -p www/app/[roomName]/components
-
-# 14. Add Daily.co dependency
-cd www
-pnpm add @daily-co/daily-js@^0.81.0
-
-# 15. Create RoomContainer, DailyRoom, WherebyRoom
-# IMPORTANT: Rewrite API calls using React Query patterns
-
-# 16. Regenerate types
-pnpm openapi
-
-# 17. Copy and adapt tests
-cp reflector-dailyco-reference/server/tests/test_*.py server/tests/
-
-# 18. Run tests
-cd server
-REDIS_HOST=localhost \
-CELERY_BROKER_URL=redis://localhost:6379/1 \
-uv run pytest tests/test_video_platforms.py -v
-```
-
----
-
-## Verification Checklist
-
-After implementation, all of these must pass:
-
-**Backend:**
-- [ ] `cd server && uv run ruff check .` passes
-- [ ] `uv run alembic upgrade head` works cleanly
-- [ ] `uv run pytest tests/test_video_platforms.py` passes
-- [ ] Can import: `from reflector.video_platforms import create_platform_client`
-- [ ] Settings has all Daily.co variables
-
-**Frontend:**
-- [ ] `cd www && pnpm lint` passes
-- [ ] No TypeScript errors
-- [ ] `pnpm openapi` generates platform field
-- [ ] No `@ts-ignore` for platform field
-
-**Integration:**
-- [ ] Whereby meetings still work (existing flow unchanged)
-- [ ] Calendar/webhook features still work in rooms.py
-- [ ] env.example documents all new variables
-
----
-
-## When You're Stuck
-
-### Check These Resources:
-1. **PLAN.md** - Detailed code examples for your exact scenario
-2. **IMPLEMENTATION_GUIDE.md** - Common pitfalls section
-3. **Reference code** - See how it was solved before
-4. **Git diff** - Compare reference to your implementation
-
-### Compare Files:
-```bash
-# See what reference did
-diff reflector-dailyco-reference/server/reflector/views/rooms.py \
-     server/reflector/views/rooms.py
-
-# See what changed in main since reference branch
-git log --oneline --since="2025-08-01" -- server/reflector/views/rooms.py
-```
-
-### Common Issues:
-- **Circular imports:** Use `TYPE_CHECKING` pattern
-- **Tests fail with postgres error:** Use `REDIS_HOST=localhost` env vars
-- **Frontend API calls broken:** Check current React Query patterns in main
-- **Migrations fail:** Ensure you generated fresh, not copied
-
----
-
-## Success Looks Like
-
-When you're done:
-- ✅ All tests pass
-- ✅ Linting passes
-- ✅ Can create Whereby meetings (unchanged behavior)
-- ✅ Can create Daily.co meetings (with env vars)
-- ✅ Calendar/webhooks still work
-- ✅ Frontend has no TypeScript errors
-- ✅ Platform selection via environment variables works
-
----
-
-## Communication
-
-If you need clarification on requirements, have questions about architecture decisions, or find issues with the spec, document them clearly with:
-- What you expected
-- What you found
-- Your proposed solution
-
-The PLAN.md document is comprehensive but you may find edge cases. Use your engineering judgment and document decisions.
-
----
-
-## Final Notes
-
-**This is not a simple copy-paste job.** You're doing careful integration work where you need to:
-- Understand the abstraction pattern (PLAN.md)
-- Preserve all of main's features
-- Adapt reference code to current patterns
-- Think about edge cases and testing
-
-Take your time with Phase 2 (rooms.py integration) - that's where most bugs will come from if you accidentally break calendar/webhook features.
-
-**Good luck! You've got comprehensive specs, working reference code, and a clean starting point. You can do this.**
-
----
-
-## Quick Reference
-
-```bash
-# Your workspace
-├── PLAN.md                        ← Complete technical spec (read first)
-├── IMPLEMENTATION_GUIDE.md        ← Practical guide (bookmark this)
-├── CODER_BRIEFING.md             ← This file
-└── reflector-dailyco-reference/   ← Reference implementation (inspiration only)
-
-# Key commands
-cd server && uv run ruff check .                    # Lint backend
-cd www && pnpm lint                                  # Lint frontend
-cd server && uv run alembic revision -m "..."       # Create migration
-cd www && pnpm openapi                              # Regenerate types
-cd server && uv run pytest -v                       # Run tests
-```

IMPLEMENTATION_GUIDE.md

@@ -1,489 +0,0 @@
-# Daily.co Implementation Guide
-
-## Overview
-Implement multi-provider video platform support (Whereby + Daily.co) following PLAN.md.
-
-## Reference Code Location
-- **Reference branch:** `origin/igor/feat-dailyco` (on remote)
-- **Worktree location:** `./reflector-dailyco-reference/`
-- **Status:** Reference only - DO NOT merge or copy directly
-
-## What Exists in Reference Branch (For Inspiration)
-
-### ✅ Can Use As Reference (Well-Implemented)
-```
-server/reflector/video_platforms/
-├── base.py              ← Platform abstraction (good design, copy-safe)
-├── models.py            ← Data models (copy-safe)
-├── registry.py          ← Registry pattern (copy-safe)
-├── factory.py           ← Factory pattern (needs settings updates)
-├── whereby.py           ← Whereby client (needs adaptation)
-├── daily.py             ← Daily.co client (needs adaptation)
-└── mock.py              ← Mock client (copy-safe for tests)
-
-server/reflector/views/daily.py       ← Webhook handler (needs adaptation)
-server/tests/test_video_platforms.py  ← Tests (good reference)
-server/tests/test_daily_webhook.py    ← Tests (good reference)
-
-www/app/[roomName]/components/
-├── RoomContainer.tsx    ← Platform router (needs React Query)
-├── DailyRoom.tsx        ← Daily component (needs React Query)
-└── WherebyRoom.tsx      ← Whereby extraction (needs React Query)
-```
-
-### ⚠️ Needs Significant Changes (Use Logic Only)
-- `server/reflector/db/rooms.py` - Reference removed calendar/webhook fields that main has
-- `server/reflector/db/meetings.py` - Same issue (missing user_id handling differences)
-- `server/reflector/views/rooms.py` - Main has calendar integration, webhooks, ICS sync
-- `server/reflector/worker/process.py` - Main has different recording flow
-- Migration files - Must regenerate against current main schema
-
-### ❌ Do NOT Use (Outdated/Incompatible)
-- `package.json`/`pnpm-lock.yaml` - Main uses different dependency versions
-- Frontend API client calls - Main uses React Query (reference uses old OpenAPI client)
-- Database migrations - Must create new ones from scratch
-- Any files that delete features present in main (search, calendar, webhooks)
-
-## Key Differences: Reference vs Current Main
-
-| Aspect | Reference Branch | Current Main | Action Required |
-|--------|------------------|--------------|-----------------|
-| **API client** | Old OpenAPI generated | React Query hooks | Rewrite all API calls |
-| **Database schema** | Simplified (removed features) | Has calendar, webhooks, full-text search | Merge carefully, preserve main features |
-| **Settings** | Aug 2025 structure | Current structure | Adapt carefully |
-| **Migrations** | Branched from Aug 1 | Current main (91+ commits ahead) | Regenerate from scratch |
-| **Frontend deps** | `@daily-co/daily-js@0.81.0` | Check current versions | Update to compatible versions |
-| **Package manager** | yarn | pnpm (maybe both?) | Use what main uses |
-
-## Branch Divergence Analysis
-
-**The reference branch is 91 commits behind main and severely diverged:**
-- Reference: 8 commits, 3,689 insertions, 425 deletions
-- Main since divergence: 320 files changed, 45,840 insertions, 16,827 deletions
-- **Main has 12x more changes**
-
-**Major features in main that reference lacks:**
-1. Calendar integration (ICS sync with rooms)
-2. Self-hosted GPU API infrastructure
-3. Frontend OpenAPI React Query migration
-4. Full-text search (backend + frontend)
-5. Webhook system for room events
-6. Environment variable migration
-7. Security fixes and auth improvements
-8. Docker production frontend
-9. Meeting user ID removal (schema change)
-10. NextJS version upgrades
-
-**High conflict risk files:**
-- `server/reflector/views/rooms.py` - 12x more changes in main
-- `server/reflector/db/rooms.py` - Main added 7+ fields
-- `www/package.json` - NextJS major version bump
-- Database migrations - 20+ new migrations in main
-
-## Implementation Approach
-
-### Phase 1: Copy Clean Abstractions (1-2 hours)
-
-**Files to copy directly from reference:**
-```bash
-# Core abstraction (review but mostly safe to copy)
-cp -r reflector-dailyco-reference/server/reflector/video_platforms/ \
-      server/reflector/
-
-# BUT review each file for:
-# - Import paths (make sure they match current main)
-# - Settings references (adapt to current settings.py)
-# - Type imports (ensure no circular dependencies)
-```
-
-**After copying, immediately:**
-```bash
-cd server
-# Check for issues
-uv run ruff check reflector/video_platforms/
-# Fix any import errors or type issues
-```
-
-### Phase 2: Adapt to Current Main (2-3 hours)
-
-**2.1 Settings Integration**
-
-File: `server/reflector/settings.py`
-
-Add at the appropriate location (near existing Whereby settings):
-
-```python
-# Daily.co API Integration (NEW)
-DAILY_API_KEY: str | None = None
-DAILY_WEBHOOK_SECRET: str | None = None
-DAILY_SUBDOMAIN: str | None = None
-AWS_DAILY_S3_BUCKET: str | None = None
-AWS_DAILY_S3_REGION: str = "us-west-2"
-AWS_DAILY_ROLE_ARN: str | None = None
-
-# Platform Migration Feature Flags (NEW)
-DAILY_MIGRATION_ENABLED: bool = False  # Conservative default
-DAILY_MIGRATION_ROOM_IDS: list[str] = []
-DEFAULT_VIDEO_PLATFORM: Literal["whereby", "daily"] = "whereby"
-```
-
-**2.2 Database Migration**
-
-⚠️ **CRITICAL: Do NOT copy migration from reference**
-
-Generate new migration:
-```bash
-cd server
-uv run alembic revision -m "add_platform_support"
-```
-
-Edit the generated migration file to add `platform` column:
-```python
-def upgrade():
-    with op.batch_alter_table("room", schema=None) as batch_op:
-        batch_op.add_column(
-            sa.Column("platform", sa.String(), nullable=False, server_default="whereby")
-        )
-
-    with op.batch_alter_table("meeting", schema=None) as batch_op:
-        batch_op.add_column(
-            sa.Column("platform", sa.String(), nullable=False, server_default="whereby")
-        )
-```
-
-**2.3 Update Database Models**
-
-File: `server/reflector/db/rooms.py`
-
-Add platform field (preserve all existing fields from main):
-```python
-from typing import TYPE_CHECKING
-
-if TYPE_CHECKING:
-    from reflector.video_platforms.models import Platform
-
-class Room:
-    # ... ALL existing fields from main (calendar, webhooks, etc.) ...
-
-    # NEW: Platform field
-    platform: "Platform" = sqlalchemy.Column(
-        sqlalchemy.String,
-        nullable=False,
-        server_default="whereby",
-    )
-```
-
-File: `server/reflector/db/meetings.py`
-
-Same approach - add platform field, preserve everything from main.
-
-**2.4 Integrate Platform Abstraction into rooms.py**
-
-⚠️ **This is the most delicate part - main has calendar/webhook features**
-
-File: `server/reflector/views/rooms.py`
-
-Strategy:
-1. Add imports at top
-2. Modify meeting creation logic only
-3. Preserve all calendar/webhook/ICS logic from main
-
-```python
-# Add imports
-from reflector.video_platforms import (
-    create_platform_client,
-    get_platform_for_room,
-)
-
-# In create_meeting endpoint:
-# OLD: Direct Whereby API calls
-# NEW: Platform abstraction
-
-# Find the meeting creation section and replace:
-platform = get_platform_for_room(room.id)
-client = create_platform_client(platform)
-
-meeting_data = await client.create_meeting(
-    room_name_prefix=room.name,
-    end_date=meeting_data.end_date,
-    room=room,
-)
-
-# Then create Meeting record with meeting_data.platform, meeting_data.meeting_id, etc.
-```
-
-**2.5 Add Daily.co Webhook Handler**
-
-Copy from reference, minimal changes needed:
-```bash
-cp reflector-dailyco-reference/server/reflector/views/daily.py \
-   server/reflector/views/
-```
-
-Register in `server/reflector/app.py`:
-```python
-from reflector.views import daily
-
-app.include_router(daily.router, prefix="/v1/daily", tags=["daily"])
-```
-
-**2.6 Add Recording Processing Task**
-
-File: `server/reflector/worker/process.py`
-
-Add the `process_recording_from_url` task from reference (copy the function).
-
-### Phase 3: Frontend Adaptation (3-4 hours)
-
-**3.1 Determine Current API Client Pattern**
-
-First, check how main currently makes API calls:
-```bash
-cd www
-grep -r "api\." app/ | head -20
-# Look for patterns like: api.v1Something()
-```
-
-**3.2 Create Components**
-
-Copy component structure from reference but **rewrite all API calls**:
-
-```bash
-mkdir -p www/app/[roomName]/components
-```
-
-Files to create:
-- `RoomContainer.tsx` - Platform router (mostly copy-safe, just fix imports)
-- `DailyRoom.tsx` - Needs React Query API calls
-- `WherebyRoom.tsx` - Extract current room page logic
-
-**Example React Query pattern** (adapt to your actual API):
-```typescript
-import { api } from '@/app/api/client'
-
-// In DailyRoom.tsx
-const handleConsent = async () => {
-  try {
-    await api.v1MeetingAudioConsent({
-      path: { meeting_id: meeting.id },
-      body: { consent: true },
-    })
-    // ...
-  } catch (error) {
-    // ...
-  }
-}
-```
-
-**3.3 Add Daily.co Dependency**
-
-Check current package manager:
-```bash
-cd www
-ls package-lock.json yarn.lock pnpm-lock.yaml
-```
-
-Then install:
-```bash
-# If using pnpm
-pnpm add @daily-co/daily-js@^0.81.0
-
-# If using yarn
-yarn add @daily-co/daily-js@^0.81.0
-```
-
-**3.4 Update TypeScript Types**
-
-After backend changes, regenerate types:
-```bash
-cd www
-pnpm openapi  # or yarn openapi
-```
-
-This should pick up the new `platform` field on Meeting type.
-
-### Phase 4: Testing (2-3 hours)
-
-**4.1 Copy Test Structure**
-
-```bash
-cp reflector-dailyco-reference/server/tests/test_video_platforms.py \
-   server/tests/
-
-cp reflector-dailyco-reference/server/tests/test_daily_webhook.py \
-   server/tests/
-```
-
-**4.2 Fix Test Imports and Fixtures**
-
-Update imports to match current test infrastructure:
-- Check `server/tests/conftest.py` for fixture patterns
-- Update database access patterns if changed
-- Fix any import errors
-
-**4.3 Run Tests**
-
-```bash
-cd server
-# Run with environment variables for Mac
-REDIS_HOST=localhost \
-CELERY_BROKER_URL=redis://localhost:6379/1 \
-CELERY_RESULT_BACKEND=redis://localhost:6379/1 \
-uv run pytest tests/test_video_platforms.py -v
-```
-
-### Phase 5: Environment Configuration
-
-**Update `server/env.example`:**
-
-Add at the end:
-```bash
-# Daily.co API Integration
-DAILY_API_KEY=your-daily-api-key
-DAILY_WEBHOOK_SECRET=your-daily-webhook-secret
-DAILY_SUBDOMAIN=your-subdomain
-AWS_DAILY_S3_BUCKET=your-daily-bucket
-AWS_DAILY_S3_REGION=us-west-2
-AWS_DAILY_ROLE_ARN=arn:aws:iam::ACCOUNT:role/DailyRecording
-
-# Platform Selection
-DAILY_MIGRATION_ENABLED=false           # Master switch
-DAILY_MIGRATION_ROOM_IDS=[]            # Specific room IDs
-DEFAULT_VIDEO_PLATFORM=whereby          # Default platform
-```
-
-## Decision Tree: Copy vs Adapt vs Rewrite
-
-```
-┌─ Is it pure abstraction logic? (base.py, registry.py, models.py)
-│  YES → Copy directly, review imports
-│  NO  → Continue ↓
-│
-├─ Does it touch database models?
-│  YES → Adapt carefully, preserve main's fields
-│  NO  → Continue ↓
-│
-├─ Does it make API calls on frontend?
-│  YES → Rewrite using React Query
-│  NO  → Continue ↓
-│
-├─ Is it a database migration?
-│  YES → Generate fresh from current schema
-│  NO  → Continue ↓
-│
-└─ Does it touch rooms.py or core business logic?
-   YES → Merge carefully, preserve calendar/webhooks
-   NO  → Safe to adapt from reference
-```
-
-## Verification Checklist
-
-After each phase, verify:
-
-**Phase 1 (Abstraction Layer):**
-- [ ] `uv run ruff check server/reflector/video_platforms/` passes
-- [ ] No circular import errors
-- [ ] Can import `from reflector.video_platforms import create_platform_client`
-
-**Phase 2 (Backend Integration):**
-- [ ] `uv run ruff check server/` passes
-- [ ] Migration file generated (not copied)
-- [ ] Room and Meeting models have platform field
-- [ ] rooms.py still has calendar/webhook features
-
-**Phase 3 (Frontend):**
-- [ ] `pnpm lint` passes
-- [ ] No TypeScript errors
-- [ ] No `@ts-ignore` for platform field
-- [ ] API calls use React Query patterns
-
-**Phase 4 (Testing):**
-- [ ] Tests can be collected: `pytest tests/test_video_platforms.py --collect-only`
-- [ ] Database fixtures work
-- [ ] Mock platform works
-
-**Phase 5 (Config):**
-- [ ] env.example has Daily.co variables
-- [ ] settings.py has all new variables
-- [ ] No duplicate variable definitions
-
-## Common Pitfalls
-
-### 1. Database Schema Conflicts
-**Problem:** Reference removed fields that main has (calendar, webhooks)
-**Solution:** Always preserve main's fields, only add platform field
-
-### 2. Migration Conflicts
-**Problem:** Reference migration has wrong `down_revision`
-**Solution:** Always generate fresh migration from current main
-
-### 3. Frontend API Calls
-**Problem:** Reference uses old API client patterns
-**Solution:** Check current main's API usage, replicate that pattern
-
-### 4. Import Errors
-**Problem:** Circular imports with TYPE_CHECKING
-**Solution:** Use `if TYPE_CHECKING:` for Room/Meeting imports in video_platforms
-
-### 5. Test Database Issues
-**Problem:** Tests fail with "could not translate host name 'postgres'"
-**Solution:** Use environment variables: `REDIS_HOST=localhost DATABASE_URL=...`
-
-### 6. Preserved Features Broken
-**Problem:** Calendar/webhook features stop working
-**Solution:** Carefully review rooms.py diff, only change meeting creation, not calendar logic
-
-## File Modification Summary
-
-**New files (can copy):**
-- `server/reflector/video_platforms/*.py` (entire directory)
-- `server/reflector/views/daily.py`
-- `server/tests/test_video_platforms.py`
-- `server/tests/test_daily_webhook.py`
-- `www/app/[roomName]/components/RoomContainer.tsx`
-- `www/app/[roomName]/components/DailyRoom.tsx`
-- `www/app/[roomName]/components/WherebyRoom.tsx`
-
-**Modified files (careful merging):**
-- `server/reflector/settings.py` - Add Daily.co settings
-- `server/reflector/db/rooms.py` - Add platform field
-- `server/reflector/db/meetings.py` - Add platform field
-- `server/reflector/views/rooms.py` - Integrate platform abstraction
-- `server/reflector/worker/process.py` - Add process_recording_from_url
-- `server/reflector/app.py` - Register daily router
-- `server/env.example` - Add Daily.co variables
-- `www/app/[roomName]/page.tsx` - Use RoomContainer
-- `www/package.json` - Add @daily-co/daily-js
-
-**Generated files (do not copy):**
-- `server/migrations/versions/XXXXXX_add_platform_support.py` - Generate fresh
-
-## Success Metrics
-
-Implementation is complete when:
-- [ ] All tests pass (including new platform tests)
-- [ ] Linting passes (ruff, pnpm lint)
-- [ ] Migration applies cleanly: `uv run alembic upgrade head`
-- [ ] Can create Whereby meeting (existing flow unchanged)
-- [ ] Can create Daily.co meeting (with env vars set)
-- [ ] Frontend loads without TypeScript errors
-- [ ] No features from main were accidentally removed
-
-## Getting Help
-
-**Reference documentation locations:**
-- Implementation plan: `PLAN.md`
-- Reference implementation: `./reflector-dailyco-reference/`
-- Current main codebase: `./ ` (current directory)
-
-**Compare implementations:**
-```bash
-# Compare specific files
-diff reflector-dailyco-reference/server/reflector/video_platforms/base.py \
-     server/reflector/video_platforms/base.py
-
-# See what changed in rooms.py between reference branch point and now
-git log --oneline --since="2025-08-01" -- server/reflector/views/rooms.py
-```
-
-**Key insight:** The reference branch validates the approach and provides working code patterns, but you're implementing fresh against current main to avoid merge conflicts and preserve all new features.

README.md

@@ -168,13 +168,6 @@ You can manually process an audio file by calling the process tool:
 uv run python -m reflector.tools.process path/to/audio.wav
 ```
 
-## Build-time env variables
-
-Next.js projects are more used to NEXT_PUBLIC_ prefixed buildtime vars. We don't have those for the reason we need to serve a ccustomizable prebuild docker container.
-
-Instead, all the variables are runtime. Variables needed to the frontend are served to the frontend app at initial render.
-
-It also means there's no static prebuild and no static files to serve for js/html.
 
 ## Feature Flags
 
@@ -184,24 +177,24 @@ Reflector uses environment variable-based feature flags to control application f
 
 | Feature Flag | Environment Variable |
 |-------------|---------------------|
-| `requireLogin` | `FEATURE_REQUIRE_LOGIN` |
-| `privacy` | `FEATURE_PRIVACY` |
-| `browse` | `FEATURE_BROWSE` |
-| `sendToZulip` | `FEATURE_SEND_TO_ZULIP` |
-| `rooms` | `FEATURE_ROOMS` |
+| `requireLogin` | `NEXT_PUBLIC_FEATURE_REQUIRE_LOGIN` |
+| `privacy` | `NEXT_PUBLIC_FEATURE_PRIVACY` |
+| `browse` | `NEXT_PUBLIC_FEATURE_BROWSE` |
+| `sendToZulip` | `NEXT_PUBLIC_FEATURE_SEND_TO_ZULIP` |
+| `rooms` | `NEXT_PUBLIC_FEATURE_ROOMS` |
 
 ### Setting Feature Flags
 
-Feature flags are controlled via environment variables using the pattern `FEATURE_{FEATURE_NAME}` where `{FEATURE_NAME}` is the SCREAMING_SNAKE_CASE version of the feature name.
+Feature flags are controlled via environment variables using the pattern `NEXT_PUBLIC_FEATURE_{FEATURE_NAME}` where `{FEATURE_NAME}` is the SCREAMING_SNAKE_CASE version of the feature name.
 
 **Examples:**
 ```bash
 # Enable user authentication requirement
-FEATURE_REQUIRE_LOGIN=true
+NEXT_PUBLIC_FEATURE_REQUIRE_LOGIN=true
 
 # Disable browse functionality
-FEATURE_BROWSE=false
+NEXT_PUBLIC_FEATURE_BROWSE=false
 
 # Enable Zulip integration
-FEATURE_SEND_TO_ZULIP=true
+NEXT_PUBLIC_FEATURE_SEND_TO_ZULIP=true
 ```

compose.yml

@@ -39,7 +39,7 @@ services:
     ports:
       - 6379:6379
   web:
-    image: node:22-alpine
+    image: node:18
     ports:
       - "3000:3000"
     command: sh -c "corepack enable && pnpm install && pnpm dev"
@@ -50,8 +50,6 @@ services:
       - /app/node_modules
     env_file:
       - ./www/.env.local
-    environment:
-      - NODE_ENV=development
 
   postgres:
     image: postgres:17

docker-compose.prod.yml

@@ -1,39 +0,0 @@
-# Production Docker Compose configuration for Frontend
-# Usage: docker compose -f docker-compose.prod.yml up -d
-
-services:
-  web:
-    build:
-      context: ./www
-      dockerfile: Dockerfile
-    image: reflector-frontend:latest
-    environment:
-      - KV_URL=${KV_URL:-redis://redis:6379}
-      - SITE_URL=${SITE_URL}
-      - API_URL=${API_URL}
-      - WEBSOCKET_URL=${WEBSOCKET_URL}
-      - NEXTAUTH_URL=${NEXTAUTH_URL:-http://localhost:3000}
-      - NEXTAUTH_SECRET=${NEXTAUTH_SECRET:-changeme-in-production}
-      - AUTHENTIK_ISSUER=${AUTHENTIK_ISSUER}
-      - AUTHENTIK_CLIENT_ID=${AUTHENTIK_CLIENT_ID}
-      - AUTHENTIK_CLIENT_SECRET=${AUTHENTIK_CLIENT_SECRET}
-      - AUTHENTIK_REFRESH_TOKEN_URL=${AUTHENTIK_REFRESH_TOKEN_URL}
-      - SENTRY_DSN=${SENTRY_DSN}
-      - SENTRY_IGNORE_API_RESOLUTION_ERROR=${SENTRY_IGNORE_API_RESOLUTION_ERROR:-1}
-    depends_on:
-      - redis
-    restart: unless-stopped
-
-  redis:
-    image: redis:7.2-alpine
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "redis-cli", "ping"]
-      interval: 30s
-      timeout: 3s
-      retries: 3
-    volumes:
-      - redis_data:/data
-
-volumes:
-  redis_data:

docs/jitsi.md

@@ -0,0 +1,369 @@
+# Jitsi Integration for Reflector
+
+This document contains research and planning notes for integrating Jitsi Meet as a replacement for Whereby in Reflector.
+
+## Overview
+
+Jitsi Meet is an open-source video conferencing solution that can replace Whereby in Reflector, providing:
+- Cost reduction (no per-minute charges)
+- Direct recording access via Jibri
+- Real-time event webhooks
+- Full customization and control
+
+## Current Whereby Integration Analysis
+
+### Architecture
+1. **Room Creation**: User creates a "room" template in Reflector DB with settings
+2. **Meeting Creation**: `/rooms/{room_name}/meeting` endpoint calls Whereby API to create meeting
+3. **Recording**: Whereby handles recording automatically to S3 bucket
+4. **Webhooks**: Whereby sends events for participant tracking
+
+### Database Structure
+```python
+# Room = Template/Configuration
+class Room:
+    id, name, user_id
+    recording_type, recording_trigger  # cloud, automatic-2nd-participant
+    webhook_url, webhook_secret
+
+# Meeting = Actual Whereby Meeting Instance
+class Meeting:
+    id  # Whereby meetingId
+    room_name  # Generated by Whereby
+    room_url, host_room_url  # Whereby URLs
+    num_clients  # Updated via webhooks
+```
+
+## Jitsi Components
+
+### Core Architecture
+- **Jitsi Meet**: Web frontend (Next.js + React)
+- **Prosody**: XMPP server for messaging/rooms
+- **Jicofo**: Conference focus (orchestration)
+- **JVB**: Videobridge (media routing)
+- **Jibri**: Recording service
+- **Jigasi**: SIP gateway (optional, for phone dial-in)
+
+### Exposure Requirements
+- **Web service**: 443/80 (frontend)
+- **JVB**: 10000/UDP (media streams) - **MUST EXPOSE**
+- **Prosody**: 5280 (BOSH/WebSocket) - can proxy via web
+- **Jicofo, Jibri, Jigasi**: Internal only
+
+## Recording with Jibri
+
+### How Jibri Works
+- Each Jibri instance handles **one recording at a time**
+- Records mixed audio/video to MP4 format
+- Uses Chrome headless + ffmpeg for capture
+- Supports finalize scripts for post-processing
+
+### Jibri Pool for Scaling
+- Multiple Jibri instances join "jibribrewery" MUC
+- Jicofo distributes recording requests to available instances
+- Automatic load balancing and failover
+
+```yaml
+# Multiple Jibri instances
+jibri1:
+  environment:
+    - JIBRI_INSTANCE_ID=jibri1
+    - JIBRI_BREWERY_MUC=jibribrewery
+
+jibri2:
+  environment:
+    - JIBRI_INSTANCE_ID=jibri2
+    - JIBRI_BREWERY_MUC=jibribrewery
+```
+
+### Recording Automation Options
+1. **Environment Variables**: `ENABLE_RECORDING=1`, `AUTO_RECORDING=1`
+2. **URL Parameters**: `?config.autoRecord=true`
+3. **JWT Token**: Include recording permissions in JWT
+4. **API Control**: `api.executeCommand('startRecording')`
+
+### Post-Processing Integration
+```bash
+#!/bin/bash
+# finalize.sh - runs after recording completion
+RECORDING_FILE=$1
+MEETING_METADATA=$2
+ROOM_NAME=$3
+
+# Copy to Reflector-accessible location
+cp "$RECORDING_FILE" /shared/reflector-uploads/
+
+# Trigger Reflector processing
+curl -X POST "http://reflector-api:8000/v1/transcripts/process" \
+  -H "Content-Type: application/json" \
+  -d "{
+    \"file_path\": \"/shared/reflector-uploads/$(basename $RECORDING_FILE)\",
+    \"room_name\": \"$ROOM_NAME\",
+    \"source\": \"jitsi\"
+  }"
+```
+
+## React Integration
+
+### Official React SDK
+```bash
+npm i @jitsi/react-sdk
+```
+
+```jsx
+import { JitsiMeeting } from '@jitsi/react-sdk'
+
+<JitsiMeeting
+  room="meeting-room"
+  serverURL="https://your-jitsi.domain"
+  jwt="your-jwt-token"
+  config={{
+    startWithAudioMuted: true,
+    fileRecordingsEnabled: true,
+    autoRecord: true
+  }}
+  onParticipantJoined={(participant) => {
+    // Track participant events
+  }}
+  onRecordingStatusChanged={(status) => {
+    // Handle recording events
+  }}
+/>
+```
+
+## Authentication & Room Control
+
+### JWT-Based Access Control
+```python
+def generate_jitsi_jwt(payload):
+    return jwt.encode({
+        "aud": "jitsi",
+        "iss": "reflector",
+        "sub": "reflector-user",
+        "room": payload["room"],
+        "exp": int(payload["exp"].timestamp()),
+        "context": {
+            "user": {
+                "name": payload["user_name"],
+                "moderator": payload.get("moderator", False)
+            },
+            "features": {
+                "recording": payload.get("recording", True)
+            }
+        }
+    }, JITSI_JWT_SECRET)
+```
+
+### Prevent Anonymous Room Creation
+```bash
+# Environment configuration
+ENABLE_AUTH=1
+ENABLE_GUESTS=0
+AUTH_TYPE=jwt
+JWT_APP_ID=reflector
+JWT_APP_SECRET=your-secret-key
+```
+
+## Webhook Integration
+
+### Real-time Events via Prosody
+Custom event-sync module can send webhooks for:
+- Participant join/leave
+- Recording start/stop
+- Room creation/destruction
+- Mute/unmute events
+
+```lua
+-- mod_event_sync.lua
+module:hook("muc-occupant-joined", function(event)
+    send_event({
+        type = "participant_joined",
+        room = event.room.jid,
+        participant = {
+            nick = event.occupant.nick,
+            jid = event.occupant.jid,
+        },
+        timestamp = os.time(),
+    });
+end);
+```
+
+### Jibri Recording Webhooks
+```bash
+# Environment variable
+JIBRI_WEBHOOK_SUBSCRIBERS=https://your-reflector.com/webhooks/jibri
+```
+
+## Proposed Reflector Integration
+
+### Modified Database Schema
+```python
+class Meeting(BaseModel):
+    id: str  # Our generated meeting ID
+    room_name: str  # Generated: reflector-{room.name}-{timestamp}
+    room_url: str  # https://jitsi.domain/room_name?jwt=token
+    host_room_url: str  # Same but with moderator JWT
+    # Add Jitsi-specific fields
+    jitsi_jwt: str  # JWT token
+    jitsi_room_id: str  # Internal room identifier
+    recording_status: str  # pending, recording, completed
+    recording_file_path: Optional[str]
+```
+
+### API Replacement
+```python
+# Replace whereby.py with jitsi.py
+async def create_meeting(room_name_prefix: str, end_date: datetime, room: Room):
+    # Generate unique room name
+    jitsi_room = f"reflector-{room.name}-{int(time.time())}"
+
+    # Generate JWT tokens
+    user_jwt = generate_jwt(room=jitsi_room, moderator=False, exp=end_date)
+    host_jwt = generate_jwt(room=jitsi_room, moderator=True, exp=end_date)
+
+    return {
+        "meetingId": generate_uuid4(),  # Our ID
+        "roomName": jitsi_room,
+        "roomUrl": f"https://jitsi.domain/{jitsi_room}?jwt={user_jwt}",
+        "hostRoomUrl": f"https://jitsi.domain/{jitsi_room}?jwt={host_jwt}",
+        "startDate": datetime.now().isoformat(),
+        "endDate": end_date.isoformat(),
+    }
+```
+
+### Webhook Endpoints
+```python
+# Replace whereby webhook with jitsi webhooks
+@router.post("/jitsi/events")
+async def jitsi_events_webhook(event_data: dict):
+    event_type = event_data.get("event")
+    room_name = event_data.get("room", "").split("@")[0]
+
+    meeting = await Meeting.get_by_room(room_name)
+
+    if event_type == "muc-occupant-joined":
+        # Update participant count
+        meeting.num_clients += 1
+
+    elif event_type == "jibri-recording-on":
+        meeting.recording_status = "recording"
+
+    elif event_type == "jibri-recording-off":
+        meeting.recording_status = "processing"
+        await process_meeting_recording.delay(meeting.id)
+
+@router.post("/jibri/recording-complete")
+async def recording_complete(data: dict):
+    # Handle finalize script webhook
+    room_name = data.get("room_name")
+    file_path = data.get("file_path")
+
+    meeting = await Meeting.get_by_room(room_name)
+    meeting.recording_file_path = file_path
+    meeting.recording_status = "completed"
+
+    # Start Reflector processing
+    await process_recording_for_transcription(meeting.id, file_path)
+```
+
+## Deployment with Docker
+
+### Official docker-jitsi-meet
+```bash
+# Download official release
+wget $(wget -q -O - https://api.github.com/repos/jitsi/docker-jitsi-meet/releases/latest | grep zip | cut -d\" -f4)
+
+# Setup
+mkdir -p ~/.jitsi-meet-cfg/{web,transcripts,prosody/config,prosody/prosody-plugins-custom,jicofo,jvb,jigasi,jibri}
+./gen-passwords.sh  # Generate secure passwords
+docker compose up -d
+```
+
+### Coolify Integration
+```yaml
+services:
+  web:
+    ports: ["80:80", "443:443"]
+  jvb:
+    ports: ["10000:10000/udp"]  # Must expose for media
+  jibri1:
+    environment:
+      - JIBRI_INSTANCE_ID=jibri1
+      - JIBRI_FINALIZE_RECORDING_SCRIPT_PATH=/config/finalize.sh
+  jibri2:
+    environment:
+      - JIBRI_INSTANCE_ID=jibri2
+```
+
+## Benefits vs Whereby
+
+### Cost & Control
+✅ **No per-minute charges** - significant cost savings
+✅ **Full recording control** - direct file access
+✅ **Custom branding** - complete UI control
+✅ **Self-hosted** - no vendor lock-in
+
+### Technical Advantages
+✅ **Real-time events** - immediate webhook notifications
+✅ **Rich participant metadata** - detailed tracking
+✅ **JWT security** - token-based access with expiration
+✅ **Multiple recording formats** - audio-only options
+✅ **Scalable architecture** - horizontal Jibri scaling
+
+### Integration Benefits
+✅ **Same API surface** - minimal changes to existing code
+✅ **React SDK** - better frontend integration
+✅ **Direct processing** - no S3 download delays
+✅ **Event-driven architecture** - better real-time capabilities
+
+## Implementation Plan
+
+1. **Deploy Jitsi Stack** - Set up docker-jitsi-meet with multiple Jibri instances
+2. **Create jitsi.py** - Replace whereby.py with Jitsi API functions
+3. **Update Database** - Add Jitsi-specific fields to Meeting model
+4. **Webhook Integration** - Replace Whereby webhooks with Jitsi events
+5. **Frontend Updates** - Replace Whereby embed with Jitsi React SDK
+6. **Testing & Migration** - Gradual rollout with fallback to Whereby
+
+## Recording Limitations & Considerations
+
+### Current Limitations
+- **Mixed audio only** - Jibri doesn't separate participant tracks natively
+- **One recording per Jibri** - requires multiple instances for concurrent recordings
+- **Chrome dependency** - Jibri uses headless Chrome for recording
+
+### Metadata Capabilities
+✅ **Participant join/leave timestamps** - via webhooks
+✅ **Speaking time tracking** - via audio level events
+✅ **Meeting duration** - precise timing
+✅ **Room-specific data** - custom metadata in JWT
+
+### Alternative Recording Methods
+- **Local recording** - browser-based, per-participant
+- **Custom recording** - lib-jitsi-meet for individual streams
+- **Third-party solutions** - Recall.ai, Otter.ai integrations
+
+## Security Considerations
+
+### JWT Configuration
+- **Room-specific tokens** - limit access to specific rooms
+- **Time-based expiration** - automatic cleanup
+- **Feature permissions** - control recording, moderation rights
+- **User identification** - embed user metadata in tokens
+
+### Access Control
+- **No anonymous rooms** - all rooms require valid JWT
+- **API-only creation** - prevent direct room access
+- **Webhook verification** - HMAC signature validation
+
+## Next Steps
+
+1. **Deploy test Jitsi instance** - validate recording pipeline
+2. **Prototype jitsi.py** - create equivalent API functions
+3. **Test webhook integration** - ensure event delivery works
+4. **Performance testing** - validate multiple concurrent recordings
+5. **Migration strategy** - plan gradual transition from Whereby
+
+---
+
+*This document serves as the comprehensive planning and research notes for Jitsi integration in Reflector. It should be updated as implementation progresses and new insights are discovered.*

docs/video-jitsi.md

@@ -0,0 +1,720 @@
+# Jitsi Meet Integration Configuration Guide
+
+This guide explains how to configure Reflector to use your self-hosted Jitsi Meet installation for video meetings, recording, and participant tracking.
+
+## Overview
+
+Jitsi Meet is an open-source video conferencing platform that can be self-hosted. Reflector integrates with Jitsi Meet to:
+
+- Create secure meeting rooms with JWT authentication
+- Track participant join/leave events via Prosody webhooks
+- Record meetings using Jibri recording service
+- Process recordings for transcription and analysis
+
+## Requirements
+
+### Self-Hosted Jitsi Meet
+
+You need a complete Jitsi Meet installation including:
+
+1. **Jitsi Meet Web Interface** - The main meeting interface
+2. **Prosody XMPP Server** - Handles room management and authentication
+3. **Jicofo (JItsi COnference FOcus)** - Manages media sessions
+4. **Jitsi Videobridge (JVB)** - Handles WebRTC media routing
+5. **Jibri Recording Service** - Records meetings (optional but recommended)
+
+### System Requirements
+
+- **Domain with SSL Certificate** - Required for WebRTC functionality
+- **Prosody mod_event_sync** - For webhook event handling
+- **JWT Authentication** - For secure room access control
+- **Storage Solution** - For recording files (local or cloud)
+
+## Configuration Variables
+
+Add the following environment variables to your Reflector `.env` file:
+
+### Required Variables
+
+```bash
+# Jitsi Meet Domain (without https://)
+JITSI_DOMAIN=meet.example.com
+
+# JWT Secret for room authentication (generate with: openssl rand -hex 32)
+JITSI_JWT_SECRET=your-64-character-hex-secret-here
+
+# Webhook secret for event handling (generate with: openssl rand -hex 16)
+JITSI_WEBHOOK_SECRET=your-32-character-hex-secret-here
+```
+
+### Optional Variables
+
+```bash
+# Application identifier (should match Jitsi configuration)
+JITSI_APP_ID=reflector
+
+# JWT issuer and audience (should match Jitsi configuration)
+JITSI_JWT_ISSUER=reflector
+JITSI_JWT_AUDIENCE=jitsi
+```
+
+## Installation Steps
+
+### 1. Jitsi Meet Server Installation
+
+#### Quick Installation (Ubuntu/Debian)
+
+```bash
+# Add Jitsi repository
+curl -fsSL https://download.jitsi.org/jitsi-key.gpg.key | sudo gpg --dearmor -o /usr/share/keyrings/jitsi-keyring.gpg
+echo "deb [signed-by=/usr/share/keyrings/jitsi-keyring.gpg] https://download.jitsi.org stable/" | sudo tee /etc/apt/sources.list.d/jitsi-stable.list
+
+# Install Jitsi Meet
+sudo apt update
+sudo apt install jitsi-meet
+
+# Configure SSL certificate
+sudo /usr/share/jitsi-meet/scripts/install-letsencrypt-cert.sh
+```
+
+#### Docker Installation
+
+```bash
+# Clone Jitsi Docker repository
+git clone https://github.com/jitsi/docker-jitsi-meet
+cd docker-jitsi-meet
+
+# Copy environment template
+cp env.example .env
+
+# Edit configuration
+nano .env
+
+# Start services
+docker-compose up -d
+```
+
+### 2. JWT Authentication Setup
+
+#### Update Prosody Configuration
+
+Edit `/etc/prosody/conf.d/your-domain.cfg.lua`:
+
+```lua
+VirtualHost "meet.example.com"
+    authentication = "token"
+    app_id = "reflector"
+    app_secret = "your-jwt-secret-here"
+
+    -- Allow anonymous access for guests
+    c2s_require_encryption = false
+    admins = { "focusUser@auth.meet.example.com" }
+
+    modules_enabled = {
+        "bosh";
+        "pubsub";
+        "ping";
+        "roster";
+        "saslauth";
+        "tls";
+        "dialback";
+        "disco";
+        "carbons";
+        "pep";
+        "private";
+        "blocklist";
+        "vcard";
+        "version";
+        "uptime";
+        "time";
+        "ping";
+        "register";
+        "admin_adhoc";
+        "token_verification";
+        "event_sync";  -- Required for webhooks
+    }
+```
+
+#### Configure Jitsi Meet Interface
+
+Edit `/etc/jitsi/meet/your-domain-config.js`:
+
+```javascript
+var config = {
+    hosts: {
+        domain: 'meet.example.com',
+        muc: 'conference.meet.example.com'
+    },
+
+    // Enable JWT authentication
+    enableUserRolesBasedOnToken: true,
+
+    // Recording configuration
+    fileRecordingsEnabled: true,
+    liveStreamingEnabled: false,
+
+    // Reflector integration settings
+    prejoinPageEnabled: true,
+    requireDisplayName: true
+};
+```
+
+### 3. Webhook Event Configuration
+
+#### Install Event Sync Module
+
+```bash
+# Download the module
+cd /usr/share/jitsi-meet/prosody-plugins/
+wget https://raw.githubusercontent.com/jitsi-contrib/prosody-plugins/main/mod_event_sync.lua
+```
+
+#### Configure Event Sync
+
+Add to your Prosody configuration:
+
+```lua
+Component "conference.meet.example.com" "muc"
+    storage = "memory"
+    modules_enabled = {
+        "muc_meeting_id";
+        "muc_domain_mapper";
+        "polls";
+        "event_sync";  -- Enable event sync
+    }
+
+    -- Event sync webhook configuration
+    event_sync_url = "https://your-reflector-domain.com/v1/jitsi/events"
+    event_sync_secret = "your-webhook-secret-here"
+
+    -- Events to track
+    event_sync_events = {
+        "muc-occupant-joined",
+        "muc-occupant-left",
+        "jibri-recording-on",
+        "jibri-recording-off"
+    }
+
+#### Webhook Event Payload Examples
+
+**Participant Joined Event:**
+```json
+{
+  "event": "muc-occupant-joined",
+  "room": "reflector-my-room-uuid123",
+  "timestamp": "2025-01-15T10:30:00.000Z",
+  "data": {
+    "occupant_id": "participant-456",
+    "nick": "John Doe",
+    "role": "participant",
+    "affiliation": "none"
+  }
+}
+```
+
+**Recording Started Event:**
+```json
+{
+  "event": "jibri-recording-on",
+  "room": "reflector-my-room-uuid123",
+  "timestamp": "2025-01-15T10:32:00.000Z",
+  "data": {
+    "recording_id": "rec-789",
+    "initiator": "moderator-123"
+  }
+}
+```
+
+**Recording Completed Event:**
+```json
+{
+  "room_name": "reflector-my-room-uuid123",
+  "recording_file": "/var/recordings/rec-789.mp4",
+  "recording_status": "completed",
+  "timestamp": "2025-01-15T11:15:00.000Z"
+}
+```
+
+### 4. Jibri Recording Setup (Optional)
+
+#### Install Jibri
+
+```bash
+# Install Jibri package
+sudo apt install jibri
+
+# Create recording directory
+sudo mkdir -p /var/recordings
+sudo chown jibri:jibri /var/recordings
+```
+
+#### Configure Jibri
+
+Edit `/etc/jitsi/jibri/jibri.conf`:
+
+```hocon
+jibri {
+    recording {
+        recordings-directory = "/var/recordings"
+        finalize-script = "/opt/jitsi/jibri/finalize.sh"
+    }
+
+    api {
+        xmpp {
+            environments = [{
+                name = "prod environment"
+                xmpp-server-hosts = ["meet.example.com"]
+                xmpp-domain = "meet.example.com"
+
+                control-muc {
+                    domain = "internal.auth.meet.example.com"
+                    room-name = "JibriBrewery"
+                    nickname = "jibri-nickname"
+                }
+
+                control-login {
+                    domain = "auth.meet.example.com"
+                    username = "jibri"
+                    password = "jibri-password"
+                }
+            }]
+        }
+    }
+}
+```
+
+#### Create Finalize Script
+
+Create `/opt/jitsi/jibri/finalize.sh`:
+
+```bash
+#!/bin/bash
+# Jibri finalize script for Reflector integration
+
+RECORDING_FILE="$1"
+ROOM_NAME="$2"
+REFLECTOR_API_URL="${REFLECTOR_API_URL:-http://localhost:1250}"
+
+# Prepare webhook payload
+TIMESTAMP=$(date -u +%Y-%m-%dT%H:%M:%S.%3NZ)
+PAYLOAD=$(cat <<EOF
+{
+    "room_name": "$ROOM_NAME",
+    "recording_file": "$RECORDING_FILE",
+    "recording_status": "completed",
+    "timestamp": "$TIMESTAMP"
+}
+EOF
+)
+
+# Generate signature
+SIGNATURE=$(echo -n "$PAYLOAD" | openssl dgst -sha256 -hmac "$JITSI_WEBHOOK_SECRET" | cut -d' ' -f2)
+
+# Send webhook to Reflector
+curl -X POST "$REFLECTOR_API_URL/v1/jibri/recording-complete" \
+    -H "Content-Type: application/json" \
+    -H "X-Jitsi-Signature: $SIGNATURE" \
+    -d "$PAYLOAD"
+
+echo "Recording finalization webhook sent for room: $ROOM_NAME"
+```
+
+Make executable:
+```bash
+sudo chmod +x /opt/jitsi/jibri/finalize.sh
+```
+
+### 5. Restart Services
+
+After configuration changes:
+
+```bash
+sudo systemctl restart prosody
+sudo systemctl restart jicofo
+sudo systemctl restart jitsi-videobridge2
+sudo systemctl restart jibri
+sudo systemctl restart nginx
+```
+
+## Room Configuration
+
+### Creating Jitsi Rooms
+
+Create rooms with Jitsi platform in Reflector:
+
+```bash
+curl -X POST "https://your-reflector-domain.com/v1/rooms" \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer $AUTH_TOKEN" \
+  -d '{
+    "name": "my-jitsi-room",
+    "platform": "jitsi",
+    "recording_type": "cloud",
+    "recording_trigger": "automatic-2nd-participant",
+    "is_locked": false,
+    "room_mode": "normal"
+  }'
+```
+
+### Meeting Creation
+
+Meetings automatically use JWT authentication:
+
+```bash
+curl -X POST "https://your-reflector-domain.com/v1/rooms/my-jitsi-room/meeting" \
+  -H "Authorization: Bearer $AUTH_TOKEN"
+```
+
+Response includes JWT-authenticated URLs:
+```json
+{
+  "id": "meeting-uuid",
+  "room_name": "reflector-my-jitsi-room-123456",
+  "room_url": "https://meet.example.com/room?jwt=user-token",
+  "host_room_url": "https://meet.example.com/room?jwt=moderator-token"
+}
+```
+
+## Features and Capabilities
+
+### JWT Authentication
+
+Reflector automatically generates JWT tokens with:
+- **Room Access Control** - Secure room entry
+- **User Roles** - Moderator vs participant permissions
+- **Expiration** - Configurable token lifetime (default 8 hours)
+- **Custom Claims** - Room-specific metadata
+
+### Recording Options
+
+**Recording Types:**
+- `"none"` - No recording
+- `"local"` - Local Jibri recording
+- `"cloud"` - Cloud recording (requires external storage)
+
+**Recording Triggers:**
+- `"none"` - Manual recording only
+- `"prompt"` - Prompt users to start
+- `"automatic"` - Start immediately
+- `"automatic-2nd-participant"` - Start when 2nd person joins
+
+### Event Tracking and Storage
+
+Reflector automatically stores all webhook events in the `meetings` table for comprehensive meeting analytics:
+
+**Supported Event Types:**
+- `muc-occupant-joined` - Participant joined the meeting
+- `muc-occupant-left` - Participant left the meeting
+- `jibri-recording-on` - Recording started
+- `jibri-recording-off` - Recording stopped
+- `recording_completed` - Recording file ready for processing
+
+**Event Storage Structure:**
+Each webhook event is stored as a JSON object in the `meetings.events` column:
+```json
+{
+  "type": "muc-occupant-joined",
+  "timestamp": "2025-01-15T10:30:00.123456Z",
+  "data": {
+    "timestamp": "2025-01-15T10:30:00Z",
+    "user_id": "participant-123",
+    "display_name": "John Doe"
+  }
+}
+```
+
+**Querying Stored Events:**
+```sql
+-- Get all events for a meeting
+SELECT events FROM meeting WHERE id = 'meeting-uuid';
+
+-- Count participant joins
+SELECT json_array_length(
+  json_extract(events, '$[*] ? (@.type == "muc-occupant-joined")')
+) as total_joins FROM meeting WHERE id = 'meeting-uuid';
+```
+
+## Testing and Verification
+
+### Health Check
+
+Test Jitsi webhook integration:
+
+```bash
+curl "https://your-reflector-domain.com/v1/jitsi/health"
+```
+
+Expected response:
+```json
+{
+    "status": "ok",
+    "service": "jitsi-webhooks",
+    "timestamp": "2025-01-15T10:30:00.000Z",
+    "webhook_secret_configured": true
+}
+```
+
+### JWT Token Testing
+
+Verify JWT generation works:
+```bash
+# Create a test meeting
+MEETING=$(curl -X POST "https://your-reflector-domain.com/v1/rooms/test-room/meeting" \
+  -H "Authorization: Bearer $AUTH_TOKEN" | jq -r '.room_url')
+
+echo "Test meeting URL: $MEETING"
+```
+
+### Webhook Testing
+
+#### Manual Webhook Event Testing
+
+Test participant join event:
+```bash
+# Generate proper signature
+PAYLOAD='{"event":"muc-occupant-joined","room":"reflector-test-room-uuid","timestamp":"2025-01-15T10:30:00.000Z","data":{"user_id":"test-user","display_name":"Test User"}}'
+SIGNATURE=$(echo -n "$PAYLOAD" | openssl dgst -sha256 -hmac "$JITSI_WEBHOOK_SECRET" | cut -d' ' -f2)
+
+curl -X POST "https://your-reflector-domain.com/v1/jitsi/events" \
+  -H "Content-Type: application/json" \
+  -H "X-Jitsi-Signature: $SIGNATURE" \
+  -d "$PAYLOAD"
+```
+
+Expected response:
+```json
+{
+  "status": "ok",
+  "event": "muc-occupant-joined",
+  "room": "reflector-test-room-uuid"
+}
+```
+
+#### Recording Webhook Testing
+
+Test recording completion event:
+```bash
+PAYLOAD='{"room_name":"reflector-test-room-uuid","recording_file":"/recordings/test.mp4","recording_status":"completed","timestamp":"2025-01-15T10:30:00.000Z"}'
+SIGNATURE=$(echo -n "$PAYLOAD" | openssl dgst -sha256 -hmac "$JITSI_WEBHOOK_SECRET" | cut -d' ' -f2)
+
+curl -X POST "https://your-reflector-domain.com/v1/jibri/recording-complete" \
+  -H "Content-Type: application/json" \
+  -H "X-Jitsi-Signature: $SIGNATURE" \
+  -d "$PAYLOAD"
+```
+
+#### Event Storage Verification
+
+Verify events were stored:
+```bash
+# Check meeting events via API (requires authentication)
+curl -H "Authorization: Bearer $AUTH_TOKEN" \
+  "https://your-reflector-domain.com/v1/meetings/{meeting-id}"
+```
+
+## Troubleshooting
+
+### Common Issues
+
+#### JWT Authentication Failures
+
+**Symptoms**: Users cannot join rooms, "Authentication failed" errors
+
+**Solutions**:
+1. Verify `JITSI_JWT_SECRET` matches Prosody configuration
+2. Check JWT token hasn't expired (default 8 hours)
+3. Ensure system clocks are synchronized between servers
+4. Validate JWT issuer/audience configuration matches
+
+**Debug JWT tokens**:
+```bash
+# Decode JWT payload
+echo "JWT_TOKEN_HERE" | cut -d'.' -f2 | base64 -d | jq
+```
+
+#### Webhook Events Not Received
+
+**Symptoms**: Participant counts not updating, no recording events
+
+**Solutions**:
+1. Verify `mod_event_sync` is loaded in Prosody
+2. Check webhook URL is accessible from Jitsi server
+3. Validate webhook signature generation
+4. Review Prosody and Reflector logs
+
+**Debug webhook connectivity**:
+```bash
+# Test from Jitsi server
+curl -v "https://your-reflector-domain.com/v1/jitsi/health"
+
+# Check Prosody logs
+sudo tail -f /var/log/prosody/prosody.log
+```
+
+#### Webhook Signature Verification Issues
+
+**Symptoms**: HTTP 401 "Invalid webhook signature" errors
+
+**Solutions**:
+1. Verify webhook secret matches between Jitsi and Reflector
+2. Check payload encoding (no extra whitespace)
+3. Ensure proper HMAC-SHA256 signature generation
+
+**Debug signature generation**:
+```bash
+# Test signature manually
+PAYLOAD='{"event":"test","room":"test","timestamp":"2025-01-15T10:30:00.000Z","data":{}}'
+SECRET="your-webhook-secret-here"
+
+# Generate signature (should match X-Jitsi-Signature header)
+echo -n "$PAYLOAD" | openssl dgst -sha256 -hmac "$SECRET" | cut -d' ' -f2
+
+# Test with curl
+curl -X POST "https://your-reflector-domain.com/v1/jitsi/events" \
+  -H "Content-Type: application/json" \
+  -H "X-Jitsi-Signature: $(echo -n "$PAYLOAD" | openssl dgst -sha256 -hmac "$SECRET" | cut -d' ' -f2)" \
+  -d "$PAYLOAD" -v
+```
+
+#### Event Storage Problems
+
+**Symptoms**: Events received but not stored in database
+
+**Solutions**:
+1. Check database connectivity and permissions
+2. Verify meeting exists before event processing
+3. Review Reflector application logs
+4. Ensure JSON column support in database
+
+**Debug event storage**:
+```bash
+# Check meeting exists
+curl -H "Authorization: Bearer $TOKEN" \
+  "https://your-reflector-domain.com/v1/meetings/{meeting-id}"
+
+# Monitor database queries (if using PostgreSQL)
+sudo -u postgres psql -c "SELECT * FROM pg_stat_activity WHERE query LIKE '%meeting%';"
+
+# Check Reflector logs for event processing
+sudo journalctl -u reflector -f | grep -E "(event|webhook|jitsi)"
+```
+
+#### Recording Issues
+
+**Symptoms**: Recordings not starting, finalize script errors
+
+**Solutions**:
+1. Verify Jibri service status: `sudo systemctl status jibri`
+2. Check recording directory permissions: `/var/recordings`
+3. Validate finalize script execution permissions
+4. Monitor Jibri logs: `sudo journalctl -u jibri -f`
+
+**Test finalize script**:
+```bash
+sudo -u jibri /opt/jitsi/jibri/finalize.sh "/test/recording.mp4" "test-room"
+```
+
+#### Meeting Creation Failures
+
+**Symptoms**: HTTP 500 errors when creating meetings
+
+**Solutions**:
+1. Check Reflector logs for JWT generation errors
+2. Verify all required environment variables are set
+3. Ensure Jitsi domain is accessible from Reflector
+4. Test JWT secret configuration
+
+### Debug Commands
+
+```bash
+# Verify Prosody configuration
+sudo prosodyctl check config
+
+# Check Jitsi services status
+sudo systemctl status prosody jicofo jitsi-videobridge2
+
+# Test JWT generation
+curl -X POST "https://your-reflector-domain.com/v1/rooms/test/meeting" \
+  -H "Authorization: Bearer $TOKEN" -v
+
+# Monitor webhook events
+sudo tail -f /var/log/reflector/app.log | grep jitsi
+
+# Check SSL certificates
+sudo certbot certificates
+```
+
+### Performance Optimization
+
+#### Scaling Considerations
+
+**Single Server Limits:**
+- ~50 concurrent participants per JVB instance
+- ~10 concurrent Jibri recordings
+- CPU and bandwidth become bottlenecks
+
+**Multi-Server Setup:**
+- Multiple JVB instances for scaling
+- Dedicated Jibri recording servers
+- Load balancing for high availability
+
+#### Resource Monitoring
+
+```bash
+# Monitor JVB performance
+sudo systemctl status jitsi-videobridge2
+sudo journalctl -u jitsi-videobridge2 -f
+
+# Check Prosody connections
+sudo prosodyctl mod_admin_telnet
+> c2s:show()
+> muc:rooms()
+```
+
+## Security Best Practices
+
+### JWT Security
+- Use strong, unique secrets (32+ characters)
+- Rotate JWT secrets regularly
+- Implement proper token expiration
+- Never log or expose JWT tokens
+
+### Network Security
+- Use HTTPS/WSS for all communications
+- Implement proper firewall rules
+- Consider VPN for server-to-server communication
+- Monitor for unauthorized access attempts
+
+### Recording Security
+- Encrypt recordings at rest
+- Implement access controls for recording files
+- Regular security audits of file permissions
+- Comply with data protection regulations
+
+## Migration from Whereby
+
+If migrating from Whereby to Jitsi:
+
+1. **Parallel Setup** - Configure Jitsi alongside existing Whereby
+2. **Room Migration** - Update room platform field to "jitsi"
+3. **Test Integration** - Verify meeting creation and webhooks
+4. **User Training** - Different UI and feature set
+5. **Monitor Performance** - Watch for issues during transition
+6. **Cleanup** - Remove Whereby configuration when stable
+
+## Support and Resources
+
+### Jitsi Community Resources
+- **Documentation**: [jitsi.github.io/handbook](https://jitsi.github.io/handbook/)
+- **Community Forum**: [community.jitsi.org](https://community.jitsi.org/)
+- **GitHub Issues**: [github.com/jitsi/jitsi-meet](https://github.com/jitsi/jitsi-meet)
+
+### Professional Support
+- **8x8 Commercial Support** - Professional Jitsi hosting and support
+- **Community Consulting** - Third-party Jitsi implementation services
+
+### Monitoring and Maintenance
+- Monitor system resources (CPU, memory, bandwidth)
+- Regular security updates for all components
+- Backup configuration files and certificates
+- Test disaster recovery procedures

docs/video-whereby.md

@@ -0,0 +1,276 @@
+# Whereby Integration Configuration Guide
+
+This guide explains how to configure Reflector to use Whereby as your video meeting platform for room creation, recording, and participant tracking.
+
+## Overview
+
+Whereby is a browser-based video meeting platform that provides hosted meeting rooms with recording capabilities. Reflector integrates with Whereby's API to:
+
+- Create secure meeting rooms with custom branding
+- Handle participant join/leave events via webhooks
+- Automatically record meetings to AWS S3 storage
+- Track meeting sessions and participant counts
+
+## Requirements
+
+### Whereby Account Setup
+
+1. **Whereby Account**: Sign up for a Whereby business account at [whereby.com](https://whereby.com/business)
+2. **API Access**: Request API access from Whereby support (required for programmatic room creation)
+3. **Webhook Configuration**: Configure webhooks in your Whereby dashboard to point to your Reflector instance
+
+### AWS S3 Storage
+
+Whereby requires AWS S3 for recording storage. You need:
+- AWS account with S3 access
+- Dedicated S3 bucket for Whereby recordings
+- AWS IAM credentials with S3 write permissions
+
+## Configuration Variables
+
+Add the following environment variables to your Reflector `.env` file:
+
+### Required Variables
+
+```bash
+# Whereby API Configuration
+WHEREBY_API_KEY=your-whereby-jwt-api-key
+WHEREBY_WEBHOOK_SECRET=your-webhook-secret-from-whereby
+
+# AWS S3 Storage for Recordings
+AWS_WHEREBY_ACCESS_KEY_ID=your-aws-access-key
+AWS_WHEREBY_ACCESS_KEY_SECRET=your-aws-secret-key
+RECORDING_STORAGE_AWS_BUCKET_NAME=your-s3-bucket-name
+```
+
+### Optional Variables
+
+```bash
+# Whereby API URL (defaults to production)
+WHEREBY_API_URL=https://api.whereby.dev/v1
+
+# SQS Configuration (for recording processing)
+AWS_PROCESS_RECORDING_QUEUE_URL=https://sqs.region.amazonaws.com/account/queue
+SQS_POLLING_TIMEOUT_SECONDS=60
+```
+
+## Configuration Steps
+
+### 1. Whereby API Key Setup
+
+1. **Contact Whereby Support** to request API access for your account
+2. **Generate JWT Token** in your Whereby dashboard under API settings
+3. **Copy the JWT token** and set it as `WHEREBY_API_KEY` in your environment
+
+The API key is a JWT token that looks like:
+```
+eyJ[...truncated JWT token...]
+```
+
+### 2. Webhook Configuration
+
+1. **Access Whereby Dashboard** and navigate to webhook settings
+2. **Set Webhook URL** to your Reflector instance:
+   ```
+   https://your-reflector-domain.com/v1/whereby
+   ```
+3. **Configure Events** to send the following event types:
+   - `room.client.joined` - When participants join
+   - `room.client.left` - When participants leave
+4. **Generate Webhook Secret** and set it as `WHEREBY_WEBHOOK_SECRET`
+5. **Save Configuration** in your Whereby dashboard
+
+### 3. AWS S3 Storage Setup
+
+1. **Create S3 Bucket** dedicated for Whereby recordings
+2. **Create IAM User** with programmatic access
+3. **Attach S3 Policy** with the following permissions:
+   ```json
+   {
+     "Version": "2012-10-17",
+     "Statement": [
+       {
+         "Effect": "Allow",
+         "Action": [
+           "s3:PutObject",
+           "s3:PutObjectAcl",
+           "s3:GetObject"
+         ],
+         "Resource": "arn:aws:s3:::your-bucket-name/*"
+       }
+     ]
+   }
+   ```
+4. **Configure Environment Variables** with the IAM credentials
+
+### 4. Room Configuration
+
+When creating rooms in Reflector, set the platform to use Whereby:
+
+```bash
+curl -X POST "https://your-reflector-domain.com/v1/rooms" \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer $AUTH_TOKEN" \
+  -d '{
+    "name": "my-whereby-room",
+    "platform": "whereby",
+    "recording_type": "cloud",
+    "recording_trigger": "automatic-2nd-participant",
+    "is_locked": false,
+    "room_mode": "normal"
+  }'
+```
+
+## Meeting Features
+
+### Recording Options
+
+Whereby supports three recording types:
+- **`none`**: No recording
+- **`local`**: Local recording (not recommended for production)
+- **`cloud`**: Cloud recording to S3 (recommended)
+
+### Recording Triggers
+
+Control when recordings start:
+- **`none`**: No automatic recording
+- **`prompt`**: Prompt users to start recording
+- **`automatic`**: Start immediately when meeting begins
+- **`automatic-2nd-participant`**: Start when second participant joins
+
+### Room Modes
+
+- **`normal`**: Standard meeting room
+- **`group`**: Group meeting with advanced features
+
+## Webhook Event Handling
+
+Reflector automatically handles these Whereby webhook events:
+
+### Participant Tracking
+```json
+{
+  "type": "room.client.joined",
+  "data": {
+    "meetingId": "room-uuid",
+    "numClients": 2
+  }
+}
+```
+
+### Recording Events
+Whereby sends recording completion events that trigger Reflector's processing pipeline:
+- Audio transcription
+- Speaker diarization
+- Summary generation
+
+## Troubleshooting
+
+### Common Issues
+
+#### API Authentication Errors
+**Symptoms**: 401 Unauthorized errors when creating meetings
+
+**Solutions**:
+1. Verify your `WHEREBY_API_KEY` is correct and not expired
+2. Ensure you have API access enabled on your Whereby account
+3. Contact Whereby support if API access is not available
+
+#### Webhook Signature Validation Failed
+**Symptoms**: Webhook events rejected with 401 errors
+
+**Solutions**:
+1. Verify `WHEREBY_WEBHOOK_SECRET` matches your Whereby dashboard configuration
+2. Check webhook URL is correctly configured in Whereby dashboard
+3. Ensure webhook endpoint is accessible from Whereby servers
+
+#### Recording Upload Failures
+**Symptoms**: Recordings not appearing in S3 bucket
+
+**Solutions**:
+1. Verify AWS credentials have S3 write permissions
+2. Check S3 bucket name is correct and accessible
+3. Ensure AWS region settings match your bucket location
+4. Review AWS CloudTrail logs for permission issues
+
+#### Participant Count Not Updating
+**Symptoms**: Meeting participant counts remain at 0
+
+**Solutions**:
+1. Verify webhook events are being received at `/v1/whereby`
+2. Check webhook signature validation is passing
+3. Ensure meeting IDs match between Whereby and Reflector database
+
+### Debug Commands
+
+```bash
+# Test Whereby API connectivity
+curl -H "Authorization: Bearer $WHEREBY_API_KEY" \
+  https://api.whereby.dev/v1/meetings
+
+# Check webhook endpoint health
+curl https://your-reflector-domain.com/v1/whereby/health
+
+# Verify S3 bucket access
+aws s3 ls s3://your-bucket-name --profile whereby-user
+```
+
+## Security Considerations
+
+### API Key Security
+- Store API keys securely using environment variables
+- Rotate API keys regularly
+- Never commit API keys to version control
+- Use separate keys for development and production
+
+### Webhook Security
+- Always validate webhook signatures using HMAC-SHA256
+- Use HTTPS for all webhook endpoints
+- Implement rate limiting on webhook endpoints
+- Monitor webhook events for suspicious activity
+
+### Recording Privacy
+- Ensure S3 bucket access is restricted to authorized users
+- Consider encryption at rest for sensitive recordings
+- Implement retention policies for recorded content
+- Comply with data protection regulations (GDPR, etc.)
+
+## Performance Optimization
+
+### Meeting Scaling
+- Monitor concurrent meeting limits on your Whereby plan
+- Implement meeting cleanup for expired sessions
+- Use appropriate room modes for different use cases
+
+### Recording Processing
+- Configure SQS for asynchronous recording processing
+- Monitor S3 storage usage and costs
+- Implement automatic cleanup of processed recordings
+
+### Webhook Reliability
+- Implement webhook retry mechanisms
+- Monitor webhook delivery success rates
+- Log webhook events for debugging and auditing
+
+## Migration from Other Platforms
+
+If migrating from another video platform:
+
+1. **Update Room Configuration**: Change existing rooms to use `"platform": "whereby"`
+2. **Configure Webhooks**: Set up Whereby webhook endpoints
+3. **Test Integration**: Verify meeting creation and event handling
+4. **Monitor Performance**: Watch for any issues during transition
+5. **Update Documentation**: Inform users of any workflow changes
+
+## Support
+
+For Whereby-specific issues:
+- **Whereby Support**: [whereby.com/support](https://whereby.com/support)
+- **API Documentation**: [whereby.dev](https://whereby.dev)
+- **Status Page**: [status.whereby.com](https://status.whereby.com)
+
+For Reflector integration issues:
+- Check application logs for error details
+- Verify environment variable configuration
+- Test webhook connectivity and authentication
+- Review AWS permissions and S3 access

docs/video_platforms.md

@@ -0,0 +1,474 @@
+# Video Platforms Architecture (PR #529 Analysis)
+
+This document analyzes the video platforms refactoring implemented in PR #529 for daily.co integration, providing a blueprint for extending support to Jitsi and other video conferencing platforms.
+
+## Overview
+
+The video platforms refactoring introduces a clean abstraction layer that allows Reflector to support multiple video conferencing providers (Whereby, Daily.co, etc.) without changing core application logic. This architecture enables:
+
+- Seamless switching between video platforms
+- Platform-specific feature support
+- Isolated platform code organization
+- Consistent API surface across platforms
+- Feature flags for gradual migration
+
+## Architecture Components
+
+### 1. **Directory Structure**
+
+```
+server/reflector/video_platforms/
+├── __init__.py              # Public API exports
+├── base.py                  # Abstract base classes
+├── factory.py               # Platform client factory
+├── registry.py              # Platform registration system
+├── whereby.py               # Whereby implementation
+├── daily.py                 # Daily.co implementation
+└── mock.py                  # Testing implementation
+```
+
+### 2. **Core Abstract Classes**
+
+#### `VideoPlatformClient` (base.py)
+Abstract base class defining the interface all platforms must implement:
+
+```python
+class VideoPlatformClient(ABC):
+    PLATFORM_NAME: str = ""
+
+    @abstractmethod
+    async def create_meeting(self, room_name_prefix: str, end_date: datetime, room: Room) -> MeetingData
+
+    @abstractmethod
+    async def get_room_sessions(self, room_name: str) -> Dict[str, Any]
+
+    @abstractmethod
+    async def delete_room(self, room_name: str) -> bool
+
+    @abstractmethod
+    async def upload_logo(self, room_name: str, logo_path: str) -> bool
+
+    @abstractmethod
+    def verify_webhook_signature(self, body: bytes, signature: str, timestamp: Optional[str] = None) -> bool
+```
+
+#### `MeetingData` (base.py)
+Standardized meeting data structure returned by all platforms:
+
+```python
+class MeetingData(BaseModel):
+    meeting_id: str
+    room_name: str
+    room_url: str
+    host_room_url: str
+    platform: str
+    extra_data: Dict[str, Any] = {}  # Platform-specific data
+```
+
+#### `VideoPlatformConfig` (base.py)
+Unified configuration structure for all platforms:
+
+```python
+class VideoPlatformConfig(BaseModel):
+    api_key: str
+    webhook_secret: str
+    api_url: Optional[str] = None
+    subdomain: Optional[str] = None
+    s3_bucket: Optional[str] = None
+    s3_region: Optional[str] = None
+    aws_role_arn: Optional[str] = None
+    aws_access_key_id: Optional[str] = None
+    aws_access_key_secret: Optional[str] = None
+```
+
+### 3. **Platform Registration System**
+
+#### Registry Pattern (registry.py)
+- Automatic registration of built-in platforms
+- Runtime platform discovery
+- Type-safe client instantiation
+
+```python
+# Auto-registration of platforms
+_PLATFORMS: Dict[str, Type[VideoPlatformClient]] = {}
+
+def register_platform(name: str, client_class: Type[VideoPlatformClient])
+def get_platform_client(platform: str, config: VideoPlatformConfig) -> VideoPlatformClient
+```
+
+#### Factory System (factory.py)
+- Configuration management per platform
+- Platform selection logic
+- Feature flag integration
+
+```python
+def get_platform_for_room(room_id: Optional[str] = None) -> str:
+    """Determine which platform to use based on feature flags."""
+    if not settings.DAILY_MIGRATION_ENABLED:
+        return "whereby"
+
+    if room_id and room_id in settings.DAILY_MIGRATION_ROOM_IDS:
+        return "daily"
+
+    return settings.DEFAULT_VIDEO_PLATFORM
+```
+
+### 4. **Database Schema Changes**
+
+#### Room Model Updates
+Added `platform` field to track which video platform each room uses:
+
+```python
+# Database Schema
+platform_column = sqlalchemy.Column(
+    "platform",
+    sqlalchemy.String,
+    nullable=False,
+    server_default="whereby"
+)
+
+# Pydantic Model
+class Room(BaseModel):
+    platform: Literal["whereby", "daily"] = "whereby"
+```
+
+#### Meeting Model Updates
+Added `platform` field to meetings for tracking and debugging:
+
+```python
+# Database Schema
+platform_column = sqlalchemy.Column(
+    "platform",
+    sqlalchemy.String,
+    nullable=False,
+    server_default="whereby"
+)
+
+# Pydantic Model
+class Meeting(BaseModel):
+    platform: Literal["whereby", "daily"] = "whereby"
+```
+
+**Key Decision**: No platform-specific fields were added to models. Instead, the `extra_data` field in `MeetingData` handles platform-specific information, following the user's rule of using generic `provider_data` as JSON if needed.
+
+### 5. **Settings Configuration**
+
+#### Feature Flags
+```python
+# Migration control
+DAILY_MIGRATION_ENABLED: bool = True
+DAILY_MIGRATION_ROOM_IDS: list[str] = []
+DEFAULT_VIDEO_PLATFORM: str = "daily"
+
+# Daily.co specific settings
+DAILY_API_KEY: str | None = None
+DAILY_WEBHOOK_SECRET: str | None = None
+DAILY_SUBDOMAIN: str | None = None
+AWS_DAILY_S3_BUCKET: str | None = None
+AWS_DAILY_S3_REGION: str = "us-west-2"
+AWS_DAILY_ROLE_ARN: str | None = None
+```
+
+#### Configuration Pattern
+Each platform gets its own configuration namespace while sharing common patterns:
+
+```python
+def get_platform_config(platform: str) -> VideoPlatformConfig:
+    if platform == "whereby":
+        return VideoPlatformConfig(
+            api_key=settings.WHEREBY_API_KEY or "",
+            webhook_secret=settings.WHEREBY_WEBHOOK_SECRET or "",
+            # ... whereby-specific config
+        )
+    elif platform == "daily":
+        return VideoPlatformConfig(
+            api_key=settings.DAILY_API_KEY or "",
+            webhook_secret=settings.DAILY_WEBHOOK_SECRET or "",
+            # ... daily-specific config
+        )
+```
+
+### 6. **API Integration Updates**
+
+#### Room Creation (views/rooms.py)
+Updated to use platform factory instead of direct Whereby calls:
+
+```python
+@router.post("/rooms/{room_name}/meeting")
+async def rooms_create_meeting(room_name: str, user: UserInfo):
+    # OLD: Direct Whereby integration
+    # whereby_meeting = await create_meeting("", end_date=end_date, room=room)
+
+    # NEW: Platform abstraction
+    platform = get_platform_for_room(room.id)
+    client = create_platform_client(platform)
+
+    meeting_data = await client.create_meeting(
+        room_name_prefix=room.name, end_date=end_date, room=room
+    )
+
+    await client.upload_logo(meeting_data.room_name, "./images/logo.png")
+```
+
+### 7. **Webhook Handling**
+
+#### Separate Webhook Endpoints
+Each platform gets its own webhook endpoint with platform-specific signature verification:
+
+```python
+# views/daily.py
+@router.post("/daily_webhook")
+async def daily_webhook(event: DailyWebhookEvent, request: Request):
+    # Verify Daily.co signature
+    body = await request.body()
+    signature = request.headers.get("X-Daily-Signature", "")
+
+    if not verify_daily_webhook_signature(body, signature):
+        raise HTTPException(status_code=401)
+
+    # Handle platform-specific events
+    if event.type == "participant.joined":
+        await _handle_participant_joined(event)
+```
+
+#### Consistent Event Handling
+Despite different event formats, the core business logic remains the same:
+
+```python
+async def _handle_participant_joined(event):
+    room_name = event.data.get("room", {}).get("name")  # Daily.co format
+    meeting = await meetings_controller.get_by_room_name(room_name)
+    if meeting:
+        current_count = getattr(meeting, "num_clients", 0)
+        await meetings_controller.update_meeting(
+            meeting.id, num_clients=current_count + 1
+        )
+```
+
+### 8. **Worker Task Integration**
+
+#### New Task for Daily.co Recording Processing
+Added platform-specific recording processing while maintaining the same pipeline:
+
+```python
+@shared_task
+@asynctask
+async def process_recording_from_url(recording_url: str, meeting_id: str, recording_id: str):
+    """Process recording from Direct URL (Daily.co webhook)."""
+    logger.info("Processing recording from URL for meeting: %s", meeting_id)
+    # Uses same processing pipeline as Whereby S3 recordings
+```
+
+**Key Decision**: Worker tasks remain in main worker module but could be moved to platform-specific folders as suggested by the user.
+
+### 9. **Testing Infrastructure**
+
+#### Comprehensive Test Suite
+- Unit tests for each platform client
+- Integration tests for platform switching
+- Mock platform for testing without external dependencies
+- Webhook signature verification tests
+
+```python
+class TestPlatformIntegration:
+    """Integration tests for platform switching."""
+
+    async def test_platform_switching_preserves_interface(self):
+        """Test that different platforms provide consistent interface."""
+        # Test both Mock and Daily platforms return MeetingData objects
+        # with consistent fields
+```
+
+## Implementation Patterns for Jitsi Integration
+
+Based on the daily.co implementation, here's how Jitsi should be integrated:
+
+### 1. **Jitsi Client Implementation**
+
+```python
+# video_platforms/jitsi.py
+class JitsiClient(VideoPlatformClient):
+    PLATFORM_NAME = "jitsi"
+
+    async def create_meeting(self, room_name_prefix: str, end_date: datetime, room: Room) -> MeetingData:
+        # Generate unique room name
+        jitsi_room = f"reflector-{room.name}-{int(time.time())}"
+
+        # Generate JWT tokens
+        user_jwt = self._generate_jwt(room=jitsi_room, moderator=False, exp=end_date)
+        host_jwt = self._generate_jwt(room=jitsi_room, moderator=True, exp=end_date)
+
+        return MeetingData(
+            meeting_id=generate_uuid4(),
+            room_name=jitsi_room,
+            room_url=f"https://jitsi.domain/{jitsi_room}?jwt={user_jwt}",
+            host_room_url=f"https://jitsi.domain/{jitsi_room}?jwt={host_jwt}",
+            platform=self.PLATFORM_NAME,
+            extra_data={"user_jwt": user_jwt, "host_jwt": host_jwt}
+        )
+```
+
+### 2. **Settings Integration**
+
+```python
+# settings.py
+JITSI_DOMAIN: str = "meet.jit.si"
+JITSI_JWT_SECRET: str | None = None
+JITSI_WEBHOOK_SECRET: str | None = None
+JITSI_API_URL: str | None = None  # If using Jitsi API
+```
+
+### 3. **Factory Registration**
+
+```python
+# registry.py
+def _register_builtin_platforms():
+    from .jitsi import JitsiClient
+    register_platform("jitsi", JitsiClient)
+
+# factory.py
+def get_platform_config(platform: str) -> VideoPlatformConfig:
+    elif platform == "jitsi":
+        return VideoPlatformConfig(
+            api_key="",  # Jitsi may not need API key
+            webhook_secret=settings.JITSI_WEBHOOK_SECRET or "",
+            api_url=settings.JITSI_API_URL,
+        )
+```
+
+### 4. **Webhook Integration**
+
+```python
+# views/jitsi.py
+@router.post("/jitsi/events")
+async def jitsi_events_webhook(event_data: dict):
+    # Handle Prosody event-sync webhook format
+    event_type = event_data.get("event")
+    room_name = event_data.get("room", "").split("@")[0]
+
+    if event_type == "muc-occupant-joined":
+        # Same participant handling logic as other platforms
+```
+
+## Key Benefits of This Architecture
+
+### 1. **Isolation and Organization**
+- Platform-specific code contained in separate modules
+- No platform logic leaking into core application
+- Easy to add/remove platforms without affecting others
+
+### 2. **Consistent Interface**
+- All platforms implement the same abstract methods
+- Standardized `MeetingData` structure
+- Uniform error handling and logging
+
+### 3. **Gradual Migration Support**
+- Feature flags for controlled rollouts
+- Room-specific platform selection
+- Fallback mechanisms for platform failures
+
+### 4. **Configuration Management**
+- Centralized settings per platform
+- Consistent naming patterns
+- Environment-based configuration
+
+### 5. **Testing and Quality**
+- Mock platform for testing
+- Comprehensive test coverage
+- Platform-specific test utilities
+
+## Migration Strategy Applied
+
+The daily.co implementation demonstrates a careful migration approach:
+
+### 1. **Backward Compatibility**
+- Default platform remains "whereby"
+- Existing rooms continue using Whereby unless explicitly migrated
+- Same API endpoints and response formats
+
+### 2. **Feature Flag Control**
+```python
+# Gradual rollout control
+DAILY_MIGRATION_ENABLED: bool = True
+DAILY_MIGRATION_ROOM_IDS: list[str] = []  # Specific rooms to migrate
+DEFAULT_VIDEO_PLATFORM: str = "daily"     # New rooms default
+```
+
+### 3. **Data Integrity**
+- Platform field tracks which service each room/meeting uses
+- No data loss during migration
+- Platform-specific data preserved in `extra_data`
+
+### 4. **Monitoring and Rollback**
+- Comprehensive logging of platform selection
+- Easy rollback by changing feature flags
+- Platform-specific error tracking
+
+## Recommendations for Jitsi Integration
+
+Based on this analysis and the user's requirements:
+
+### 1. **Follow the Pattern**
+- Create `video_platforms/jitsi/` directory with:
+  - `client.py` - Main JitsiClient implementation
+  - `tasks.py` - Jitsi-specific worker tasks
+  - `__init__.py` - Module exports
+
+### 2. **Settings Organization**
+- Use `JITSI_*` prefix for all Jitsi settings
+- Follow the same configuration pattern as Daily.co
+- Support both environment variables and config files
+
+### 3. **Generic Database Fields**
+- Avoid platform-specific columns in database
+- Use `provider_data` JSON field if platform-specific data needed
+- Keep `platform` field as simple string identifier
+
+### 4. **Worker Task Migration**
+According to user requirements, migrate platform-specific tasks:
+```
+video_platforms/
+├── whereby/
+│   ├── client.py  (moved from whereby.py)
+│   └── tasks.py   (moved from worker/whereby_tasks.py)
+├── daily/
+│   ├── client.py  (moved from daily.py)
+│   └── tasks.py   (moved from worker/daily_tasks.py)
+└── jitsi/
+    ├── client.py  (new JitsiClient)
+    └── tasks.py   (new Jitsi recording tasks)
+```
+
+### 5. **Webhook Architecture**
+- Create `views/jitsi.py` for Jitsi-specific webhooks
+- Follow the same signature verification pattern
+- Reuse existing participant tracking logic
+
+## Implementation Checklist for Jitsi
+
+- [ ] Create `video_platforms/jitsi/` directory structure
+- [ ] Implement `JitsiClient` following the abstract interface
+- [ ] Add Jitsi settings to configuration
+- [ ] Register Jitsi platform in factory/registry
+- [ ] Create Jitsi webhook endpoint
+- [ ] Implement JWT token generation for room access
+- [ ] Add Jitsi recording processing tasks
+- [ ] Create comprehensive test suite
+- [ ] Update database migrations for platform field
+- [ ] Document Jitsi-specific configuration
+
+## Conclusion
+
+The video platforms refactoring in PR #529 provides an excellent foundation for adding Jitsi support. The architecture is well-designed with clear separation of concerns, consistent interfaces, and excellent extensibility. The daily.co implementation demonstrates how to add a new platform while maintaining backward compatibility and providing gradual migration capabilities.
+
+The pattern should be directly applicable to Jitsi integration, with the main differences being:
+- JWT-based authentication instead of API keys
+- Different webhook event formats
+- Jibri recording pipeline integration
+- Self-hosted deployment considerations
+
+This architecture successfully achieves the user's goals of:
+1. Settings-based configuration
+2. Generic database fields (no provider-specific columns)
+3. Platform isolation in separate directories
+4. Worker task organization within platform folders

gpu/modal_deployments/.gitignore

@@ -1,33 +0,0 @@
-# OS / Editor
-.DS_Store
-.vscode/
-.idea/
-
-# Python
-__pycache__/
-*.py[cod]
-*$py.class
-
-# Logs
-*.log
-
-# Env and secrets
-.env
-.env.*
-*.env
-*.secret
-
-# Build / dist
-build/
-dist/
-.eggs/
-*.egg-info/
-
-# Coverage / test
-.pytest_cache/
-.coverage*
-htmlcov/
-
-# Modal local state (if any)
-modal_mounts/
-.modal_cache/

gpu/self_hosted/.env.example

@@ -1,2 +0,0 @@
-REFLECTOR_GPU_APIKEY=
-HF_TOKEN=

gpu/self_hosted/.gitignore

@@ -1,38 +0,0 @@
-cache/
-
-# OS / Editor
-.DS_Store
-.vscode/
-.idea/
-
-# Python
-__pycache__/
-*.py[cod]
-*$py.class
-
-# Env and secrets
-.env
-*.env
-*.secret
-HF_TOKEN
-REFLECTOR_GPU_APIKEY
-
-# Virtual env / uv
-.venv/
-venv/
-ENV/
-uv/
-
-# Build / dist
-build/
-dist/
-.eggs/
-*.egg-info/
-
-# Coverage / test
-.pytest_cache/
-.coverage*
-htmlcov/
-
-# Logs
-*.log

gpu/self_hosted/Dockerfile

@@ -1,46 +0,0 @@
-FROM python:3.12-slim
-
-ENV PYTHONUNBUFFERED=1 \
-    UV_LINK_MODE=copy \
-    UV_NO_CACHE=1
-
-WORKDIR /tmp
-RUN apt-get update \
- && apt-get install -y \
-    ffmpeg \
-    curl \
-    ca-certificates \
-    gnupg \
-    wget \
- && apt-get clean
-# Add NVIDIA CUDA repo for Debian 12 (bookworm) and install cuDNN 9 for CUDA 12
-ADD https://developer.download.nvidia.com/compute/cuda/repos/debian12/x86_64/cuda-keyring_1.1-1_all.deb /cuda-keyring.deb
-RUN dpkg -i /cuda-keyring.deb \
- && rm /cuda-keyring.deb \
- && apt-get update \
- && apt-get install -y --no-install-recommends \
-    cuda-cudart-12-6 \
-    libcublas-12-6 \
-    libcudnn9-cuda-12 \
-    libcudnn9-dev-cuda-12 \
- && apt-get clean \
- && rm -rf /var/lib/apt/lists/*
-ADD https://astral.sh/uv/install.sh /uv-installer.sh
-RUN sh /uv-installer.sh && rm /uv-installer.sh
-ENV PATH="/root/.local/bin/:$PATH"
-ENV LD_LIBRARY_PATH="/usr/local/cuda/lib64:/usr/lib/x86_64-linux-gnu:$LD_LIBRARY_PATH"
-
-RUN mkdir -p /app
-WORKDIR /app
-COPY pyproject.toml uv.lock /app/
-
-
-COPY ./app /app/app
-COPY ./main.py /app/
-COPY ./runserver.sh /app/
-
-EXPOSE 8000
-
-CMD ["sh", "/app/runserver.sh"]
-
-

gpu/self_hosted/README.md

@@ -1,73 +0,0 @@
-# Self-hosted Model API
-
-Run transcription, translation, and diarization services compatible with Reflector's GPU Model API. Works on CPU or GPU.
-
-Environment variables
-
-- REFLECTOR_GPU_APIKEY: Optional Bearer token. If unset, auth is disabled.
-- HF_TOKEN: Optional. Required for diarization to download pyannote pipelines
-
-Requirements
-
-- FFmpeg must be installed and on PATH (used for URL-based and segmented transcription)
-- Python 3.12+
-- NVIDIA GPU optional. If available, it will be used automatically
-
-Local run
-Set env vars in self_hosted/.env file
-uv sync
-
-uv run uvicorn main:app --host 0.0.0.0 --port 8000
-
-Authentication
-
-- If REFLECTOR_GPU_APIKEY is set, include header: Authorization: Bearer <key>
-
-Endpoints
-
-- POST /v1/audio/transcriptions
-
-  - multipart/form-data
-  - fields: file (single file) OR files[] (multiple files), language, batch (true/false)
-  - response: single { text, words, filename } or { results: [ ... ] }
-
-- POST /v1/audio/transcriptions-from-url
-
-  - application/json
-  - body: { audio_file_url, language, timestamp_offset }
-  - response: { text, words }
-
-- POST /translate
-
-  - text: query parameter
-  - body (application/json): { source_language, target_language }
-  - response: { text: { <src>: original, <tgt>: translated } }
-
-- POST /diarize
-  - query parameters: audio_file_url, timestamp (optional)
-  - requires HF_TOKEN to be set (for pyannote)
-  - response: { diarization: [ { start, end, speaker } ] }
-
-OpenAPI docs
-
-- Visit /docs when the server is running
-
-Docker
-
-- Not yet provided in this directory. A Dockerfile will be added later. For now, use Local run above
-
-Conformance tests
-
-# From this directory
-
-TRANSCRIPT_URL=http://localhost:8000 \
-TRANSCRIPT_API_KEY=dev-key \
-uv run -m pytest -m model_api --no-cov ../../server/tests/test_model_api_transcript.py
-
-TRANSLATION_URL=http://localhost:8000 \
-TRANSLATION_API_KEY=dev-key \
-uv run -m pytest -m model_api --no-cov ../../server/tests/test_model_api_translation.py
-
-DIARIZATION_URL=http://localhost:8000 \
-DIARIZATION_API_KEY=dev-key \
-uv run -m pytest -m model_api --no-cov ../../server/tests/test_model_api_diarization.py

gpu/self_hosted/app/auth.py

@@ -1,19 +0,0 @@
-import os
-
-from fastapi import Depends, HTTPException, status
-from fastapi.security import OAuth2PasswordBearer
-
-oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token")
-
-
-def apikey_auth(apikey: str = Depends(oauth2_scheme)):
-    required_key = os.environ.get("REFLECTOR_GPU_APIKEY")
-    if not required_key:
-        return
-    if apikey == required_key:
-        return
-    raise HTTPException(
-        status_code=status.HTTP_401_UNAUTHORIZED,
-        detail="Invalid API key",
-        headers={"WWW-Authenticate": "Bearer"},
-    )

gpu/self_hosted/app/config.py

@@ -1,12 +0,0 @@
-from pathlib import Path
-
-SUPPORTED_FILE_EXTENSIONS = ["mp3", "mp4", "mpeg", "mpga", "m4a", "wav", "webm"]
-SAMPLE_RATE = 16000
-VAD_CONFIG = {
-    "batch_max_duration": 30.0,
-    "silence_padding": 0.5,
-    "window_size": 512,
-}
-
-# App-level paths
-UPLOADS_PATH = Path("/tmp/whisper-uploads")

gpu/self_hosted/app/factory.py

@@ -1,30 +0,0 @@
-from contextlib import asynccontextmanager
-
-from fastapi import FastAPI
-
-from .routers.diarization import router as diarization_router
-from .routers.transcription import router as transcription_router
-from .routers.translation import router as translation_router
-from .services.transcriber import WhisperService
-from .services.diarizer import PyannoteDiarizationService
-from .utils import ensure_dirs
-
-
-@asynccontextmanager
-async def lifespan(app: FastAPI):
-    ensure_dirs()
-    whisper_service = WhisperService()
-    whisper_service.load()
-    app.state.whisper = whisper_service
-    diarization_service = PyannoteDiarizationService()
-    diarization_service.load()
-    app.state.diarizer = diarization_service
-    yield
-
-
-def create_app() -> FastAPI:
-    app = FastAPI(lifespan=lifespan)
-    app.include_router(transcription_router)
-    app.include_router(translation_router)
-    app.include_router(diarization_router)
-    return app

gpu/self_hosted/app/routers/diarization.py

@@ -1,30 +0,0 @@
-from typing import List
-
-from fastapi import APIRouter, Depends, Request
-from pydantic import BaseModel
-
-from ..auth import apikey_auth
-from ..services.diarizer import PyannoteDiarizationService
-from ..utils import download_audio_file
-
-router = APIRouter(tags=["diarization"])
-
-
-class DiarizationSegment(BaseModel):
-    start: float
-    end: float
-    speaker: int
-
-
-class DiarizationResponse(BaseModel):
-    diarization: List[DiarizationSegment]
-
-
-@router.post(
-    "/diarize", dependencies=[Depends(apikey_auth)], response_model=DiarizationResponse
-)
-def diarize(request: Request, audio_file_url: str, timestamp: float = 0.0):
-    with download_audio_file(audio_file_url) as (file_path, _ext):
-        file_path = str(file_path)
-        diarizer: PyannoteDiarizationService = request.app.state.diarizer
-        return diarizer.diarize_file(file_path, timestamp=timestamp)

gpu/self_hosted/app/routers/transcription.py

@@ -1,109 +0,0 @@
-import uuid
-from typing import Optional, Union
-
-from fastapi import APIRouter, Body, Depends, Form, HTTPException, Request, UploadFile
-from pydantic import BaseModel
-from pathlib import Path
-from ..auth import apikey_auth
-from ..config import SUPPORTED_FILE_EXTENSIONS, UPLOADS_PATH
-from ..services.transcriber import MODEL_NAME
-from ..utils import cleanup_uploaded_files, download_audio_file
-
-router = APIRouter(prefix="/v1/audio", tags=["transcription"])
-
-
-class WordTiming(BaseModel):
-    word: str
-    start: float
-    end: float
-
-
-class TranscriptResult(BaseModel):
-    text: str
-    words: list[WordTiming]
-    filename: Optional[str] = None
-
-
-class TranscriptBatchResponse(BaseModel):
-    results: list[TranscriptResult]
-
-
-@router.post(
-    "/transcriptions",
-    dependencies=[Depends(apikey_auth)],
-    response_model=Union[TranscriptResult, TranscriptBatchResponse],
-)
-def transcribe(
-    request: Request,
-    file: UploadFile = None,
-    files: list[UploadFile] | None = None,
-    model: str = Form(MODEL_NAME),
-    language: str = Form("en"),
-    batch: bool = Form(False),
-):
-    service = request.app.state.whisper
-    if not file and not files:
-        raise HTTPException(
-            status_code=400, detail="Either 'file' or 'files' parameter is required"
-        )
-    if batch and not files:
-        raise HTTPException(
-            status_code=400, detail="Batch transcription requires 'files'"
-        )
-
-    upload_files = [file] if file else files
-
-    uploaded_paths: list[Path] = []
-    with cleanup_uploaded_files(uploaded_paths):
-        for upload_file in upload_files:
-            audio_suffix = upload_file.filename.split(".")[-1].lower()
-            if audio_suffix not in SUPPORTED_FILE_EXTENSIONS:
-                raise HTTPException(
-                    status_code=400,
-                    detail=(
-                        f"Unsupported audio format. Supported extensions: {', '.join(SUPPORTED_FILE_EXTENSIONS)}"
-                    ),
-                )
-            unique_filename = f"{uuid.uuid4()}.{audio_suffix}"
-            file_path = UPLOADS_PATH / unique_filename
-            with open(file_path, "wb") as f:
-                content = upload_file.file.read()
-                f.write(content)
-            uploaded_paths.append(file_path)
-
-        if batch and len(upload_files) > 1:
-            results = []
-            for path in uploaded_paths:
-                result = service.transcribe_file(str(path), language=language)
-                result["filename"] = path.name
-                results.append(result)
-            return {"results": results}
-
-        results = []
-        for path in uploaded_paths:
-            result = service.transcribe_file(str(path), language=language)
-            result["filename"] = path.name
-            results.append(result)
-
-        return {"results": results} if len(results) > 1 else results[0]
-
-
-@router.post(
-    "/transcriptions-from-url",
-    dependencies=[Depends(apikey_auth)],
-    response_model=TranscriptResult,
-)
-def transcribe_from_url(
-    request: Request,
-    audio_file_url: str = Body(..., description="URL of the audio file to transcribe"),
-    model: str = Body(MODEL_NAME),
-    language: str = Body("en"),
-    timestamp_offset: float = Body(0.0),
-):
-    service = request.app.state.whisper
-    with download_audio_file(audio_file_url) as (file_path, _ext):
-        file_path = str(file_path)
-        result = service.transcribe_vad_url_segment(
-            file_path=file_path, timestamp_offset=timestamp_offset, language=language
-        )
-        return result

gpu/self_hosted/app/routers/translation.py

@@ -1,28 +0,0 @@
-from typing import Dict
-
-from fastapi import APIRouter, Body, Depends
-from pydantic import BaseModel
-
-from ..auth import apikey_auth
-from ..services.translator import TextTranslatorService
-
-router = APIRouter(tags=["translation"])
-
-translator = TextTranslatorService()
-
-
-class TranslationResponse(BaseModel):
-    text: Dict[str, str]
-
-
-@router.post(
-    "/translate",
-    dependencies=[Depends(apikey_auth)],
-    response_model=TranslationResponse,
-)
-def translate(
-    text: str,
-    source_language: str = Body("en"),
-    target_language: str = Body("fr"),
-):
-    return translator.translate(text, source_language, target_language)

gpu/self_hosted/app/services/diarizer.py

@@ -1,42 +0,0 @@
-import os
-import threading
-
-import torch
-import torchaudio
-from pyannote.audio import Pipeline
-
-
-class PyannoteDiarizationService:
-    def __init__(self):
-        self._pipeline = None
-        self._device = "cpu"
-        self._lock = threading.Lock()
-
-    def load(self):
-        self._device = "cuda" if torch.cuda.is_available() else "cpu"
-        self._pipeline = Pipeline.from_pretrained(
-            "pyannote/speaker-diarization-3.1",
-            use_auth_token=os.environ.get("HF_TOKEN"),
-        )
-        self._pipeline.to(torch.device(self._device))
-
-    def diarize_file(self, file_path: str, timestamp: float = 0.0) -> dict:
-        if self._pipeline is None:
-            self.load()
-        waveform, sample_rate = torchaudio.load(file_path)
-        with self._lock:
-            diarization = self._pipeline(
-                {"waveform": waveform, "sample_rate": sample_rate}
-            )
-        words = []
-        for diarization_segment, _, speaker in diarization.itertracks(yield_label=True):
-            words.append(
-                {
-                    "start": round(timestamp + diarization_segment.start, 3),
-                    "end": round(timestamp + diarization_segment.end, 3),
-                    "speaker": int(speaker[-2:])
-                    if speaker and speaker[-2:].isdigit()
-                    else 0,
-                }
-            )
-        return {"diarization": words}

gpu/self_hosted/app/services/transcriber.py

@@ -1,208 +0,0 @@
-import os
-import shutil
-import subprocess
-import threading
-from typing import Generator
-
-import faster_whisper
-import librosa
-import numpy as np
-import torch
-from fastapi import HTTPException
-from silero_vad import VADIterator, load_silero_vad
-
-from ..config import SAMPLE_RATE, VAD_CONFIG
-
-# Whisper configuration (service-local defaults)
-MODEL_NAME = "large-v2"
-# None delegates compute type to runtime: float16 on CUDA, int8 on CPU
-MODEL_COMPUTE_TYPE = None
-MODEL_NUM_WORKERS = 1
-CACHE_PATH = os.path.join(os.path.expanduser("~"), ".cache", "reflector-whisper")
-from ..utils import NoStdStreams
-
-
-class WhisperService:
-    def __init__(self):
-        self.model = None
-        self.device = "cpu"
-        self.lock = threading.Lock()
-
-    def load(self):
-        self.device = "cuda" if torch.cuda.is_available() else "cpu"
-        compute_type = MODEL_COMPUTE_TYPE or (
-            "float16" if self.device == "cuda" else "int8"
-        )
-        self.model = faster_whisper.WhisperModel(
-            MODEL_NAME,
-            device=self.device,
-            compute_type=compute_type,
-            num_workers=MODEL_NUM_WORKERS,
-            download_root=CACHE_PATH,
-        )
-
-    def pad_audio(self, audio_array, sample_rate: int = SAMPLE_RATE):
-        audio_duration = len(audio_array) / sample_rate
-        if audio_duration < VAD_CONFIG["silence_padding"]:
-            silence_samples = int(sample_rate * VAD_CONFIG["silence_padding"])
-            silence = np.zeros(silence_samples, dtype=np.float32)
-            return np.concatenate([audio_array, silence])
-        return audio_array
-
-    def enforce_word_timing_constraints(self, words: list[dict]) -> list[dict]:
-        if len(words) <= 1:
-            return words
-        enforced: list[dict] = []
-        for i, word in enumerate(words):
-            current = dict(word)
-            if i < len(words) - 1:
-                next_start = words[i + 1]["start"]
-                if current["end"] > next_start:
-                    current["end"] = next_start
-            enforced.append(current)
-        return enforced
-
-    def transcribe_file(self, file_path: str, language: str = "en") -> dict:
-        input_for_model: str | "object" = file_path
-        try:
-            audio_array, _sample_rate = librosa.load(
-                file_path, sr=SAMPLE_RATE, mono=True
-            )
-            if len(audio_array) / float(SAMPLE_RATE) < VAD_CONFIG["silence_padding"]:
-                input_for_model = self.pad_audio(audio_array, SAMPLE_RATE)
-        except Exception:
-            pass
-
-        with self.lock:
-            with NoStdStreams():
-                segments, _ = self.model.transcribe(
-                    input_for_model,
-                    language=language,
-                    beam_size=5,
-                    word_timestamps=True,
-                    vad_filter=True,
-                    vad_parameters={"min_silence_duration_ms": 500},
-                )
-
-        segments = list(segments)
-        text = "".join(segment.text for segment in segments).strip()
-        words = [
-            {
-                "word": word.word,
-                "start": round(float(word.start), 2),
-                "end": round(float(word.end), 2),
-            }
-            for segment in segments
-            for word in segment.words
-        ]
-        words = self.enforce_word_timing_constraints(words)
-        return {"text": text, "words": words}
-
-    def transcribe_vad_url_segment(
-        self, file_path: str, timestamp_offset: float = 0.0, language: str = "en"
-    ) -> dict:
-        def load_audio_via_ffmpeg(input_path: str, sample_rate: int) -> np.ndarray:
-            ffmpeg_bin = shutil.which("ffmpeg") or "ffmpeg"
-            cmd = [
-                ffmpeg_bin,
-                "-nostdin",
-                "-threads",
-                "1",
-                "-i",
-                input_path,
-                "-f",
-                "f32le",
-                "-acodec",
-                "pcm_f32le",
-                "-ac",
-                "1",
-                "-ar",
-                str(sample_rate),
-                "pipe:1",
-            ]
-            try:
-                proc = subprocess.run(
-                    cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, check=True
-                )
-            except Exception as e:
-                raise HTTPException(status_code=400, detail=f"ffmpeg failed: {e}")
-            audio = np.frombuffer(proc.stdout, dtype=np.float32)
-            return audio
-
-        def vad_segments(
-            audio_array,
-            sample_rate: int = SAMPLE_RATE,
-            window_size: int = VAD_CONFIG["window_size"],
-        ) -> Generator[tuple[float, float], None, None]:
-            vad_model = load_silero_vad(onnx=False)
-            iterator = VADIterator(vad_model, sampling_rate=sample_rate)
-            start = None
-            for i in range(0, len(audio_array), window_size):
-                chunk = audio_array[i : i + window_size]
-                if len(chunk) < window_size:
-                    chunk = np.pad(
-                        chunk, (0, window_size - len(chunk)), mode="constant"
-                    )
-                speech = iterator(chunk)
-                if not speech:
-                    continue
-                if "start" in speech:
-                    start = speech["start"]
-                    continue
-                if "end" in speech and start is not None:
-                    end = speech["end"]
-                    yield (start / float(SAMPLE_RATE), end / float(SAMPLE_RATE))
-                    start = None
-            iterator.reset_states()
-
-        audio_array = load_audio_via_ffmpeg(file_path, SAMPLE_RATE)
-
-        merged_batches: list[tuple[float, float]] = []
-        batch_start = None
-        batch_end = None
-        max_duration = VAD_CONFIG["batch_max_duration"]
-        for seg_start, seg_end in vad_segments(audio_array):
-            if batch_start is None:
-                batch_start, batch_end = seg_start, seg_end
-                continue
-            if seg_end - batch_start <= max_duration:
-                batch_end = seg_end
-            else:
-                merged_batches.append((batch_start, batch_end))
-                batch_start, batch_end = seg_start, seg_end
-        if batch_start is not None and batch_end is not None:
-            merged_batches.append((batch_start, batch_end))
-
-        all_text = []
-        all_words = []
-        for start_time, end_time in merged_batches:
-            s_idx = int(start_time * SAMPLE_RATE)
-            e_idx = int(end_time * SAMPLE_RATE)
-            segment = audio_array[s_idx:e_idx]
-            segment = self.pad_audio(segment, SAMPLE_RATE)
-            with self.lock:
-                segments, _ = self.model.transcribe(
-                    segment,
-                    language=language,
-                    beam_size=5,
-                    word_timestamps=True,
-                    vad_filter=True,
-                    vad_parameters={"min_silence_duration_ms": 500},
-                )
-            segments = list(segments)
-            text = "".join(seg.text for seg in segments).strip()
-            words = [
-                {
-                    "word": w.word,
-                    "start": round(float(w.start) + start_time + timestamp_offset, 2),
-                    "end": round(float(w.end) + start_time + timestamp_offset, 2),
-                }
-                for seg in segments
-                for w in seg.words
-            ]
-            if text:
-                all_text.append(text)
-            all_words.extend(words)
-
-        all_words = self.enforce_word_timing_constraints(all_words)
-        return {"text": " ".join(all_text), "words": all_words}

gpu/self_hosted/app/services/translator.py

@@ -1,44 +0,0 @@
-import threading
-
-from transformers import MarianMTModel, MarianTokenizer, pipeline
-
-
-class TextTranslatorService:
-    """Simple text-to-text translator using HuggingFace MarianMT models.
-
-    This mirrors the modal translator API shape but uses text translation only.
-    """
-
-    def __init__(self):
-        self._pipeline = None
-        self._lock = threading.Lock()
-
-    def load(self, source_language: str = "en", target_language: str = "fr"):
-        # Pick a default MarianMT model pair if available; fall back to Helsinki-NLP en->fr
-        model_name = self._resolve_model_name(source_language, target_language)
-        tokenizer = MarianTokenizer.from_pretrained(model_name)
-        model = MarianMTModel.from_pretrained(model_name)
-        self._pipeline = pipeline("translation", model=model, tokenizer=tokenizer)
-
-    def _resolve_model_name(self, src: str, tgt: str) -> str:
-        # Minimal mapping; extend as needed
-        pair = (src.lower(), tgt.lower())
-        mapping = {
-            ("en", "fr"): "Helsinki-NLP/opus-mt-en-fr",
-            ("fr", "en"): "Helsinki-NLP/opus-mt-fr-en",
-            ("en", "es"): "Helsinki-NLP/opus-mt-en-es",
-            ("es", "en"): "Helsinki-NLP/opus-mt-es-en",
-            ("en", "de"): "Helsinki-NLP/opus-mt-en-de",
-            ("de", "en"): "Helsinki-NLP/opus-mt-de-en",
-        }
-        return mapping.get(pair, "Helsinki-NLP/opus-mt-en-fr")
-
-    def translate(self, text: str, source_language: str, target_language: str) -> dict:
-        if self._pipeline is None:
-            self.load(source_language, target_language)
-        with self._lock:
-            results = self._pipeline(
-                text, src_lang=source_language, tgt_lang=target_language
-            )
-        translated = results[0]["translation_text"] if results else ""
-        return {"text": {source_language: text, target_language: translated}}

gpu/self_hosted/app/utils.py

@@ -1,107 +0,0 @@
-import logging
-import os
-import sys
-import uuid
-from contextlib import contextmanager
-from typing import Mapping
-from urllib.parse import urlparse
-from pathlib import Path
-
-import requests
-from fastapi import HTTPException
-
-from .config import SUPPORTED_FILE_EXTENSIONS, UPLOADS_PATH
-
-logger = logging.getLogger(__name__)
-
-
-class NoStdStreams:
-    def __init__(self):
-        self.devnull = open(os.devnull, "w")
-
-    def __enter__(self):
-        self._stdout, self._stderr = sys.stdout, sys.stderr
-        self._stdout.flush()
-        self._stderr.flush()
-        sys.stdout, sys.stderr = self.devnull, self.devnull
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        sys.stdout, sys.stderr = self._stdout, self._stderr
-        self.devnull.close()
-
-
-def ensure_dirs():
-    UPLOADS_PATH.mkdir(parents=True, exist_ok=True)
-
-
-def detect_audio_format(url: str, headers: Mapping[str, str]) -> str:
-    url_path = urlparse(url).path
-    for ext in SUPPORTED_FILE_EXTENSIONS:
-        if url_path.lower().endswith(f".{ext}"):
-            return ext
-
-    content_type = headers.get("content-type", "").lower()
-    if "audio/mpeg" in content_type or "audio/mp3" in content_type:
-        return "mp3"
-    if "audio/wav" in content_type:
-        return "wav"
-    if "audio/mp4" in content_type:
-        return "mp4"
-
-    raise HTTPException(
-        status_code=400,
-        detail=(
-            f"Unsupported audio format for URL. Supported extensions: {', '.join(SUPPORTED_FILE_EXTENSIONS)}"
-        ),
-    )
-
-
-def download_audio_to_uploads(audio_file_url: str) -> tuple[Path, str]:
-    response = requests.head(audio_file_url, allow_redirects=True)
-    if response.status_code == 404:
-        raise HTTPException(status_code=404, detail="Audio file not found")
-
-    response = requests.get(audio_file_url, allow_redirects=True)
-    response.raise_for_status()
-
-    audio_suffix = detect_audio_format(audio_file_url, response.headers)
-    unique_filename = f"{uuid.uuid4()}.{audio_suffix}"
-    file_path: Path = UPLOADS_PATH / unique_filename
-
-    with open(file_path, "wb") as f:
-        f.write(response.content)
-
-    return file_path, audio_suffix
-
-
-@contextmanager
-def download_audio_file(audio_file_url: str):
-    """Download an audio file to UPLOADS_PATH and remove it after use.
-
-    Yields (file_path: Path, audio_suffix: str).
-    """
-    file_path, audio_suffix = download_audio_to_uploads(audio_file_url)
-    try:
-        yield file_path, audio_suffix
-    finally:
-        try:
-            file_path.unlink(missing_ok=True)
-        except Exception as e:
-            logger.error("Error deleting temporary file %s: %s", file_path, e)
-
-
-@contextmanager
-def cleanup_uploaded_files(file_paths: list[Path]):
-    """Ensure provided file paths are removed after use.
-
-    The provided list can be populated inside the context; all present entries
-    at exit will be deleted.
-    """
-    try:
-        yield file_paths
-    finally:
-        for path in list(file_paths):
-            try:
-                path.unlink(missing_ok=True)
-            except Exception as e:
-                logger.error("Error deleting temporary file %s: %s", path, e)

gpu/self_hosted/compose.yml

@@ -1,10 +0,0 @@
-services:
-  reflector_gpu:
-    build:
-      context: .
-    ports:
-      - "8000:8000"
-    env_file:
-      - .env
-    volumes:
-      - ./cache:/root/.cache

gpu/self_hosted/main.py

@@ -1,3 +0,0 @@
-from app.factory import create_app
-
-app = create_app()

gpu/self_hosted/pyproject.toml

@@ -1,19 +0,0 @@
-[project]
-name = "reflector-gpu"
-version = "0.1.0"
-description = "Self-hosted GPU service for speech transcription, diarization, and translation via FastAPI."
-readme = "README.md"
-requires-python = ">=3.12"
-dependencies = [
-    "fastapi[standard]>=0.116.1",
-    "uvicorn[standard]>=0.30.0",
-    "torch>=2.3.0",
-    "faster-whisper>=1.1.0",
-    "librosa==0.10.1",
-    "numpy<2",
-    "silero-vad==5.1.0",
-    "transformers>=4.35.0",
-    "sentencepiece",
-    "pyannote.audio==3.1.0",
-    "torchaudio>=2.3.0",
-]

gpu/self_hosted/runserver.sh

@@ -1,17 +0,0 @@
-#!/bin/sh
-set -e
-
-export PATH="/root/.local/bin:$PATH"
-cd /app
-
-# Install Python dependencies at runtime (first run or when FORCE_SYNC=1)
-if [ ! -d "/app/.venv" ] || [ "$FORCE_SYNC" = "1" ]; then
-  echo "[startup] Installing Python dependencies with uv..."
-  uv sync --compile-bytecode --locked
-else
-  echo "[startup] Using existing virtual environment at /app/.venv"
-fi
-
-exec uv run uvicorn main:app --host 0.0.0.0 --port 8000
-
-

server/DAILYCO_TEST.md

@@ -1,613 +0,0 @@
-# Daily.co Integration Test Plan
-
-## ✅ IMPLEMENTATION STATUS: Real Transcription Active
-
-**This test validates Daily.co multitrack recording integration with REAL transcription/diarization.**
-
-The implementation includes complete audio processing pipeline:
-- **Multitrack recordings** from Daily.co S3 (separate audio stream per participant)
-- **PyAV-based audio mixdown** with PTS-based track alignment
-- **Real transcription** via Modal GPU backend (Whisper)
-- **Real diarization** via Modal GPU backend (speaker identification)
-- **Per-track transcription** with timestamp synchronization
-- **Complete database entities** (recording, transcript, topics, participants, words)
-
-**Processing pipeline** (`PipelineMainMultitrack`):
-1. Download all audio tracks from Daily.co S3
-2. Align tracks by PTS (presentation timestamp) to handle late joiners
-3. Mix tracks into single audio file for unified playback
-4. Transcribe each track individually with proper offset handling
-5. Perform diarization on mixed audio
-6. Generate topics, summaries, and word-level timestamps
-7. Convert audio to MP3 and generate waveform visualization
-
-**Note:** A stub processor (`process_daily_recording`) exists for testing webhook flow without GPU costs, but the production code path uses `process_multitrack_recording` with full ML pipeline.
-
----
-
-## Prerequisites
-
-**1. Environment Variables** (check in `.env.development.local`):
-```bash
-# Daily.co API Configuration
-DAILY_API_KEY=<key>
-DAILY_SUBDOMAIN=monadical
-DAILY_WEBHOOK_SECRET=<base64-encoded-secret>
-AWS_DAILY_S3_BUCKET=reflector-dailyco-local
-AWS_DAILY_S3_REGION=us-east-1
-AWS_DAILY_ROLE_ARN=arn:aws:iam::950402358378:role/DailyCo
-DAILY_MIGRATION_ENABLED=true
-DAILY_MIGRATION_ROOM_IDS=["552640fd-16f2-4162-9526-8cf40cd2357e"]
-
-# Transcription/Diarization Backend (Required for real processing)
-DIARIZATION_BACKEND=modal
-DIARIZATION_MODAL_API_KEY=<modal-api-key>
-# TRANSCRIPTION_BACKEND is not explicitly set (uses default/modal)
-```
-
-**2. Services Running:**
-```bash
-docker compose ps  # server, postgres, redis, worker, beat should be UP
-```
-
-**IMPORTANT:** Worker and beat services MUST be running for transcription processing:
-```bash
-docker compose up -d worker beat
-```
-
-**3. ngrok Tunnel for Webhooks:**
-```bash
-# Start ngrok (if not already running)
-ngrok http 1250 --log=stdout > /tmp/ngrok.log 2>&1 &
-
-# Get public URL
-curl -s http://localhost:4040/api/tunnels | python3 -c "import sys, json; data=json.load(sys.stdin); print(data['tunnels'][0]['public_url'])"
-```
-
-**Current ngrok URL:** `https://0503947384a3.ngrok-free.app` (as of last registration)
-
-**4. Webhook Created:**
-```bash
-cd server
-uv run python scripts/recreate_daily_webhook.py https://0503947384a3.ngrok-free.app/v1/daily/webhook
-# Verify: "Created webhook <uuid> (state: ACTIVE)"
-```
-
-**Current webhook status:** ✅ ACTIVE (webhook ID: dad5ad16-ceca-488e-8fc5-dae8650b51d0)
-
----
-
-## Test 1: Database Configuration
-
-**Check room platform:**
-```bash
-docker-compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT id, name, platform, recording_type FROM room WHERE name = 'test2';"
-```
-
-**Expected:**
-```
-id: 552640fd-16f2-4162-9526-8cf40cd2357e
-name: test2
-platform: whereby  # DB value (overridden by env var DAILY_MIGRATION_ROOM_IDS)
-recording_type: cloud
-```
-
-**Clear old meetings:**
-```bash
-docker-compose exec -T postgres psql -U reflector -d reflector -c \
-  "UPDATE meeting SET is_active = false WHERE room_id = '552640fd-16f2-4162-9526-8cf40cd2357e';"
-```
-
----
-
-## Test 2: Meeting Creation with Auto-Recording
-
-**Create meeting:**
-```bash
-curl -s -X POST http://localhost:1250/v1/rooms/test2/meeting \
-  -H "Content-Type: application/json" \
-  -d '{"allow_duplicated":false}' | python3 -m json.tool
-```
-
-**Expected Response:**
-```json
-{
-  "room_name": "test2-YYYYMMDDHHMMSS",  // Includes "test2" prefix!
-  "room_url": "https://monadical.daily.co/test2-...?t=<JWT_TOKEN>",  // Has token!
-  "platform": "daily",
-  "recording_type": "cloud"  // DB value (Whereby-specific)
-}
-```
-
-**Decode token to verify auto-recording:**
-```bash
-# Extract token from room_url, decode JWT payload
-echo "<token>" | python3 -c "
-import sys, json, base64
-token = sys.stdin.read().strip()
-payload = token.split('.')[1] + '=' * (4 - len(token.split('.')[1]) % 4)
-print(json.dumps(json.loads(base64.b64decode(payload)), indent=2))
-"
-```
-
-**Expected token payload:**
-```json
-{
-  "r": "test2-YYYYMMDDHHMMSS",  // Room name
-  "sr": true,  // start_recording: true ✅
-  "d": "...",  // Domain ID
-  "iat": 1234567890
-}
-```
-
----
-
-## Test 3: Daily.co API Verification
-
-**Check room configuration:**
-```bash
-ROOM_NAME="<from previous step>"
-curl -s -X GET "https://api.daily.co/v1/rooms/$ROOM_NAME" \
-  -H "Authorization: Bearer $DAILY_API_KEY" | python3 -m json.tool
-```
-
-**Expected config:**
-```json
-{
-  "config": {
-    "enable_recording": "raw-tracks",  // ✅
-    "recordings_bucket": {
-      "bucket_name": "reflector-dailyco-local",
-      "bucket_region": "us-east-1",
-      "assume_role_arn": "arn:aws:iam::950402358378:role/DailyCo"
-    }
-  }
-}
-```
-
----
-
-## Test 4: Browser UI Test (Playwright MCP)
-
-**Using Claude Code MCP tools:**
-
-**Load room:**
-```
-Use: mcp__playwright__browser_navigate
-Input: {"url": "http://localhost:3000/test2"}
-
-Then wait 12 seconds for iframe to load
-```
-
-**Verify Daily.co iframe loaded:**
-```
-Use: mcp__playwright__browser_snapshot
-
-Expected in snapshot:
-- iframe element with src containing "monadical.daily.co"
-- Daily.co pre-call UI visible
-```
-
-**Take screenshot:**
-```
-Use: mcp__playwright__browser_take_screenshot
-Input: {"filename": "test2-before-join.png"}
-
-Expected: Daily.co pre-call UI with "Join" button visible
-```
-
-**Join meeting:**
-```
-Note: Daily.co iframe interaction requires clicking inside iframe.
-Use: mcp__playwright__browser_click
-Input: {"element": "Join button in Daily.co iframe", "ref": "<ref-from-snapshot>"}
-
-Then wait 5 seconds for call to connect
-```
-
-**Verify in-call:**
-```
-Use: mcp__playwright__browser_take_screenshot
-Input: {"filename": "test2-in-call.png"}
-
-Expected: "Waiting for others to join" or participant video visible
-```
-
-**Leave meeting:**
-```
-Use: mcp__playwright__browser_click
-Input: {"element": "Leave button in Daily.co iframe", "ref": "<ref-from-snapshot>"}
-```
-
----
-
-**Alternative: JavaScript snippets (for manual testing):**
-
-```javascript
-await page.goto('http://localhost:3000/test2');
-await new Promise(f => setTimeout(f, 12000));  // Wait for load
-
-// Verify iframe
-const iframes = document.querySelectorAll('iframe');
-// Expected: 1 iframe with src containing "monadical.daily.co"
-
-// Screenshot
-await page.screenshot({ path: 'test2-before-join.png' });
-
-// Join
-await page.locator('iframe').contentFrame().getByRole('button', { name: 'Join' }).click();
-await new Promise(f => setTimeout(f, 5000));
-
-// In-call screenshot
-await page.screenshot({ path: 'test2-in-call.png' });
-
-// Leave
-await page.locator('iframe').contentFrame().getByRole('button', { name: 'Leave' }).click();
-```
-
----
-
-## Test 5: Webhook Verification
-
-**Check server logs for webhooks:**
-```bash
-docker-compose logs --since 15m server 2>&1 | grep -i "participant joined\|recording started"
-```
-
-**Expected logs:**
-```
-[info] Participant joined | meeting_id=... | num_clients=1 | recording_type=cloud | recording_trigger=automatic-2nd-participant
-[info] Recording started | meeting_id=... | recording_id=... | platform=daily
-```
-
-**Check Daily.co webhook delivery logs:**
-```bash
-curl -s -X GET "https://api.daily.co/v1/logs/webhooks?limit=20" \
-  -H "Authorization: Bearer $DAILY_API_KEY" | python3 -c "
-import sys, json
-logs = json.load(sys.stdin)
-for log in logs[:10]:
-    req = json.loads(log['request'])
-    room = req.get('payload', {}).get('room') or req.get('payload', {}).get('room_name', 'N/A')
-    print(f\"{req['type']:30s} | room: {room:30s} | status: {log['status']}\")
-"
-```
-
-**Expected output:**
-```
-participant.joined             | room: test2-YYYYMMDDHHMMSS       | status: 200
-recording.started              | room: test2-YYYYMMDDHHMMSS       | status: 200
-participant.left               | room: test2-YYYYMMDDHHMMSS       | status: 200
-recording.ready-to-download    | room: test2-YYYYMMDDHHMMSS       | status: 200
-```
-
-**Check database updated:**
-```bash
-docker-compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT room_name, num_clients FROM meeting WHERE room_name LIKE 'test2-%' ORDER BY end_date DESC LIMIT 1;"
-```
-
-**Expected:**
-```
-room_name: test2-YYYYMMDDHHMMSS
-num_clients: 0  // After participant left
-```
-
----
-
-## Test 6: Recording in S3
-
-**List recent recordings:**
-```bash
-curl -s -X GET "https://api.daily.co/v1/recordings" \
-  -H "Authorization: Bearer $DAILY_API_KEY" | python3 -c "
-import sys, json
-data = json.load(sys.stdin)
-for rec in data.get('data', [])[:5]:
-    if 'test2-' in rec.get('room_name', ''):
-        print(f\"Room: {rec['room_name']}\")
-        print(f\"Status: {rec['status']}\")
-        print(f\"Duration: {rec.get('duration', 0)}s\")
-        print(f\"S3 key: {rec.get('s3key', 'N/A')}\")
-        print(f\"Tracks: {len(rec.get('tracks', []))} files\")
-        for track in rec.get('tracks', []):
-            print(f\"  - {track['type']}: {track['s3Key'].split('/')[-1]} ({track['size']} bytes)\")
-        print()
-"
-```
-
-**Expected output:**
-```
-Room: test2-20251009192341
-Status: finished
-Duration: ~30-120s
-S3 key: monadical/test2-20251009192341/1760037914930
-Tracks: 2 files
-  - audio: 1760037914930-<uuid>-cam-audio-1760037915265 (~400 KB)
-  - video: 1760037914930-<uuid>-cam-video-1760037915269 (~10-30 MB)
-```
-
-**Verify S3 path structure:**
-- `monadical/` - Daily.co subdomain
-- `test2-20251009192341/` - Reflector room name + timestamp
-- `<timestamp>-<participant-uuid>-<media-type>-<track-start>.webm` - Individual track files
-
----
-
-## Test 7: Database Check - Recording and Transcript
-
-**Check recording created:**
-```bash
-docker-compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT id, bucket_name, object_key, status, meeting_id, recorded_at
-   FROM recording
-   ORDER BY recorded_at DESC LIMIT 1;"
-```
-
-**Expected:**
-```
-id: <recording-id-from-webhook>
-bucket_name: reflector-dailyco-local
-object_key: monadical/test2-<timestamp>/<recording-timestamp>-<uuid>-cam-audio-<track-start>.webm
-status: completed
-meeting_id: <meeting-id>
-recorded_at: <recent-timestamp>
-```
-
-**Check transcript created:**
-```bash
-docker compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT id, title, status, duration, recording_id, meeting_id, room_id
-   FROM transcript
-   ORDER BY created_at DESC LIMIT 1;"
-```
-
-**Expected (REAL transcription):**
-```
-id: <transcript-id>
-title: <AI-generated title based on actual conversation content>
-status: uploaded  (audio file processed and available)
-duration: <actual meeting duration in seconds>
-recording_id: <same-as-recording-id-above>
-meeting_id: <meeting-id>
-room_id: 552640fd-16f2-4162-9526-8cf40cd2357e
-```
-
-**Note:** Title and content will reflect the ACTUAL conversation, not mock data. Processing time depends on recording length and GPU backend availability (Modal).
-
-**Verify audio file exists:**
-```bash
-ls -lh data/<transcript-id>/upload.webm
-```
-
-**Expected:**
-```
--rw-r--r-- 1 user staff ~100-200K Oct 10 18:48 upload.webm
-```
-
-**Check transcript topics (REAL transcription):**
-```bash
-TRANSCRIPT_ID=$(docker compose exec -T postgres psql -U reflector -d reflector -t -c \
-  "SELECT id FROM transcript ORDER BY created_at DESC LIMIT 1;")
-
-docker compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT
-     jsonb_array_length(topics) as num_topics,
-     jsonb_array_length(participants) as num_participants,
-     short_summary,
-     title
-   FROM transcript
-   WHERE id = '$TRANSCRIPT_ID';"
-```
-
-**Expected (REAL data):**
-```
-num_topics: <varies based on conversation>
-num_participants: <actual number of participants who spoke>
-short_summary: <AI-generated summary of actual conversation>
-title: <AI-generated title based on content>
-```
-
-**Check topics contain actual transcription:**
-```bash
-docker compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT topics->0->'title', topics->0->'summary', topics->0->'transcript'
-   FROM transcript
-   ORDER BY created_at DESC LIMIT 1;" | head -20
-```
-
-**Expected output:** Will contain the ACTUAL transcribed conversation from the Daily.co meeting, not mock data.
-
-**Check participants:**
-```bash
-docker compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT participants FROM transcript ORDER BY created_at DESC LIMIT 1;" \
-  | python3 -c "import sys, json; data=json.loads(sys.stdin.read()); print(json.dumps(data, indent=2))"
-```
-
-**Expected (REAL diarization):**
-```json
-[
-  {
-    "id": "<uuid>",
-    "speaker": 0,
-    "name": "Speaker 1"
-  },
-  {
-    "id": "<uuid>",
-    "speaker": 1,
-    "name": "Speaker 2"
-  }
-]
-```
-
-**Note:** Speaker names will be generic ("Speaker 1", "Speaker 2", etc.) as determined by the diarization backend. Number of participants depends on how many actually spoke during the meeting.
-
-**Check word-level data:**
-```bash
-docker compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT jsonb_array_length(topics->0->'words') as num_words_first_topic
-   FROM transcript
-   ORDER BY created_at DESC LIMIT 1;"
-```
-
-**Expected:**
-```
-num_words_first_topic: <varies based on actual conversation length and topic chunking>
-```
-
-**Verify speaker diarization in words:**
-```bash
-docker compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT
-     topics->0->'words'->0->>'text' as first_word,
-     topics->0->'words'->0->>'speaker' as speaker,
-     topics->0->'words'->0->>'start' as start_time,
-     topics->0->'words'->0->>'end' as end_time
-   FROM transcript
-   ORDER BY created_at DESC LIMIT 1;"
-```
-
-**Expected (REAL transcription):**
-```
-first_word: <actual first word from transcription>
-speaker: 0, 1, 2, ... (actual speaker ID from diarization)
-start_time: <actual timestamp in seconds>
-end_time: <actual end timestamp>
-```
-
-**Note:** All timestamps and speaker IDs are from real transcription/diarization, synchronized across tracks.
-
----
-
-## Test 8: Recording Type Verification
-
-**Check what Daily.co received:**
-```bash
-curl -s -X GET "https://api.daily.co/v1/rooms/test2-<timestamp>" \
-  -H "Authorization: Bearer $DAILY_API_KEY" | python3 -m json.tool | grep "enable_recording"
-```
-
-**Expected:**
-```json
-"enable_recording": "raw-tracks"
-```
-
-**NOT:** `"enable_recording": "cloud"` (that would be wrong - we want raw tracks)
-
----
-
-## Troubleshooting
-
-### Issue: No webhooks received
-
-**Check webhook state:**
-```bash
-curl -s -X GET "https://api.daily.co/v1/webhooks" \
-  -H "Authorization: Bearer $DAILY_API_KEY" | python3 -m json.tool
-```
-
-**If state is FAILED:**
-```bash
-cd server
-uv run python scripts/recreate_daily_webhook.py https://<ngrok-url>/v1/daily/webhook
-```
-
-### Issue: Webhooks return 422
-
-**Check server logs:**
-```bash
-docker-compose logs --tail=50 server | grep "Failed to parse webhook event"
-```
-
-**Common cause:** Event structure mismatch. Daily.co events use:
-```json
-{
-  "version": "1.0.0",
-  "type": "participant.joined",
-  "payload": {...},  // NOT "data"
-  "event_ts": 123.456  // NOT "ts"
-}
-```
-
-### Issue: Recording not starting
-
-1. **Check token has `sr: true`:**
-   - Decode JWT token from room_url query param
-   - Should contain `"sr": true`
-
-2. **Check Daily.co room config:**
-   - `enable_recording` must be set (not false)
-   - For raw-tracks: must be exactly `"raw-tracks"`
-
-3. **Check participant actually joined:**
-   - Logs should show "Participant joined"
-   - Must click "Join" button, not just pre-call screen
-
-### Issue: Recording in S3 but wrong format
-
-**Daily.co recording types:**
-- `"cloud"` → Single MP4 file (`download_link` in webhook)
-- `"raw-tracks"` → Multiple WebM files (`tracks` array in webhook)
-- `"raw-tracks-audio-only"` → Only audio WebM files
-
-**Current implementation:** Always uses `"raw-tracks"` (better for transcription)
-
----
-
-## Quick Validation Commands
-
-**One-liner to verify everything:**
-```bash
-# 1. Check room exists
-docker-compose exec -T postgres psql -U reflector -d reflector -c \
-  "SELECT name, platform FROM room WHERE name = 'test2';" && \
-
-# 2. Create meeting
-MEETING=$(curl -s -X POST http://localhost:1250/v1/rooms/test2/meeting \
-  -H "Content-Type: application/json" -d '{"allow_duplicated":false}') && \
-echo "$MEETING" | python3 -c "import sys,json; m=json.load(sys.stdin); print(f'Room: {m[\"room_name\"]}\nURL: {m[\"room_url\"][:80]}...')" && \
-
-# 3. Check Daily.co config
-ROOM_NAME=$(echo "$MEETING" | python3 -c "import sys,json; print(json.load(sys.stdin)['room_name'])") && \
-curl -s -X GET "https://api.daily.co/v1/rooms/$ROOM_NAME" \
-  -H "Authorization: Bearer $DAILY_API_KEY" | python3 -c "import sys,json; print(f'Recording: {json.load(sys.stdin)[\"config\"][\"enable_recording\"]}')"
-```
-
-**Expected output:**
-```
-name: test2, platform: whereby
-Room: test2-20251009192341
-URL: https://monadical.daily.co/test2-20251009192341?t=eyJhbGc...
-Recording: raw-tracks
-```
-
----
-
-## Success Criteria Checklist
-
-- [x] Room name includes Reflector room prefix (`test2-...`)
-- [x] Meeting URL contains JWT token (`?t=...`)
-- [x] Token has `sr: true` (auto-recording enabled)
-- [x] Daily.co room config: `enable_recording: "raw-tracks"`
-- [x] Browser loads Daily.co interface (not Whereby)
-- [x] Recording auto-starts when participant joins
-- [x] Webhooks received: participant.joined, recording.started, participant.left, recording.ready-to-download
-- [x] Recording status: `finished`
-- [x] S3 contains 2 files: audio (.webm) and video (.webm)
-- [x] S3 path: `monadical/test2-{timestamp}/{recording-start-ts}-{participant-uuid}-cam-{audio|video}-{track-start-ts}`
-- [x] Database `num_clients` increments/decrements correctly
-- [x] **Database recording entry created** with correct S3 path and status `completed`
-- [ ] **Database transcript entry created** with status `uploaded`
-- [ ] **Audio file downloaded** to `data/{transcript_id}/upload.webm`
-- [ ] **Transcript has REAL data**: AI-generated title based on conversation
-- [ ] **Transcript has topics** generated from actual content
-- [ ] **Transcript has participants** with proper speaker diarization
-- [ ] **Topics contain word-level data** with accurate timestamps and speaker IDs
-- [ ] **Total duration** matches actual meeting length
-- [ ] **MP3 and waveform files generated** by file processing pipeline
-- [ ] **Frontend transcript page loads** without "Failed to load audio" error
-- [ ] **Audio player functional** with working playback and waveform visualization
-- [ ] **Multitrack processing completed** without errors in worker logs
-- [ ] **Modal GPU backends accessible** (transcription and diarization)

server/Dockerfile

@@ -6,7 +6,7 @@ ENV PYTHONUNBUFFERED=1 \
 
 # builder install base dependencies
 WORKDIR /tmp
-RUN apt-get update && apt-get install -y curl ffmpeg && apt-get clean
+RUN apt-get update && apt-get install -y curl && apt-get clean
 ADD https://astral.sh/uv/install.sh /uv-installer.sh
 RUN sh /uv-installer.sh && rm /uv-installer.sh
 ENV PATH="/root/.local/bin/:$PATH"

server/contrib/jitsi/README.md

@@ -0,0 +1,212 @@
+# Event Logger for Docker-Jitsi-Meet
+
+A Prosody module that logs Jitsi meeting events to JSONL files alongside recordings, enabling complete participant tracking and speaker statistics.
+
+## Prerequisites
+
+- Running docker-jitsi-meet installation
+- Jibri configured for recording
+
+## Installation
+
+### Step 1: Copy the Module
+
+Copy the Prosody module to your custom plugins directory:
+
+```bash
+# Create the directory if it doesn't exist
+mkdir -p ~/.jitsi-meet-cfg/prosody/prosody-plugins-custom
+
+# Copy the module
+cp mod_event_logger.lua ~/.jitsi-meet-cfg/prosody/prosody-plugins-custom/
+```
+
+### Step 2: Update Your .env File
+
+Add or modify these variables in your `.env` file:
+
+```bash
+# If XMPP_MUC_MODULES already exists, append event_logger
+# Example: XMPP_MUC_MODULES=existing_module,event_logger
+XMPP_MUC_MODULES=event_logger
+
+# Optional: Configure the module (these are defaults)
+JIBRI_RECORDINGS_PATH=/config/recordings
+JIBRI_LOG_SPEAKER_STATS=true
+JIBRI_SPEAKER_STATS_INTERVAL=10
+```
+
+**Important**: If you already have `XMPP_MUC_MODULES` defined, add `event_logger` to the comma-separated list:
+```bash
+# Existing modules + our module
+XMPP_MUC_MODULES=mod_info,mod_alert,event_logger
+```
+
+### Step 3: Modify docker-compose.yml
+
+Add a shared recordings volume so Prosody can write events alongside Jibri recordings:
+
+```yaml
+services:
+  prosody:
+    # ... existing configuration ...
+    volumes:
+      - ${CONFIG}/prosody/config:/config:Z
+      - ${CONFIG}/prosody/prosody-plugins-custom:/prosody-plugins-custom:Z
+      - ${CONFIG}/recordings:/config/recordings:Z  # Add this line
+    environment:
+      # Add if not using .env file
+      - XMPP_MUC_MODULES=${XMPP_MUC_MODULES:-event_logger}
+      - JIBRI_RECORDINGS_PATH=/config/recordings
+
+  jibri:
+    # ... existing configuration ...
+    volumes:
+      - ${CONFIG}/jibri:/config:Z
+      - ${CONFIG}/recordings:/config/recordings:Z  # Add this line
+    environment:
+      # For Reflector webhook integration (optional)
+      - REFLECTOR_WEBHOOK_URL=${REFLECTOR_WEBHOOK_URL:-}
+      - JIBRI_FINALIZE_RECORDING_SCRIPT_PATH=/config/finalize.sh
+```
+
+### Step 4: Add Finalize Script (Optional - For Reflector Integration)
+
+If you want to notify Reflector when recordings complete:
+
+```bash
+# Copy the finalize script
+cp finalize.sh ~/.jitsi-meet-cfg/jibri/finalize.sh
+chmod +x ~/.jitsi-meet-cfg/jibri/finalize.sh
+
+# Add to .env
+REFLECTOR_WEBHOOK_URL=http://your-reflector-api:8000
+```
+
+### Step 5: Restart Services
+
+```bash
+docker-compose down
+docker-compose up -d
+```
+
+## What Gets Created
+
+After a recording, you'll find in `~/.jitsi-meet-cfg/recordings/{session-id}/`:
+- `recording.mp4` - The video recording (created by Jibri)
+- `metadata.json` - Basic metadata (created by Jibri)
+- `events.jsonl` - Complete participant timeline (created by this module)
+
+## Event Format
+
+Each line in `events.jsonl` is a JSON object:
+
+```json
+{"type":"room_created","timestamp":1234567890,"room_name":"TestRoom","room_jid":"testroom@conference.meet.jitsi","meeting_url":"https://meet.jitsi/TestRoom"}
+{"type":"recording_started","timestamp":1234567891,"room_name":"TestRoom","session_id":"20240115120000_TestRoom","jibri_jid":"jibri@recorder.meet.jitsi"}
+{"type":"participant_joined","timestamp":1234567892,"room_name":"TestRoom","participant":{"jid":"user1@meet.jitsi/web","nick":"John Doe","id":"user1@meet.jitsi","is_moderator":false}}
+{"type":"speaker_active","timestamp":1234567895,"room_name":"TestRoom","speaker_jid":"user1@meet.jitsi","speaker_nick":"John Doe","duration":10}
+{"type":"participant_left","timestamp":1234567920,"room_name":"TestRoom","participant":{"jid":"user1@meet.jitsi/web","nick":"John Doe","duration_seconds":28}}
+{"type":"recording_stopped","timestamp":1234567950,"room_name":"TestRoom","session_id":"20240115120000_TestRoom","meeting_url":"https://meet.jitsi/TestRoom"}
+```
+
+## Configuration Options
+
+All configuration can be done via environment variables:
+
+| Environment Variable | Default | Description |
+|---------------------|---------|-------------|
+| `JIBRI_RECORDINGS_PATH` | `/config/recordings` | Path where recordings are stored |
+| `JIBRI_LOG_SPEAKER_STATS` | `true` | Enable speaker statistics logging |
+| `JIBRI_SPEAKER_STATS_INTERVAL` | `10` | Seconds between speaker stats updates |
+
+## Verifying Installation
+
+Check that the module is loaded:
+```bash
+docker-compose logs prosody | grep "Event Logger"
+# Should see: "Event Logger loaded - writing to /config/recordings"
+```
+
+Check for events after a recording:
+```bash
+ls -la ~/.jitsi-meet-cfg/recordings/*/events.jsonl
+cat ~/.jitsi-meet-cfg/recordings/*/events.jsonl | jq .
+```
+
+## Troubleshooting
+
+### No events.jsonl file created
+
+1. **Check module is enabled**:
+   ```bash
+   docker-compose exec prosody grep -r "event_logger" /config
+   ```
+
+2. **Verify volume permissions**:
+   ```bash
+   docker-compose exec prosody ls -la /config/recordings
+   ```
+
+3. **Check Prosody logs for errors**:
+   ```bash
+   docker-compose logs prosody | grep -i error
+   ```
+
+### Module not loading
+
+1. **Verify file exists in container**:
+   ```bash
+   docker-compose exec prosody ls -la /prosody-plugins-custom/
+   ```
+
+2. **Check XMPP_MUC_MODULES format** (must be comma-separated, no spaces):
+   - ✅ Correct: `XMPP_MUC_MODULES=mod1,mod2,event_logger`
+   - ❌ Wrong: `XMPP_MUC_MODULES=mod1, mod2, event_logger`
+
+## Common docker-compose.yml Patterns
+
+### Minimal Addition (if you trust defaults)
+```yaml
+services:
+  prosody:
+    volumes:
+      - ${CONFIG}/recordings:/config/recordings:Z  # Just add this
+```
+
+### Full Configuration
+```yaml
+services:
+  prosody:
+    volumes:
+      - ${CONFIG}/prosody/config:/config:Z
+      - ${CONFIG}/prosody/prosody-plugins-custom:/prosody-plugins-custom:Z
+      - ${CONFIG}/recordings:/config/recordings:Z
+    environment:
+      - XMPP_MUC_MODULES=event_logger
+      - JIBRI_RECORDINGS_PATH=/config/recordings
+      - JIBRI_LOG_SPEAKER_STATS=true
+      - JIBRI_SPEAKER_STATS_INTERVAL=10
+
+  jibri:
+    volumes:
+      - ${CONFIG}/jibri:/config:Z
+      - ${CONFIG}/recordings:/config/recordings:Z
+    environment:
+      - JIBRI_RECORDING_DIR=/config/recordings
+      - JIBRI_FINALIZE_RECORDING_SCRIPT_PATH=/config/finalize.sh
+```
+
+## Integration with Reflector
+
+The finalize.sh script will automatically notify Reflector when a recording completes if `REFLECTOR_WEBHOOK_URL` is set. Reflector will receive:
+
+```json
+{
+  "session_id": "20240115120000_TestRoom",
+  "path": "20240115120000_TestRoom",
+  "meeting_url": "https://meet.jitsi/TestRoom"
+}
+```
+
+Reflector then processes the recording along with the complete participant timeline from `events.jsonl`.

server/contrib/jitsi/finalize.sh

@@ -0,0 +1,49 @@
+#!/bin/bash
+# Jibri finalize script to notify Reflector when recording is complete
+# This script is called by Jibri with the recording directory as argument
+
+RECORDING_PATH="$1"
+SESSION_ID=$(basename "$RECORDING_PATH")
+METADATA_FILE="$RECORDING_PATH/metadata.json"
+
+# Extract meeting URL from Jibri's metadata
+MEETING_URL=""
+if [ -f "$METADATA_FILE" ]; then
+    MEETING_URL=$(jq -r '.meeting_url' "$METADATA_FILE" 2>/dev/null || echo "")
+fi
+
+echo "[$(date)] Recording finalized: $RECORDING_PATH"
+echo "[$(date)] Session ID: $SESSION_ID"
+echo "[$(date)] Meeting URL: $MEETING_URL"
+
+# Check if events.jsonl was created by our Prosody module
+if [ -f "$RECORDING_PATH/events.jsonl" ]; then
+    EVENT_COUNT=$(wc -l < "$RECORDING_PATH/events.jsonl")
+    echo "[$(date)] Found events.jsonl with $EVENT_COUNT events"
+else
+    echo "[$(date)] Warning: No events.jsonl found"
+fi
+
+# Notify Reflector if webhook URL is configured
+if [ -n "$REFLECTOR_WEBHOOK_URL" ]; then
+    echo "[$(date)] Notifying Reflector at: $REFLECTOR_WEBHOOK_URL"
+
+    RESPONSE=$(curl -s -w "\n%{http_code}" -X POST "$REFLECTOR_WEBHOOK_URL/api/v1/jibri/recording-ready" \
+        -H "Content-Type: application/json" \
+        -d "{\"session_id\":\"$SESSION_ID\",\"path\":\"$SESSION_ID\",\"meeting_url\":\"$MEETING_URL\"}")
+
+    HTTP_CODE=$(echo "$RESPONSE" | tail -n1)
+    BODY=$(echo "$RESPONSE" | sed '$d')
+
+    if [ "$HTTP_CODE" = "200" ]; then
+        echo "[$(date)] Reflector notified successfully"
+        echo "[$(date)] Response: $BODY"
+    else
+        echo "[$(date)] Failed to notify Reflector. HTTP code: $HTTP_CODE"
+        echo "[$(date)] Response: $BODY"
+    fi
+else
+    echo "[$(date)] No REFLECTOR_WEBHOOK_URL configured, skipping notification"
+fi
+
+echo "[$(date)] Finalize script completed"

server/contrib/jitsi/mod_event_logger.lua

@@ -0,0 +1,372 @@
+local json = require "util.json"
+local st = require "util.stanza"
+local jid_bare = require "util.jid".bare
+
+local recordings_path = os.getenv("JIBRI_RECORDINGS_PATH") or
+                       module:get_option_string("jibri_recordings_path", "/recordings")
+
+-- room_jid -> { session_id, participants = {jid -> info} }
+local active_recordings = {}
+-- room_jid -> { participants = {jid -> info}, created_at }
+local room_states = {}
+
+local function get_timestamp()
+    return os.time()
+end
+
+local function write_event(session_id, event)
+    if not session_id then
+        module:log("warn", "No session_id for event: %s", event.type)
+        return
+    end
+
+    local session_dir = string.format("%s/%s", recordings_path, session_id)
+    local event_file = string.format("%s/events.jsonl", session_dir)
+
+    module:log("info", "Writing event %s to %s", event.type, event_file)
+
+    -- Create directory
+    local mkdir_cmd = string.format("mkdir -p '%s' 2>&1", session_dir)
+    local mkdir_result = os.execute(mkdir_cmd)
+    module:log("debug", "mkdir result: %s", tostring(mkdir_result))
+
+    local file, err = io.open(event_file, "a")
+    if file then
+        local json_str = json.encode(event)
+        file:write(json_str .. "\n")
+        file:close()
+        module:log("info", "Successfully wrote event %s", event.type)
+    else
+        module:log("error", "Failed to write event to %s: %s", event_file, err)
+    end
+end
+
+local function extract_participant_info(occupant)
+    local info = {
+        jid = occupant.jid,
+        bare_jid = occupant.bare_jid,
+        nick = occupant.nick,
+        display_name = nil,
+        role = occupant.role
+    }
+
+    local presence = occupant:get_presence()
+    if presence then
+        local nick_element = presence:get_child("nick", "http://jabber.org/protocol/nick")
+        if nick_element then
+            info.display_name = nick_element:get_text()
+        end
+
+        local identity = presence:get_child("identity")
+        if identity then
+            local user = identity:get_child("user")
+            if user then
+                local name = user:get_child("name")
+                if name then
+                    info.display_name = name:get_text()
+                end
+
+                local id_element = user:get_child("id")
+                if id_element then
+                    info.id = id_element:get_text()
+                end
+            end
+        end
+
+        if not info.display_name and occupant.nick then
+            local _, _, resource = occupant.nick:match("([^@]+)@([^/]+)/(.+)")
+            if resource then
+                info.display_name = resource
+            end
+        end
+    end
+
+    return info
+end
+
+local function get_room_participant_count(room)
+    local count = 0
+    for _ in room:each_occupant() do
+        count = count + 1
+    end
+    return count
+end
+
+local function snapshot_room_participants(room)
+    local participants = {}
+    local total = 0
+    local skipped = 0
+
+    module:log("info", "Snapshotting room participants")
+
+    for _, occupant in room:each_occupant() do
+        total = total + 1
+        -- Skip recorders (Jibri)
+        if occupant.bare_jid and (occupant.bare_jid:match("^recorder@") or
+                                  occupant.bare_jid:match("^jibri@")) then
+            skipped = skipped + 1
+        else
+            local info = extract_participant_info(occupant)
+            participants[occupant.jid] = info
+            module:log("debug", "Added participant: %s", info.display_name or info.bare_jid)
+        end
+    end
+
+    module:log("info", "Snapshot: %d total, %d participants", total, total - skipped)
+    return participants
+end
+
+-- Import utility functions if available
+local util = module:require "util";
+local get_room_from_jid = util.get_room_from_jid;
+local room_jid_match_rewrite = util.room_jid_match_rewrite;
+
+-- Main IQ handler for Jibri stanzas
+module:hook("pre-iq/full", function(event)
+    local stanza = event.stanza
+    if stanza.name ~= "iq" then
+        return
+    end
+
+    local jibri = stanza:get_child('jibri', 'http://jitsi.org/protocol/jibri')
+    if not jibri then
+        return
+    end
+
+    module:log("info", "=== Jibri IQ intercepted ===")
+
+    local action = jibri.attr.action
+    local session_id = jibri.attr.session_id
+    local room_jid = jibri.attr.room
+    local recording_mode = jibri.attr.recording_mode
+    local app_data = jibri.attr.app_data
+
+    module:log("info", "Jibri %s - session: %s, room: %s, mode: %s",
+               action or "?", session_id or "?", room_jid or "?", recording_mode or "?")
+
+    if not room_jid or not session_id then
+        module:log("warn", "Missing room_jid or session_id")
+        return
+    end
+
+    -- Get the room using util function
+    local room = get_room_from_jid(room_jid_match_rewrite(jid_bare(stanza.attr.to)))
+    if not room then
+        -- Try with the room_jid directly
+        room = get_room_from_jid(room_jid)
+    end
+
+    if not room then
+        module:log("error", "Room not found for jid: %s", room_jid)
+        return
+    end
+
+    module:log("info", "Room found: %s", room:get_name() or room_jid)
+
+    if action == "start" then
+        module:log("info", "Recording START for session %s", session_id)
+
+        -- Count and snapshot participants
+        local participant_count = 0
+        for _ in room:each_occupant() do
+            participant_count = participant_count + 1
+        end
+
+        local participants = snapshot_room_participants(room)
+        local participant_list = {}
+        for jid, info in pairs(participants) do
+            table.insert(participant_list, info)
+        end
+
+        active_recordings[room_jid] = {
+            session_id = session_id,
+            participants = participants,
+            started_at = get_timestamp()
+        }
+
+        write_event(session_id, {
+            type = "recording_started",
+            timestamp = get_timestamp(),
+            room_jid = room_jid,
+            room_name = room:get_name(),
+            session_id = session_id,
+            recording_mode = recording_mode,
+            app_data = app_data,
+            participant_count = participant_count,
+            participants_at_start = participant_list
+        })
+
+    elseif action == "stop" then
+        module:log("info", "Recording STOP for session %s", session_id)
+
+        local recording = active_recordings[room_jid]
+        if recording and recording.session_id == session_id then
+            write_event(session_id, {
+                type = "recording_stopped",
+                timestamp = get_timestamp(),
+                room_jid = room_jid,
+                room_name = room:get_name(),
+                session_id = session_id,
+                duration = get_timestamp() - recording.started_at,
+                participant_count = get_room_participant_count(room)
+            })
+
+            active_recordings[room_jid] = nil
+        else
+            module:log("warn", "No active recording found for room %s", room_jid)
+        end
+    end
+end);
+
+-- Room and participant event hooks
+local function setup_room_hooks(host_module)
+    module:log("info", "Setting up room hooks on %s", host_module.host or "unknown")
+
+    -- Room created
+    host_module:hook("muc-room-created", function(event)
+        local room = event.room
+        local room_jid = room.jid
+
+        room_states[room_jid] = {
+            participants = {},
+            created_at = get_timestamp()
+        }
+
+        module:log("info", "Room created: %s", room_jid)
+    end)
+
+    -- Room destroyed
+    host_module:hook("muc-room-destroyed", function(event)
+        local room = event.room
+        local room_jid = room.jid
+
+        room_states[room_jid] = nil
+        active_recordings[room_jid] = nil
+
+        module:log("info", "Room destroyed: %s", room_jid)
+    end)
+
+    -- Occupant joined
+    host_module:hook("muc-occupant-joined", function(event)
+        local room = event.room
+        local occupant = event.occupant
+        local room_jid = room.jid
+
+        -- Skip recorders
+        if occupant.bare_jid and (occupant.bare_jid:match("^recorder@") or
+                                   occupant.bare_jid:match("^jibri@")) then
+            return
+        end
+
+        local participant_info = extract_participant_info(occupant)
+
+        -- Update room state
+        if room_states[room_jid] then
+            room_states[room_jid].participants[occupant.jid] = participant_info
+        end
+
+        -- Log to active recording if exists
+        local recording = active_recordings[room_jid]
+        if recording then
+            recording.participants[occupant.jid] = participant_info
+
+            write_event(recording.session_id, {
+                type = "participant_joined",
+                timestamp = get_timestamp(),
+                room_jid = room_jid,
+                room_name = room:get_name(),
+                participant = participant_info,
+                participant_count = get_room_participant_count(room)
+            })
+        end
+
+        module:log("info", "Participant joined %s: %s (%d total)",
+                   room:get_name() or room_jid,
+                   participant_info.display_name or participant_info.bare_jid,
+                   get_room_participant_count(room))
+    end)
+
+    -- Occupant left
+    host_module:hook("muc-occupant-left", function(event)
+        local room = event.room
+        local occupant = event.occupant
+        local room_jid = room.jid
+
+        -- Skip recorders
+        if occupant.bare_jid and (occupant.bare_jid:match("^recorder@") or
+                                   occupant.bare_jid:match("^jibri@")) then
+            return
+        end
+
+        local participant_info = extract_participant_info(occupant)
+
+        -- Update room state
+        if room_states[room_jid] then
+            room_states[room_jid].participants[occupant.jid] = nil
+        end
+
+        -- Log to active recording if exists
+        local recording = active_recordings[room_jid]
+        if recording then
+            if recording.participants[occupant.jid] then
+                recording.participants[occupant.jid] = nil
+            end
+
+            write_event(recording.session_id, {
+                type = "participant_left",
+                timestamp = get_timestamp(),
+                room_jid = room_jid,
+                room_name = room:get_name(),
+                participant = participant_info,
+                participant_count = get_room_participant_count(room)
+            })
+        end
+
+        module:log("info", "Participant left %s: %s (%d remaining)",
+                   room:get_name() or room_jid,
+                   participant_info.display_name or participant_info.bare_jid,
+                   get_room_participant_count(room))
+    end)
+end
+
+-- Module initialization
+local current_host = module:get_host()
+local host_type = module:get_host_type()
+
+module:log("info", "Event Logger loading on %s (type: %s)", current_host, host_type or "unknown")
+module:log("info", "Recording path: %s", recordings_path)
+
+-- Setup room hooks based on host type
+if host_type == "component" and current_host:match("^[^.]+%.") then
+    setup_room_hooks(module)
+else
+    -- Try to find and hook to MUC component
+    local process_host_module = util.process_host_module
+    local muc_component_host = module:get_option_string("muc_component") or
+                              module:get_option_string("main_muc")
+
+    if not muc_component_host then
+        local possible_hosts = {
+            "muc." .. current_host,
+            "conference." .. current_host,
+            "rooms." .. current_host
+        }
+
+        for _, host in ipairs(possible_hosts) do
+            if prosody.hosts[host] then
+                muc_component_host = host
+                module:log("info", "Auto-detected MUC component: %s", muc_component_host)
+                break
+            end
+        end
+    end
+
+    if muc_component_host then
+        process_host_module(muc_component_host, function(host_module, host)
+            module:log("info", "Hooking to MUC events on %s", host)
+            setup_room_hooks(host_module)
+        end)
+    else
+        module:log("error", "Could not find MUC component")
+    end
+end

server/docs/gpu/api-transcription.md

@@ -190,5 +190,5 @@ Use the pytest-based conformance tests to validate any new implementation (inclu
 ```
 TRANSCRIPT_URL=https://<your-deployment-base> \
 TRANSCRIPT_MODAL_API_KEY=your-api-key \
-uv run -m pytest -m model_api --no-cov server/tests/test_model_api_transcript.py
+uv run -m pytest -m gpu_modal --no-cov server/tests/test_gpu_modal_transcript.py
 ```

server/docs/platform-jitsi.md

@@ -0,0 +1,493 @@
+# Jitsi Integration Configuration Guide
+
+This guide provides step-by-step instructions for configuring Reflector to work with a self-hosted Jitsi Meet installation for video meetings and recording.
+
+## Prerequisites
+
+Before configuring Jitsi integration, ensure you have:
+
+- **Self-hosted Jitsi Meet installation** (version 2.0.8922 or later recommended)
+- **Jibri recording service** configured and running
+- **Prosody XMPP server** with mod_event_sync module installed
+- **Docker or system deployment** of Reflector with access to environment variables
+- **SSL certificates** for secure communication between services
+
+## Environment Configuration
+
+Add the following environment variables to your Reflector deployment:
+
+### Required Settings
+
+```bash
+# Jitsi Meet domain (without https://)
+JITSI_DOMAIN=meet.example.com
+
+# JWT secret for room authentication (generate with: openssl rand -hex 32)
+JITSI_JWT_SECRET=your-64-character-hex-secret-here
+
+# Webhook secret for secure event handling (generate with: openssl rand -hex 16)
+JITSI_WEBHOOK_SECRET=your-32-character-hex-secret-here
+
+# Application identifier (should match Jitsi configuration)
+JITSI_APP_ID=reflector
+
+# JWT issuer and audience (should match Jitsi configuration)
+JITSI_JWT_ISSUER=reflector
+JITSI_JWT_AUDIENCE=jitsi
+```
+
+### Example .env Configuration
+
+```bash
+# Add to your server/.env file
+JITSI_DOMAIN=meet.mycompany.com
+JITSI_JWT_SECRET=$(openssl rand -hex 32)
+JITSI_WEBHOOK_SECRET=$(openssl rand -hex 16)
+JITSI_APP_ID=reflector
+JITSI_JWT_ISSUER=reflector
+JITSI_JWT_AUDIENCE=jitsi
+```
+
+## Jitsi Meet Server Configuration
+
+### 1. JWT Authentication Setup
+
+Edit `/etc/prosody/conf.d/[YOUR_DOMAIN].cfg.lua`:
+
+```lua
+VirtualHost "meet.example.com"
+    authentication = "token"
+    app_id = "reflector"
+    app_secret = "your-jwt-secret-here"
+
+    -- Allow anonymous access for non-authenticated users
+    c2s_require_encryption = false
+    admins = { "focusUser@auth.meet.example.com" }
+
+    modules_enabled = {
+        "bosh";
+        "pubsub";
+        "ping";
+        "roster";
+        "saslauth";
+        "tls";
+        "dialback";
+        "disco";
+        "carbons";
+        "pep";
+        "private";
+        "blocklist";
+        "vcard";
+        "version";
+        "uptime";
+        "time";
+        "ping";
+        "register";
+        "admin_adhoc";
+        "token_verification";
+        "event_sync";  -- Required for webhook events
+    }
+```
+
+### 2. Room Access Control
+
+Edit `/etc/jitsi/meet/meet.example.com-config.js`:
+
+```javascript
+var config = {
+    hosts: {
+        domain: 'meet.example.com',
+        muc: 'conference.meet.example.com'
+    },
+
+    // Enable JWT authentication
+    enableUserRolesBasedOnToken: true,
+
+    // Recording configuration
+    fileRecordingsEnabled: true,
+    liveStreamingEnabled: false,
+
+    // Reflector-specific settings
+    prejoinPageEnabled: true,
+    requireDisplayName: true,
+};
+```
+
+### 3. Interface Configuration
+
+Edit `/usr/share/jitsi-meet/interface_config.js`:
+
+```javascript
+var interfaceConfig = {
+    // Customize for Reflector branding
+    APP_NAME: 'Reflector Meeting',
+    DEFAULT_WELCOME_PAGE_LOGO_URL: 'https://your-domain.com/logo.png',
+
+    // Hide unnecessary buttons
+    TOOLBAR_BUTTONS: [
+        'microphone', 'camera', 'closedcaptions', 'desktop',
+        'fullscreen', 'fodeviceselection', 'hangup',
+        'chat', 'recording', 'livestreaming', 'etherpad',
+        'sharedvideo', 'settings', 'raisehand', 'videoquality',
+        'filmstrip', 'invite', 'feedback', 'stats', 'shortcuts',
+        'tileview', 'videobackgroundblur', 'download', 'help',
+        'mute-everyone'
+    ]
+};
+```
+
+## Jibri Configuration
+
+### 1. Recording Service Setup
+
+Edit `/etc/jitsi/jibri/jibri.conf`:
+
+```hocon
+jibri {
+    recording {
+        recordings-directory = "/var/recordings"
+        finalize-script = "/opt/jitsi/jibri/finalize.sh"
+    }
+
+    api {
+        xmpp {
+            environments = [{
+                name = "prod environment"
+                xmpp-server-hosts = ["meet.example.com"]
+                xmpp-domain = "meet.example.com"
+
+                control-muc {
+                    domain = "internal.auth.meet.example.com"
+                    room-name = "JibriBrewery"
+                    nickname = "jibri-nickname"
+                }
+
+                control-login {
+                    domain = "auth.meet.example.com"
+                    username = "jibri"
+                    password = "jibri-password"
+                }
+            }]
+        }
+    }
+}
+```
+
+### 2. Finalize Script Setup
+
+Create `/opt/jitsi/jibri/finalize.sh`:
+
+```bash
+#!/bin/bash
+# Jibri finalize script for Reflector integration
+
+RECORDING_FILE="$1"
+ROOM_NAME="$2"
+REFLECTOR_API_URL="${REFLECTOR_API_URL:-http://localhost:1250}"
+WEBHOOK_SECRET="${JITSI_WEBHOOK_SECRET}"
+
+# Generate webhook signature
+generate_signature() {
+    local payload="$1"
+    echo -n "$payload" | openssl dgst -sha256 -hmac "$WEBHOOK_SECRET" | cut -d' ' -f2
+}
+
+# Prepare webhook payload
+TIMESTAMP=$(date -u +%Y-%m-%dT%H:%M:%S.%3NZ)
+PAYLOAD=$(cat <<EOF
+{
+    "room_name": "$ROOM_NAME",
+    "recording_file": "$RECORDING_FILE",
+    "recording_status": "completed",
+    "timestamp": "$TIMESTAMP"
+}
+EOF
+)
+
+# Generate signature
+SIGNATURE=$(generate_signature "$PAYLOAD")
+
+# Send webhook to Reflector
+curl -X POST "$REFLECTOR_API_URL/v1/jibri/recording-complete" \
+    -H "Content-Type: application/json" \
+    -H "X-Jitsi-Signature: $SIGNATURE" \
+    -d "$PAYLOAD" \
+    --max-time 30
+
+echo "Recording finalization webhook sent for room: $ROOM_NAME"
+```
+
+Make the script executable:
+
+```bash
+chmod +x /opt/jitsi/jibri/finalize.sh
+```
+
+## Prosody Event Configuration
+
+### 1. Event-Sync Module Installation
+
+Install the mod_event_sync module:
+
+```bash
+# Download the module
+cd /usr/share/jitsi-meet/prosody-plugins/
+wget https://raw.githubusercontent.com/jitsi-contrib/prosody-plugins/main/mod_event_sync.lua
+
+# Or if using git
+git clone https://github.com/jitsi-contrib/prosody-plugins.git
+cp prosody-plugins/mod_event_sync.lua /usr/share/jitsi-meet/prosody-plugins/
+```
+
+### 2. Webhook Configuration
+
+Add to `/etc/prosody/conf.d/[YOUR_DOMAIN].cfg.lua`:
+
+```lua
+Component "conference.meet.example.com" "muc"
+    storage = "memory"
+    modules_enabled = {
+        "muc_meeting_id";
+        "muc_domain_mapper";
+        "polls";
+        "event_sync";  -- Enable event sync
+    }
+
+    -- Event sync webhook configuration
+    event_sync_url = "https://your-reflector-domain.com/v1/jitsi/events"
+    event_sync_secret = "your-webhook-secret-here"
+
+    -- Events to track
+    event_sync_events = {
+        "muc-occupant-joined",
+        "muc-occupant-left",
+        "jibri-recording-on",
+        "jibri-recording-off"
+    }
+```
+
+### 3. Restart Services
+
+After configuration changes, restart all services:
+
+```bash
+systemctl restart prosody
+systemctl restart jicofo
+systemctl restart jitsi-videobridge2
+systemctl restart jibri
+systemctl restart nginx
+```
+
+## Reflector Room Configuration
+
+### 1. Create Jitsi Room
+
+When creating rooms in Reflector, set the platform field:
+
+```bash
+curl -X POST "https://your-reflector-domain.com/v1/rooms" \
+    -H "Authorization: Bearer $AUTH_TOKEN" \
+    -H "Content-Type: application/json" \
+    -d '{
+        "name": "my-jitsi-room",
+        "platform": "jitsi",
+        "recording_type": "cloud",
+        "recording_trigger": "automatic-2nd-participant",
+        "is_locked": false,
+        "room_mode": "normal"
+    }'
+```
+
+### 2. Meeting Creation
+
+Meetings will automatically use Jitsi when the room platform is set to "jitsi":
+
+```bash
+curl -X POST "https://your-reflector-domain.com/v1/rooms/my-jitsi-room/meeting" \
+    -H "Authorization: Bearer $AUTH_TOKEN"
+```
+
+## Testing the Integration
+
+### 1. Health Check
+
+Verify Jitsi webhook configuration:
+
+```bash
+curl "https://your-reflector-domain.com/v1/jitsi/health"
+```
+
+Expected response:
+```json
+{
+    "status": "ok",
+    "service": "jitsi-webhooks",
+    "timestamp": "2025-01-15T10:30:00.000Z",
+    "webhook_secret_configured": true
+}
+```
+
+### 2. Room Creation Test
+
+1. Create a Jitsi room via Reflector API
+2. Start a meeting - should generate Jitsi Meet URL with JWT token
+3. Join with multiple participants - should trigger participant events
+4. Start recording - should trigger Jibri recording workflow
+
+### 3. Webhook Event Test
+
+Monitor Reflector logs for incoming webhook events:
+
+```bash
+# Check for participant events
+curl -X POST "https://your-reflector-domain.com/v1/jitsi/events" \
+    -H "Content-Type: application/json" \
+    -H "X-Jitsi-Signature: test-signature" \
+    -d '{
+        "event": "muc-occupant-joined",
+        "room": "test-room-name",
+        "timestamp": "2025-01-15T10:30:00.000Z",
+        "data": {}
+    }'
+```
+
+## Troubleshooting
+
+### Common Issues
+
+#### JWT Authentication Failures
+
+**Symptoms:** Users can't join rooms, "Authentication failed" errors
+
+**Solutions:**
+1. Verify JWT secret matches between Jitsi and Reflector
+2. Check JWT token expiration (default 8 hours)
+3. Ensure system clocks are synchronized
+4. Validate JWT issuer/audience configuration
+
+```bash
+# Debug JWT tokens
+echo "JWT_TOKEN_HERE" | cut -d'.' -f2 | base64 -d | jq
+```
+
+#### Webhook Events Not Received
+
+**Symptoms:** Participant counts not updating, recording events missing
+
+**Solutions:**
+1. Verify event_sync module is loaded in Prosody
+2. Check webhook URL accessibility from Jitsi server
+3. Validate webhook signature generation
+4. Review Prosody and Reflector logs
+
+```bash
+# Test webhook connectivity
+curl -v "https://your-reflector-domain.com/v1/jitsi/health"
+
+# Check Prosody logs
+tail -f /var/log/prosody/prosody.log
+
+# Check Reflector logs
+docker logs your-reflector-container
+```
+
+#### Recording Issues
+
+**Symptoms:** Recordings not starting, finalize script errors
+
+**Solutions:**
+1. Verify Jibri service status and configuration
+2. Check recording directory permissions
+3. Validate finalize script execution permissions
+4. Monitor Jibri logs for errors
+
+```bash
+# Check Jibri status
+systemctl status jibri
+
+# Test finalize script
+sudo -u jibri /opt/jitsi/jibri/finalize.sh "/test/recording.mp4" "test-room"
+
+# Check Jibri logs
+journalctl -u jibri -f
+```
+
+### Debug Commands
+
+```bash
+# Verify Jitsi configuration
+prosodyctl check config
+
+# Test JWT generation
+curl -X POST "https://your-reflector-domain.com/v1/rooms/test/meeting" \
+    -H "Authorization: Bearer $TOKEN" -v
+
+# Monitor webhook events
+tail -f /var/log/reflector/app.log | grep jitsi
+
+# Check room participant counts
+curl "https://your-reflector-domain.com/v1/rooms" \
+    -H "Authorization: Bearer $TOKEN" | jq '.data[].num_clients'
+```
+
+### Performance Optimization
+
+#### For High-Concurrent Usage
+
+1. **Jitsi Videobridge Tuning:**
+```bash
+# /etc/jitsi/videobridge/sip-communicator.properties
+org.jitsi.videobridge.STATISTICS_INTERVAL=5000
+org.jitsi.videobridge.load.INITIAL_STREAM_LIMIT=50
+```
+
+2. **Database Connection Pooling:**
+```python
+# In your Reflector settings
+DATABASE_POOL_SIZE=20
+DATABASE_MAX_OVERFLOW=30
+```
+
+3. **Redis Configuration:**
+```bash
+# For webhook event caching
+REDIS_URL=redis://localhost:6379/1
+WEBHOOK_EVENT_TTL=3600
+```
+
+## Security Considerations
+
+### Network Security
+- Use HTTPS/WSS for all communications
+- Implement proper firewall rules
+- Consider VPN for server-to-server communication
+
+### Authentication Security
+- Rotate JWT secrets regularly
+- Use strong webhook secrets (32+ characters)
+- Implement rate limiting on webhook endpoints
+
+### Recording Security
+- Encrypt recordings at rest
+- Implement access controls for recording files
+- Regular security audits of file permissions
+
+## Support
+
+For additional support:
+
+1. **Reflector Issues:** Check GitHub issues or create new ones
+2. **Jitsi Community:** [Community Forum](https://community.jitsi.org/)
+3. **Documentation:** [Jitsi Developer Guide](https://jitsi.github.io/handbook/)
+
+## Migration from Whereby
+
+If migrating from Whereby integration:
+
+1. Update existing rooms to use "jitsi" platform
+2. Verify webhook configurations are updated
+3. Test recording workflows thoroughly
+4. Monitor participant event accuracy
+5. Update any custom integrations using meeting APIs
+
+The platform abstraction layer ensures smooth migration with minimal API changes.

server/docs/webhook.md

@@ -14,7 +14,7 @@ Webhooks are configured at the room level with two fields:
 
 ### `transcript.completed`
 
-Triggered when a transcript has been fully processed, including transcription, diarization, summarization, topic detection and calendar event integration.
+Triggered when a transcript has been fully processed, including transcription, diarization, summarization, and topic detection.
 
 ### `test`
 
@@ -128,27 +128,6 @@ This event includes a convenient URL for accessing the transcript:
   "room": {
     "id": "room-789",
     "name": "Product Team Room"
-  },
-  "calendar_event": {
-    "id": "calendar-event-123",
-    "ics_uid": "event-123",
-    "title": "Q3 Product Planning Meeting",
-    "start_time": "2025-08-27T12:00:00Z",
-    "end_time": "2025-08-27T12:30:00Z",
-    "description": "Team discussed Q3 product roadmap, prioritizing mobile app features and API improvements.",
-    "location": "Conference Room 1",
-    "attendees": [
-      {
-        "id": "participant-1",
-        "name": "John Doe",
-        "speaker": "Speaker 1"
-      },
-      {
-        "id": "participant-2",
-        "name": "Jane Smith",
-        "speaker": "Speaker 2"
-      }
-    ]
   }
 }
 ```

server/env.example

@@ -27,7 +27,7 @@ AUTH_JWT_AUDIENCE=
 #TRANSCRIPT_MODAL_API_KEY=xxxxx
 
 TRANSCRIPT_BACKEND=modal
-TRANSCRIPT_URL=https://monadical-sas--reflector-transcriber-parakeet-web.modal.run
+TRANSCRIPT_URL=https://monadical-sas--reflector-transcriber-web.modal.run
 TRANSCRIPT_MODAL_API_KEY=
 
 ## =======================================================
@@ -71,27 +71,3 @@ DIARIZATION_URL=https://monadical-sas--reflector-diarizer-web.modal.run
 
 ## Sentry DSN configuration
 #SENTRY_DSN=
-
-## =======================================================
-## Video Platform Configuration
-## =======================================================
-
-## Whereby
-#WHEREBY_API_KEY=your-whereby-api-key
-#WHEREBY_WEBHOOK_SECRET=your-whereby-webhook-secret
-#AWS_WHEREBY_ACCESS_KEY_ID=your-aws-key
-#AWS_WHEREBY_ACCESS_KEY_SECRET=your-aws-secret
-#AWS_PROCESS_RECORDING_QUEUE_URL=https://sqs.us-west-2.amazonaws.com/...
-
-## Daily.co
-#DAILY_API_KEY=your-daily-api-key
-#DAILY_WEBHOOK_SECRET=your-daily-webhook-secret
-#DAILY_SUBDOMAIN=your-subdomain
-#AWS_DAILY_S3_BUCKET=your-daily-bucket
-#AWS_DAILY_S3_REGION=us-west-2
-#AWS_DAILY_ROLE_ARN=arn:aws:iam::ACCOUNT:role/DailyRecording
-
-## Platform Selection
-#DAILY_MIGRATION_ENABLED=false           # Enable Daily.co support
-#DAILY_MIGRATION_ROOM_IDS=[]            # Specific rooms to use Daily
-#DEFAULT_VIDEO_PLATFORM=whereby          # Default platform for new rooms

server/gpu/modal_deployments/reflector_transcriber_parakeet.py

@@ -77,7 +77,7 @@ image = (
     .pip_install(
         "hf_transfer==0.1.9",
         "huggingface_hub[hf-xet]==0.31.2",
-        "nemo_toolkit[asr]==2.5.0",
+        "nemo_toolkit[asr]==2.3.0",
         "cuda-python==12.8.0",
         "fastapi==0.115.12",
         "numpy<2",

server/migrations/versions/2890b5104577_add_events_column_to_meetings_table.py

@@ -0,0 +1,38 @@
+"""Add events column to meetings table
+
+Revision ID: 2890b5104577
+Revises: 6e6ea8e607c5
+Create Date: 2025-09-02 17:51:41.620777
+
+"""
+
+from typing import Sequence, Union
+
+import sqlalchemy as sa
+from alembic import op
+
+# revision identifiers, used by Alembic.
+revision: str = "2890b5104577"
+down_revision: Union[str, None] = "6e6ea8e607c5"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table("meeting", schema=None) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "events", sa.JSON(), server_default=sa.text("'[]'"), nullable=False
+            )
+        )
+
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table("meeting", schema=None) as batch_op:
+        batch_op.drop_column("events")
+
+    # ### end Alembic commands ###

server/migrations/versions/6025e9b2bef2_remove_one_active_meeting_per_room_.py

@@ -1,53 +0,0 @@
-"""remove_one_active_meeting_per_room_constraint
-
-Revision ID: 6025e9b2bef2
-Revises: 2ae3db106d4e
-Create Date: 2025-08-18 18:45:44.418392
-
-"""
-
-from typing import Sequence, Union
-
-import sqlalchemy as sa
-from alembic import op
-
-# revision identifiers, used by Alembic.
-revision: str = "6025e9b2bef2"
-down_revision: Union[str, None] = "2ae3db106d4e"
-branch_labels: Union[str, Sequence[str], None] = None
-depends_on: Union[str, Sequence[str], None] = None
-
-
-def upgrade() -> None:
-    # Remove the unique constraint that prevents multiple active meetings per room
-    # This is needed to support calendar integration with overlapping meetings
-    # Check if index exists before trying to drop it
-    from alembic import context
-
-    if context.get_context().dialect.name == "postgresql":
-        conn = op.get_bind()
-        result = conn.execute(
-            sa.text(
-                "SELECT 1 FROM pg_indexes WHERE indexname = 'idx_one_active_meeting_per_room'"
-            )
-        )
-        if result.fetchone():
-            op.drop_index("idx_one_active_meeting_per_room", table_name="meeting")
-    else:
-        # For SQLite, just try to drop it
-        try:
-            op.drop_index("idx_one_active_meeting_per_room", table_name="meeting")
-        except:
-            pass
-
-
-def downgrade() -> None:
-    # Restore the unique constraint
-    op.create_index(
-        "idx_one_active_meeting_per_room",
-        "meeting",
-        ["room_id"],
-        unique=True,
-        postgresql_where=sa.text("is_active = true"),
-        sqlite_where=sa.text("is_active = 1"),
-    )

server/migrations/versions/6dec9fb5b46c_make_meeting_room_id_required_and_add_.py

@@ -8,6 +8,7 @@ Create Date: 2025-09-10 10:47:06.006819
 
 from typing import Sequence, Union
 
+import sqlalchemy as sa
 from alembic import op
 
 # revision identifiers, used by Alembic.
@@ -20,6 +21,7 @@ depends_on: Union[str, Sequence[str], None] = None
 def upgrade() -> None:
     # ### commands auto generated by Alembic - please adjust! ###
     with op.batch_alter_table("meeting", schema=None) as batch_op:
+        batch_op.alter_column("room_id", existing_type=sa.VARCHAR(), nullable=False)
         batch_op.create_foreign_key(
             None, "room", ["room_id"], ["id"], ondelete="CASCADE"
         )
@@ -31,5 +33,6 @@ def downgrade() -> None:
     # ### commands auto generated by Alembic - please adjust! ###
     with op.batch_alter_table("meeting", schema=None) as batch_op:
         batch_op.drop_constraint("meeting_room_id_fkey", type_="foreignkey")
+        batch_op.alter_column("room_id", existing_type=sa.VARCHAR(), nullable=True)
 
     # ### end Alembic commands ###

server/migrations/versions/6e6ea8e607c5_add_videoplatform_enum_for_rooms_and_.py

@@ -1,8 +1,8 @@
-"""add_platform_support
+"""Add VideoPlatform enum for rooms and meetings
 
-Revision ID: 1e49625677e4
-Revises: dc035ff72fd5
-Create Date: 2025-10-08 13:17:29.943612
+Revision ID: 6e6ea8e607c5
+Revises: 61882a919591
+Create Date: 2025-09-02 17:33:21.022214
 
 """
 
@@ -12,39 +12,33 @@ import sqlalchemy as sa
 from alembic import op
 
 # revision identifiers, used by Alembic.
-revision: str = "1e49625677e4"
-down_revision: Union[str, None] = "dc035ff72fd5"
+revision: str = "6e6ea8e607c5"
+down_revision: Union[str, None] = "61882a919591"
 branch_labels: Union[str, Sequence[str], None] = None
 depends_on: Union[str, Sequence[str], None] = None
 
 
 def upgrade() -> None:
-    """Add platform field with default 'whereby' for backward compatibility."""
-    with op.batch_alter_table("room", schema=None) as batch_op:
-        batch_op.add_column(
-            sa.Column(
-                "platform",
-                sa.String(),
-                nullable=False,
-                server_default="whereby",
-            )
-        )
-
+    # ### commands auto generated by Alembic - please adjust! ###
     with op.batch_alter_table("meeting", schema=None) as batch_op:
         batch_op.add_column(
-            sa.Column(
-                "platform",
-                sa.String(),
-                nullable=False,
-                server_default="whereby",
-            )
+            sa.Column("platform", sa.String(), server_default="whereby", nullable=False)
         )
 
+    with op.batch_alter_table("room", schema=None) as batch_op:
+        batch_op.add_column(
+            sa.Column("platform", sa.String(), server_default="whereby", nullable=False)
+        )
+
+    # ### end Alembic commands ###
+
 
 def downgrade() -> None:
-    """Remove platform field."""
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table("room", schema=None) as batch_op:
+        batch_op.drop_column("platform")
+
     with op.batch_alter_table("meeting", schema=None) as batch_op:
         batch_op.drop_column("platform")
 
-    with op.batch_alter_table("room", schema=None) as batch_op:
-        batch_op.drop_column("platform")
+    # ### end Alembic commands ###

server/migrations/versions/d4a1c446458c_add_grace_period_fields_to_meeting.py

@@ -1,34 +0,0 @@
-"""add_grace_period_fields_to_meeting
-
-Revision ID: d4a1c446458c
-Revises: 6025e9b2bef2
-Create Date: 2025-08-18 18:50:37.768052
-
-"""
-
-from typing import Sequence, Union
-
-import sqlalchemy as sa
-from alembic import op
-
-# revision identifiers, used by Alembic.
-revision: str = "d4a1c446458c"
-down_revision: Union[str, None] = "6025e9b2bef2"
-branch_labels: Union[str, Sequence[str], None] = None
-depends_on: Union[str, Sequence[str], None] = None
-
-
-def upgrade() -> None:
-    # Add fields to track when participants left for grace period logic
-    op.add_column(
-        "meeting", sa.Column("last_participant_left_at", sa.DateTime(timezone=True))
-    )
-    op.add_column(
-        "meeting",
-        sa.Column("grace_period_minutes", sa.Integer, server_default=sa.text("15")),
-    )
-
-
-def downgrade() -> None:
-    op.drop_column("meeting", "grace_period_minutes")
-    op.drop_column("meeting", "last_participant_left_at")

server/migrations/versions/d8e204bbf615_add_calendar.py

@@ -1,129 +0,0 @@
-"""add calendar
-
-Revision ID: d8e204bbf615
-Revises: d4a1c446458c
-Create Date: 2025-09-10 19:56:22.295756
-
-"""
-
-from typing import Sequence, Union
-
-import sqlalchemy as sa
-from alembic import op
-from sqlalchemy.dialects import postgresql
-
-# revision identifiers, used by Alembic.
-revision: str = "d8e204bbf615"
-down_revision: Union[str, None] = "d4a1c446458c"
-branch_labels: Union[str, Sequence[str], None] = None
-depends_on: Union[str, Sequence[str], None] = None
-
-
-def upgrade() -> None:
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "calendar_event",
-        sa.Column("id", sa.String(), nullable=False),
-        sa.Column("room_id", sa.String(), nullable=False),
-        sa.Column("ics_uid", sa.Text(), nullable=False),
-        sa.Column("title", sa.Text(), nullable=True),
-        sa.Column("description", sa.Text(), nullable=True),
-        sa.Column("start_time", sa.DateTime(timezone=True), nullable=False),
-        sa.Column("end_time", sa.DateTime(timezone=True), nullable=False),
-        sa.Column("attendees", postgresql.JSONB(astext_type=sa.Text()), nullable=True),
-        sa.Column("location", sa.Text(), nullable=True),
-        sa.Column("ics_raw_data", sa.Text(), nullable=True),
-        sa.Column("last_synced", sa.DateTime(timezone=True), nullable=False),
-        sa.Column(
-            "is_deleted", sa.Boolean(), server_default=sa.text("false"), nullable=False
-        ),
-        sa.Column("created_at", sa.DateTime(timezone=True), nullable=False),
-        sa.Column("updated_at", sa.DateTime(timezone=True), nullable=False),
-        sa.ForeignKeyConstraint(
-            ["room_id"],
-            ["room.id"],
-            name="fk_calendar_event_room_id",
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id"),
-        sa.UniqueConstraint("room_id", "ics_uid", name="uq_room_calendar_event"),
-    )
-    with op.batch_alter_table("calendar_event", schema=None) as batch_op:
-        batch_op.create_index(
-            "idx_calendar_event_deleted",
-            ["is_deleted"],
-            unique=False,
-            postgresql_where=sa.text("NOT is_deleted"),
-        )
-        batch_op.create_index(
-            "idx_calendar_event_room_start", ["room_id", "start_time"], unique=False
-        )
-
-    with op.batch_alter_table("meeting", schema=None) as batch_op:
-        batch_op.add_column(sa.Column("calendar_event_id", sa.String(), nullable=True))
-        batch_op.add_column(
-            sa.Column(
-                "calendar_metadata",
-                postgresql.JSONB(astext_type=sa.Text()),
-                nullable=True,
-            )
-        )
-        batch_op.create_index(
-            "idx_meeting_calendar_event", ["calendar_event_id"], unique=False
-        )
-        batch_op.create_foreign_key(
-            "fk_meeting_calendar_event_id",
-            "calendar_event",
-            ["calendar_event_id"],
-            ["id"],
-            ondelete="SET NULL",
-        )
-
-    with op.batch_alter_table("room", schema=None) as batch_op:
-        batch_op.add_column(sa.Column("ics_url", sa.Text(), nullable=True))
-        batch_op.add_column(
-            sa.Column(
-                "ics_fetch_interval", sa.Integer(), server_default="300", nullable=True
-            )
-        )
-        batch_op.add_column(
-            sa.Column(
-                "ics_enabled",
-                sa.Boolean(),
-                server_default=sa.text("false"),
-                nullable=False,
-            )
-        )
-        batch_op.add_column(
-            sa.Column("ics_last_sync", sa.DateTime(timezone=True), nullable=True)
-        )
-        batch_op.add_column(sa.Column("ics_last_etag", sa.Text(), nullable=True))
-        batch_op.create_index("idx_room_ics_enabled", ["ics_enabled"], unique=False)
-
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    # ### commands auto generated by Alembic - please adjust! ###
-    with op.batch_alter_table("room", schema=None) as batch_op:
-        batch_op.drop_index("idx_room_ics_enabled")
-        batch_op.drop_column("ics_last_etag")
-        batch_op.drop_column("ics_last_sync")
-        batch_op.drop_column("ics_enabled")
-        batch_op.drop_column("ics_fetch_interval")
-        batch_op.drop_column("ics_url")
-
-    with op.batch_alter_table("meeting", schema=None) as batch_op:
-        batch_op.drop_constraint("fk_meeting_calendar_event_id", type_="foreignkey")
-        batch_op.drop_index("idx_meeting_calendar_event")
-        batch_op.drop_column("calendar_metadata")
-        batch_op.drop_column("calendar_event_id")
-
-    with op.batch_alter_table("calendar_event", schema=None) as batch_op:
-        batch_op.drop_index("idx_calendar_event_room_start")
-        batch_op.drop_index(
-            "idx_calendar_event_deleted", postgresql_where=sa.text("NOT is_deleted")
-        )
-
-    op.drop_table("calendar_event")
-    # ### end Alembic commands ###

server/migrations/versions/dc035ff72fd5_remove_grace_period_fields.py

@@ -1,43 +0,0 @@
-"""remove_grace_period_fields
-
-Revision ID: dc035ff72fd5
-Revises: d8e204bbf615
-Create Date: 2025-09-11 10:36:45.197588
-
-"""
-
-from typing import Sequence, Union
-
-import sqlalchemy as sa
-from alembic import op
-
-# revision identifiers, used by Alembic.
-revision: str = "dc035ff72fd5"
-down_revision: Union[str, None] = "d8e204bbf615"
-branch_labels: Union[str, Sequence[str], None] = None
-depends_on: Union[str, Sequence[str], None] = None
-
-
-def upgrade() -> None:
-    # Remove grace period columns from meeting table
-    op.drop_column("meeting", "last_participant_left_at")
-    op.drop_column("meeting", "grace_period_minutes")
-
-
-def downgrade() -> None:
-    # Add back grace period columns to meeting table
-    op.add_column(
-        "meeting",
-        sa.Column(
-            "last_participant_left_at", sa.DateTime(timezone=True), nullable=True
-        ),
-    )
-    op.add_column(
-        "meeting",
-        sa.Column(
-            "grace_period_minutes",
-            sa.Integer(),
-            server_default=sa.text("15"),
-            nullable=True,
-        ),
-    )

server/pyproject.toml

@@ -12,6 +12,7 @@ dependencies = [
     "requests>=2.31.0",
     "aiortc>=1.5.0",
     "sortedcontainers>=2.4.0",
+    "loguru>=0.7.0",
     "pydantic-settings>=2.0.2",
     "structlog>=23.1.0",
     "uvicorn[standard]>=0.23.1",
@@ -26,6 +27,7 @@ dependencies = [
     "prometheus-fastapi-instrumentator>=6.1.0",
     "sentencepiece>=0.1.99",
     "protobuf>=4.24.3",
+    "profanityfilter>=2.0.6",
     "celery>=5.3.4",
     "redis>=5.0.1",
     "python-jose[cryptography]>=3.3.0",
@@ -38,7 +40,7 @@ dependencies = [
     "llama-index-llms-openai-like>=0.4.0",
     "pytest-env>=1.1.5",
     "webvtt-py>=0.5.0",
-    "icalendar>=6.0.0",
+    "PyJWT>=2.8.0",
 ]
 
 [dependency-groups]
@@ -112,14 +114,13 @@ source = ["reflector"]
 [tool.pytest_env]
 ENVIRONMENT = "pytest"
 DATABASE_URL = "postgresql://test_user:test_password@localhost:15432/reflector_test"
-AUTH_BACKEND = "jwt"
 
 [tool.pytest.ini_options]
 addopts = "-ra -q --disable-pytest-warnings --cov --cov-report html -v"
 testpaths = ["tests"]
 asyncio_mode = "auto"
 markers = [
-    "model_api: tests for the unified model-serving HTTP API (backend- and hardware-agnostic)",
+    "gpu_modal: mark test to run only with GPU Modal endpoints (deselect with '-m \"not gpu_modal\"')",
 ]
 
 [tool.ruff.lint]
@@ -131,7 +132,7 @@ select = [
 
 [tool.ruff.lint.per-file-ignores]
 "reflector/processors/summary/summary_builder.py" = ["E501"]
-"gpu/modal_deployments/**.py" = ["PLC0415"]
+"gpu/**.py" = ["PLC0415"]
 "reflector/tools/**.py" = ["PLC0415"]
 "migrations/versions/**.py" = ["PLC0415"]
 "tests/**.py" = ["PLC0415"]

server/reflector/app.py

@@ -12,7 +12,9 @@ from reflector.events import subscribers_shutdown, subscribers_startup
 from reflector.logger import logger
 from reflector.metrics import metrics_init
 from reflector.settings import settings
-from reflector.views.daily import router as daily_router
+from reflector.video_platforms.jitsi import router as jitsi_router
+from reflector.video_platforms.whereby import router as whereby_router
+from reflector.views.jibri_webhook import router as jibri_webhook_router
 from reflector.views.meetings import router as meetings_router
 from reflector.views.rooms import router as rooms_router
 from reflector.views.rtc_offer import router as rtc_offer_router
@@ -27,8 +29,6 @@ from reflector.views.transcripts_upload import router as transcripts_upload_rout
 from reflector.views.transcripts_webrtc import router as transcripts_webrtc_router
 from reflector.views.transcripts_websocket import router as transcripts_websocket_router
 from reflector.views.user import router as user_router
-from reflector.views.user_websocket import router as user_ws_router
-from reflector.views.whereby import router as whereby_router
 from reflector.views.zulip import router as zulip_router
 
 try:
@@ -67,12 +67,6 @@ app.add_middleware(
     allow_headers=["*"],
 )
 
-
-@app.get("/health")
-async def health():
-    return {"status": "healthy"}
-
-
 # metrics
 instrumentator = Instrumentator(
     excluded_handlers=["/docs", "/metrics"],
@@ -92,10 +86,10 @@ app.include_router(transcripts_websocket_router, prefix="/v1")
 app.include_router(transcripts_webrtc_router, prefix="/v1")
 app.include_router(transcripts_process_router, prefix="/v1")
 app.include_router(user_router, prefix="/v1")
-app.include_router(user_ws_router, prefix="/v1")
 app.include_router(zulip_router, prefix="/v1")
 app.include_router(whereby_router, prefix="/v1")
-app.include_router(daily_router, prefix="/v1/daily")
+app.include_router(jitsi_router, prefix="/v1")
+app.include_router(jibri_webhook_router)  # No /v1 prefix, uses /api/v1/jibri
 add_pagination(app)
 
 # prepare celery

server/reflector/auth/auth_jwt.py

@@ -67,8 +67,7 @@ def current_user(
     try:
         payload = jwtauth.verify_token(token)
         sub = payload["sub"]
-        email = payload["email"]
-        return UserInfo(sub=sub, email=email)
+        return UserInfo(sub=sub)
     except JWTError as e:
         logger.error(f"JWT error: {e}")
         raise HTTPException(status_code=401, detail="Invalid authentication")

server/reflector/db/__init__.py

@@ -24,7 +24,6 @@ def get_database() -> databases.Database:
 
 
 # import models
-import reflector.db.calendar_events  # noqa
 import reflector.db.meetings  # noqa
 import reflector.db.recordings  # noqa
 import reflector.db.rooms  # noqa

server/reflector/db/calendar_events.py

@@ -1,187 +0,0 @@
-from datetime import datetime, timedelta, timezone
-from typing import Any
-
-import sqlalchemy as sa
-from pydantic import BaseModel, Field
-from sqlalchemy.dialects.postgresql import JSONB
-
-from reflector.db import get_database, metadata
-from reflector.utils import generate_uuid4
-
-calendar_events = sa.Table(
-    "calendar_event",
-    metadata,
-    sa.Column("id", sa.String, primary_key=True),
-    sa.Column(
-        "room_id",
-        sa.String,
-        sa.ForeignKey("room.id", ondelete="CASCADE", name="fk_calendar_event_room_id"),
-        nullable=False,
-    ),
-    sa.Column("ics_uid", sa.Text, nullable=False),
-    sa.Column("title", sa.Text),
-    sa.Column("description", sa.Text),
-    sa.Column("start_time", sa.DateTime(timezone=True), nullable=False),
-    sa.Column("end_time", sa.DateTime(timezone=True), nullable=False),
-    sa.Column("attendees", JSONB),
-    sa.Column("location", sa.Text),
-    sa.Column("ics_raw_data", sa.Text),
-    sa.Column("last_synced", sa.DateTime(timezone=True), nullable=False),
-    sa.Column("is_deleted", sa.Boolean, nullable=False, server_default=sa.false()),
-    sa.Column("created_at", sa.DateTime(timezone=True), nullable=False),
-    sa.Column("updated_at", sa.DateTime(timezone=True), nullable=False),
-    sa.UniqueConstraint("room_id", "ics_uid", name="uq_room_calendar_event"),
-    sa.Index("idx_calendar_event_room_start", "room_id", "start_time"),
-    sa.Index(
-        "idx_calendar_event_deleted",
-        "is_deleted",
-        postgresql_where=sa.text("NOT is_deleted"),
-    ),
-)
-
-
-class CalendarEvent(BaseModel):
-    id: str = Field(default_factory=generate_uuid4)
-    room_id: str
-    ics_uid: str
-    title: str | None = None
-    description: str | None = None
-    start_time: datetime
-    end_time: datetime
-    attendees: list[dict[str, Any]] | None = None
-    location: str | None = None
-    ics_raw_data: str | None = None
-    last_synced: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
-    is_deleted: bool = False
-    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
-    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
-
-
-class CalendarEventController:
-    async def get_by_room(
-        self,
-        room_id: str,
-        include_deleted: bool = False,
-        start_after: datetime | None = None,
-        end_before: datetime | None = None,
-    ) -> list[CalendarEvent]:
-        query = calendar_events.select().where(calendar_events.c.room_id == room_id)
-
-        if not include_deleted:
-            query = query.where(calendar_events.c.is_deleted == False)
-
-        if start_after:
-            query = query.where(calendar_events.c.start_time >= start_after)
-
-        if end_before:
-            query = query.where(calendar_events.c.end_time <= end_before)
-
-        query = query.order_by(calendar_events.c.start_time.asc())
-
-        results = await get_database().fetch_all(query)
-        return [CalendarEvent(**result) for result in results]
-
-    async def get_upcoming(
-        self, room_id: str, minutes_ahead: int = 120
-    ) -> list[CalendarEvent]:
-        """Get upcoming events for a room within the specified minutes, including currently happening events."""
-        now = datetime.now(timezone.utc)
-        future_time = now + timedelta(minutes=minutes_ahead)
-
-        query = (
-            calendar_events.select()
-            .where(
-                sa.and_(
-                    calendar_events.c.room_id == room_id,
-                    calendar_events.c.is_deleted == False,
-                    calendar_events.c.start_time <= future_time,
-                    calendar_events.c.end_time >= now,
-                )
-            )
-            .order_by(calendar_events.c.start_time.asc())
-        )
-
-        results = await get_database().fetch_all(query)
-        return [CalendarEvent(**result) for result in results]
-
-    async def get_by_id(self, event_id: str) -> CalendarEvent | None:
-        query = calendar_events.select().where(calendar_events.c.id == event_id)
-        result = await get_database().fetch_one(query)
-        return CalendarEvent(**result) if result else None
-
-    async def get_by_ics_uid(self, room_id: str, ics_uid: str) -> CalendarEvent | None:
-        query = calendar_events.select().where(
-            sa.and_(
-                calendar_events.c.room_id == room_id,
-                calendar_events.c.ics_uid == ics_uid,
-            )
-        )
-        result = await get_database().fetch_one(query)
-        return CalendarEvent(**result) if result else None
-
-    async def upsert(self, event: CalendarEvent) -> CalendarEvent:
-        existing = await self.get_by_ics_uid(event.room_id, event.ics_uid)
-
-        if existing:
-            event.id = existing.id
-            event.created_at = existing.created_at
-            event.updated_at = datetime.now(timezone.utc)
-
-            query = (
-                calendar_events.update()
-                .where(calendar_events.c.id == existing.id)
-                .values(**event.model_dump())
-            )
-        else:
-            query = calendar_events.insert().values(**event.model_dump())
-
-        await get_database().execute(query)
-        return event
-
-    async def soft_delete_missing(
-        self, room_id: str, current_ics_uids: list[str]
-    ) -> int:
-        """Soft delete future events that are no longer in the calendar."""
-        now = datetime.now(timezone.utc)
-
-        select_query = calendar_events.select().where(
-            sa.and_(
-                calendar_events.c.room_id == room_id,
-                calendar_events.c.start_time > now,
-                calendar_events.c.is_deleted == False,
-                calendar_events.c.ics_uid.notin_(current_ics_uids)
-                if current_ics_uids
-                else True,
-            )
-        )
-
-        to_delete = await get_database().fetch_all(select_query)
-        delete_count = len(to_delete)
-
-        if delete_count > 0:
-            update_query = (
-                calendar_events.update()
-                .where(
-                    sa.and_(
-                        calendar_events.c.room_id == room_id,
-                        calendar_events.c.start_time > now,
-                        calendar_events.c.is_deleted == False,
-                        calendar_events.c.ics_uid.notin_(current_ics_uids)
-                        if current_ics_uids
-                        else True,
-                    )
-                )
-                .values(is_deleted=True, updated_at=now)
-            )
-
-            await get_database().execute(update_query)
-
-        return delete_count
-
-    async def delete_by_room(self, room_id: str) -> int:
-        query = calendar_events.delete().where(calendar_events.c.room_id == room_id)
-        result = await get_database().execute(query)
-        return result.rowcount
-
-
-calendar_events_controller = CalendarEventController()

server/reflector/db/meetings.py

@@ -1,13 +1,11 @@
-from datetime import datetime
-from typing import Any, Literal
+from datetime import datetime, timezone
+from typing import Any, Dict, List, Literal
 
 import sqlalchemy as sa
 from pydantic import BaseModel, Field
-from sqlalchemy.dialects.postgresql import JSONB
 
 from reflector.db import get_database, metadata
-from reflector.db.rooms import Room
-from reflector.platform_types import Platform
+from reflector.db.rooms import Room, VideoPlatform
 from reflector.utils import generate_uuid4
 
 meetings = sa.Table(
@@ -46,24 +44,15 @@ meetings = sa.Table(
         nullable=False,
         server_default=sa.true(),
     ),
-    sa.Column(
-        "calendar_event_id",
-        sa.String,
-        sa.ForeignKey(
-            "calendar_event.id",
-            ondelete="SET NULL",
-            name="fk_meeting_calendar_event_id",
-        ),
-    ),
-    sa.Column("calendar_metadata", JSONB),
-    sa.Column(
-        "platform",
-        sa.String,
-        nullable=False,
-        server_default="whereby",
-    ),
+    sa.Column("platform", sa.String, nullable=False, server_default="whereby"),
+    sa.Column("events", sa.JSON, nullable=False, server_default=sa.text("'[]'")),
     sa.Index("idx_meeting_room_id", "room_id"),
-    sa.Index("idx_meeting_calendar_event", "calendar_event_id"),
+    sa.Index(
+        "idx_one_active_meeting_per_room",
+        "room_id",
+        unique=True,
+        postgresql_where=sa.text("is_active = true"),
+    ),
 )
 
 meeting_consent = sa.Table(
@@ -101,14 +90,12 @@ class Meeting(BaseModel):
     is_locked: bool = False
     room_mode: Literal["normal", "group"] = "normal"
     recording_type: Literal["none", "local", "cloud"] = "cloud"
-    recording_trigger: Literal[  # whereby-specific
+    recording_trigger: Literal[
         "none", "prompt", "automatic", "automatic-2nd-participant"
     ] = "automatic-2nd-participant"
     num_clients: int = 0
-    is_active: bool = True
-    calendar_event_id: str | None = None
-    calendar_metadata: dict[str, Any] | None = None
-    platform: Platform = "whereby"
+    platform: VideoPlatform = VideoPlatform.WHEREBY
+    events: List[Dict[str, Any]] = Field(default_factory=list)
 
 
 class MeetingController:
@@ -121,9 +108,6 @@ class MeetingController:
         start_date: datetime,
         end_date: datetime,
         room: Room,
-        calendar_event_id: str | None = None,
-        calendar_metadata: dict[str, Any] | None = None,
-        platform: Platform = "whereby",
     ):
         meeting = Meeting(
             id=id,
@@ -137,9 +121,7 @@ class MeetingController:
             room_mode=room.room_mode,
             recording_type=room.recording_type,
             recording_trigger=room.recording_trigger,
-            calendar_event_id=calendar_event_id,
-            calendar_metadata=calendar_metadata,
-            platform=platform,
+            platform=room.platform,
         )
         query = meetings.insert().values(**meeting.model_dump())
         await get_database().execute(query)
@@ -153,16 +135,7 @@ class MeetingController:
         self,
         room_name: str,
     ) -> Meeting | None:
-        """
-        Get a meeting by room name.
-        For backward compatibility, returns the most recent meeting.
-        """
-        end_date = getattr(meetings.c, "end_date")
-        query = (
-            meetings.select()
-            .where(meetings.c.room_name == room_name)
-            .order_by(end_date.desc())
-        )
+        query = meetings.select().where(meetings.c.room_name == room_name)
         result = await get_database().fetch_one(query)
         if not result:
             return None
@@ -170,10 +143,6 @@ class MeetingController:
         return Meeting(**result)
 
     async def get_active(self, room: Room, current_time: datetime) -> Meeting | None:
-        """
-        Get latest active meeting for a room.
-        For backward compatibility, returns the most recent active meeting.
-        """
         end_date = getattr(meetings.c, "end_date")
         query = (
             meetings.select()
@@ -192,43 +161,6 @@ class MeetingController:
 
         return Meeting(**result)
 
-    async def get_all_active_for_room(
-        self, room: Room, current_time: datetime
-    ) -> list[Meeting]:
-        end_date = getattr(meetings.c, "end_date")
-        query = (
-            meetings.select()
-            .where(
-                sa.and_(
-                    meetings.c.room_id == room.id,
-                    meetings.c.end_date > current_time,
-                    meetings.c.is_active,
-                )
-            )
-            .order_by(end_date.desc())
-        )
-        results = await get_database().fetch_all(query)
-        return [Meeting(**result) for result in results]
-
-    async def get_active_by_calendar_event(
-        self, room: Room, calendar_event_id: str, current_time: datetime
-    ) -> Meeting | None:
-        """
-        Get active meeting for a specific calendar event.
-        """
-        query = meetings.select().where(
-            sa.and_(
-                meetings.c.room_id == room.id,
-                meetings.c.calendar_event_id == calendar_event_id,
-                meetings.c.end_date > current_time,
-                meetings.c.is_active,
-            )
-        )
-        result = await get_database().fetch_one(query)
-        if not result:
-            return None
-        return Meeting(**result)
-
     async def get_by_id(self, meeting_id: str, **kwargs) -> Meeting | None:
         query = meetings.select().where(meetings.c.id == meeting_id)
         result = await get_database().fetch_one(query)
@@ -236,40 +168,71 @@ class MeetingController:
             return None
         return Meeting(**result)
 
-    async def get_by_calendar_event(self, calendar_event_id: str) -> Meeting | None:
-        query = meetings.select().where(
-            meetings.c.calendar_event_id == calendar_event_id
-        )
-        result = await get_database().fetch_one(query)
-        if not result:
-            return None
-        return Meeting(**result)
-
     async def update_meeting(self, meeting_id: str, **kwargs):
         query = meetings.update().where(meetings.c.id == meeting_id).values(**kwargs)
         await get_database().execute(query)
 
-    async def increment_num_clients(self, meeting_id: str):
-        """Atomically increment participant count."""
-        query = (
-            meetings.update()
-            .where(meetings.c.id == meeting_id)
-            .values(num_clients=meetings.c.num_clients + 1)
-        )
-        await get_database().execute(query)
+    async def add_event(
+        self, meeting_id: str, event_type: str, event_data: Dict[str, Any] = None
+    ):
+        """Add an event to a meeting's events list."""
+        if event_data is None:
+            event_data = {}
 
-    async def decrement_num_clients(self, meeting_id: str):
-        """Atomically decrement participant count (min 0)."""
-        query = (
+        event = {
+            "type": event_type,
+            "timestamp": datetime.now(tz=timezone.utc).isoformat(),
+            "data": event_data,
+        }
+
+        # Get current events
+        query = meetings.select().where(meetings.c.id == meeting_id)
+        result = await get_database().fetch_one(query)
+        if not result:
+            return
+
+        current_events = result["events"] or []
+        current_events.append(event)
+
+        # Update with new events list
+        update_query = (
             meetings.update()
             .where(meetings.c.id == meeting_id)
-            .values(
-                num_clients=sa.case(
-                    (meetings.c.num_clients > 0, meetings.c.num_clients - 1), else_=0
-                )
-            )
+            .values(events=current_events)
         )
-        await get_database().execute(query)
+        await get_database().execute(update_query)
+
+    async def participant_joined(
+        self, meeting_id: str, participant_data: Dict[str, Any] = None
+    ):
+        """Record a participant joined event."""
+        await self.add_event(meeting_id, "participant_joined", participant_data)
+
+    async def participant_left(
+        self, meeting_id: str, participant_data: Dict[str, Any] = None
+    ):
+        """Record a participant left event."""
+        await self.add_event(meeting_id, "participant_left", participant_data)
+
+    async def recording_started(
+        self, meeting_id: str, recording_data: Dict[str, Any] = None
+    ):
+        """Record a recording started event."""
+        await self.add_event(meeting_id, "recording_started", recording_data)
+
+    async def recording_stopped(
+        self, meeting_id: str, recording_data: Dict[str, Any] = None
+    ):
+        """Record a recording stopped event."""
+        await self.add_event(meeting_id, "recording_stopped", recording_data)
+
+    async def get_events(self, meeting_id: str) -> List[Dict[str, Any]]:
+        """Get all events for a meeting."""
+        query = meetings.select().where(meetings.c.id == meeting_id)
+        result = await get_database().fetch_one(query)
+        if not result:
+            return []
+        return result["events"] or []
 
 
 class MeetingConsentController:
@@ -294,6 +257,7 @@ class MeetingConsentController:
         return MeetingConsent(**result)
 
     async def upsert(self, consent: MeetingConsent) -> MeetingConsent:
+        """Create new consent or update existing one for authenticated users"""
         if consent.user_id:
             # For authenticated users, check if consent already exists
             # not transactional but we're ok with that; the consents ain't deleted anyways

server/reflector/db/rooms.py

@@ -1,7 +1,8 @@
 import secrets
 from datetime import datetime, timezone
+from enum import StrEnum
 from sqlite3 import IntegrityError
-from typing import Literal, Optional
+from typing import Literal
 
 import sqlalchemy
 from fastapi import HTTPException
@@ -9,9 +10,14 @@ from pydantic import BaseModel, Field
 from sqlalchemy.sql import false, or_
 
 from reflector.db import get_database, metadata
-from reflector.platform_types import Platform
 from reflector.utils import generate_uuid4
 
+
+class VideoPlatform(StrEnum):
+    WHEREBY = "whereby"
+    JITSI = "jitsi"
+
+
 rooms = sqlalchemy.Table(
     "room",
     metadata,
@@ -44,21 +50,10 @@ rooms = sqlalchemy.Table(
     ),
     sqlalchemy.Column("webhook_url", sqlalchemy.String, nullable=True),
     sqlalchemy.Column("webhook_secret", sqlalchemy.String, nullable=True),
-    sqlalchemy.Column("ics_url", sqlalchemy.Text),
-    sqlalchemy.Column("ics_fetch_interval", sqlalchemy.Integer, server_default="300"),
     sqlalchemy.Column(
-        "ics_enabled", sqlalchemy.Boolean, nullable=False, server_default=false()
-    ),
-    sqlalchemy.Column("ics_last_sync", sqlalchemy.DateTime(timezone=True)),
-    sqlalchemy.Column("ics_last_etag", sqlalchemy.Text),
-    sqlalchemy.Column(
-        "platform",
-        sqlalchemy.String,
-        nullable=False,
-        server_default="whereby",
+        "platform", sqlalchemy.String, nullable=False, server_default="whereby"
     ),
     sqlalchemy.Index("idx_room_is_shared", "is_shared"),
-    sqlalchemy.Index("idx_room_ics_enabled", "ics_enabled"),
 )
 
 
@@ -73,18 +68,13 @@ class Room(BaseModel):
     is_locked: bool = False
     room_mode: Literal["normal", "group"] = "normal"
     recording_type: Literal["none", "local", "cloud"] = "cloud"
-    recording_trigger: Literal[  # whereby-specific
+    recording_trigger: Literal[
         "none", "prompt", "automatic", "automatic-2nd-participant"
     ] = "automatic-2nd-participant"
     is_shared: bool = False
     webhook_url: str | None = None
     webhook_secret: str | None = None
-    ics_url: str | None = None
-    ics_fetch_interval: int = 300
-    ics_enabled: bool = False
-    ics_last_sync: datetime | None = None
-    ics_last_etag: str | None = None
-    platform: Platform = "whereby"
+    platform: VideoPlatform = VideoPlatform.WHEREBY
 
 
 class RoomController:
@@ -135,10 +125,7 @@ class RoomController:
         is_shared: bool,
         webhook_url: str = "",
         webhook_secret: str = "",
-        ics_url: str | None = None,
-        ics_fetch_interval: int = 300,
-        ics_enabled: bool = False,
-        platform: Optional[Platform] = None,
+        platform: str = "whereby",
     ):
         """
         Add a new room
@@ -159,10 +146,7 @@ class RoomController:
             is_shared=is_shared,
             webhook_url=webhook_url,
             webhook_secret=webhook_secret,
-            ics_url=ics_url,
-            ics_fetch_interval=ics_fetch_interval,
-            ics_enabled=ics_enabled,
-            platform=platform or "whereby",
+            platform=platform,
         )
         query = rooms.insert().values(**room.model_dump())
         try:
@@ -227,13 +211,6 @@ class RoomController:
 
         return room
 
-    async def get_ics_enabled(self) -> list[Room]:
-        query = rooms.select().where(
-            rooms.c.ics_enabled == True, rooms.c.ics_url != None
-        )
-        results = await get_database().fetch_all(query)
-        return [Room(**result) for result in results]
-
     async def remove_by_id(
         self,
         room_id: str,

server/reflector/db/transcripts.py

@@ -647,19 +647,6 @@ class TranscriptController:
         query = transcripts.delete().where(transcripts.c.recording_id == recording_id)
         await get_database().execute(query)
 
-    @staticmethod
-    def user_can_mutate(transcript: Transcript, user_id: str | None) -> bool:
-        """
-        Returns True if the given user is allowed to modify the transcript.
-
-        Policy:
-        - Anonymous transcripts (user_id is None) cannot be modified via API
-        - Only the owner (matching user_id) can modify their transcript
-        """
-        if transcript.user_id is None:
-            return False
-        return user_id and transcript.user_id == user_id
-
     @asynccontextmanager
     async def transaction(self):
         """

server/reflector/jibri_events.py

@@ -0,0 +1,227 @@
+import json
+from pathlib import Path
+from typing import Any, Dict, List, Literal, Optional, Union
+
+from pydantic import BaseModel
+from typing_extensions import TypedDict
+
+
+class ParticipantInfo(BaseModel):
+    jid: str
+    nick: str
+    id: str
+    is_moderator: bool = False
+
+
+class ParticipantLeftInfo(BaseModel):
+    jid: str
+    nick: Optional[str] = None
+    duration_seconds: Optional[int] = None
+
+
+class RoomCreatedEvent(BaseModel):
+    type: Literal["room_created"]
+    timestamp: int
+    room_name: str
+    room_jid: str
+    meeting_url: str
+
+
+class RecordingStartedEvent(BaseModel):
+    type: Literal["recording_started"]
+    timestamp: int
+    room_name: str
+    session_id: str
+    jibri_jid: str
+
+
+class RecordingStoppedEvent(BaseModel):
+    type: Literal["recording_stopped"]
+    timestamp: int
+    room_name: str
+    session_id: str
+    meeting_url: str
+
+
+class ParticipantJoinedEvent(BaseModel):
+    type: Literal["participant_joined"]
+    timestamp: int
+    room_name: str
+    participant: ParticipantInfo
+
+
+class ParticipantLeftEvent(BaseModel):
+    type: Literal["participant_left"]
+    timestamp: int
+    room_name: str
+    participant: ParticipantLeftInfo
+
+
+class SpeakerActiveEvent(BaseModel):
+    type: Literal["speaker_active"]
+    timestamp: int
+    room_name: str
+    speaker_jid: str
+    speaker_nick: str
+    duration: int
+
+
+class DominantSpeakerChangedEvent(BaseModel):
+    type: Literal["dominant_speaker_changed"]
+    timestamp: int
+    room_name: str
+    previous: str
+    current: str
+
+
+JitsiEvent = Union[
+    RoomCreatedEvent,
+    RecordingStartedEvent,
+    RecordingStoppedEvent,
+    ParticipantJoinedEvent,
+    ParticipantLeftEvent,
+    SpeakerActiveEvent,
+    DominantSpeakerChangedEvent,
+]
+
+
+class RoomInfo(TypedDict):
+    name: str
+    jid: str
+    created_at: int
+    meeting_url: str
+    recording_stopped_at: Optional[int]
+
+
+class ParticipantData(TypedDict):
+    jid: str
+    nick: str
+    id: str
+    is_moderator: bool
+    joined_at: int
+    left_at: Optional[int]
+    duration: Optional[int]
+    events: List[str]
+
+
+class SpeakerStats(TypedDict):
+    total_time: int
+    nick: str
+
+
+class ParsedMetadata(TypedDict):
+    room: RoomInfo
+    participants: List[ParticipantData]
+    speaker_stats: Dict[str, SpeakerStats]
+    event_count: int
+
+
+class JitsiEventParser:
+    def parse_event(self, event_data: Dict[str, Any]) -> Optional[JitsiEvent]:
+        event_type = event_data.get("type")
+
+        try:
+            if event_type == "room_created":
+                return RoomCreatedEvent(**event_data)
+            elif event_type == "recording_started":
+                return RecordingStartedEvent(**event_data)
+            elif event_type == "recording_stopped":
+                return RecordingStoppedEvent(**event_data)
+            elif event_type == "participant_joined":
+                return ParticipantJoinedEvent(**event_data)
+            elif event_type == "participant_left":
+                return ParticipantLeftEvent(**event_data)
+            elif event_type == "speaker_active":
+                return SpeakerActiveEvent(**event_data)
+            elif event_type == "dominant_speaker_changed":
+                return DominantSpeakerChangedEvent(**event_data)
+            else:
+                return None
+        except Exception:
+            return None
+
+    def parse_events_file(self, recording_path: str) -> ParsedMetadata:
+        events_file = Path(recording_path) / "events.jsonl"
+
+        room_info: RoomInfo = {
+            "name": "",
+            "jid": "",
+            "created_at": 0,
+            "meeting_url": "",
+            "recording_stopped_at": None,
+        }
+
+        if not events_file.exists():
+            return ParsedMetadata(
+                room=room_info, participants=[], speaker_stats={}, event_count=0
+            )
+
+        events: List[JitsiEvent] = []
+        participants: Dict[str, ParticipantData] = {}
+        speaker_stats: Dict[str, SpeakerStats] = {}
+
+        with open(events_file, "r") as f:
+            for line in f:
+                if not line.strip():
+                    continue
+
+                try:
+                    event_data = json.loads(line)
+                    event = self.parse_event(event_data)
+
+                    if event is None:
+                        continue
+
+                    events.append(event)
+
+                    if isinstance(event, RoomCreatedEvent):
+                        room_info = {
+                            "name": event.room_name,
+                            "jid": event.room_jid,
+                            "created_at": event.timestamp,
+                            "meeting_url": event.meeting_url,
+                            "recording_stopped_at": None,
+                        }
+
+                    elif isinstance(event, ParticipantJoinedEvent):
+                        participants[event.participant.id] = {
+                            "jid": event.participant.jid,
+                            "nick": event.participant.nick,
+                            "id": event.participant.id,
+                            "is_moderator": event.participant.is_moderator,
+                            "joined_at": event.timestamp,
+                            "left_at": None,
+                            "duration": None,
+                            "events": ["joined"],
+                        }
+
+                    elif isinstance(event, ParticipantLeftEvent):
+                        participant_id = event.participant.jid.split("/")[0]
+                        if participant_id in participants:
+                            participants[participant_id]["left_at"] = event.timestamp
+                            participants[participant_id]["duration"] = (
+                                event.participant.duration_seconds
+                            )
+                            participants[participant_id]["events"].append("left")
+
+                    elif isinstance(event, SpeakerActiveEvent):
+                        if event.speaker_jid not in speaker_stats:
+                            speaker_stats[event.speaker_jid] = {
+                                "total_time": 0,
+                                "nick": event.speaker_nick,
+                            }
+                        speaker_stats[event.speaker_jid]["total_time"] += event.duration
+
+                    elif isinstance(event, RecordingStoppedEvent):
+                        room_info["recording_stopped_at"] = event.timestamp
+                        room_info["meeting_url"] = event.meeting_url
+
+                except (json.JSONDecodeError, Exception):
+                    continue
+
+        return ParsedMetadata(
+            room=room_info,
+            participants=list(participants.values()),
+            speaker_stats=speaker_stats,
+            event_count=len(events),
+        )

server/reflector/pipelines/MULTITRACK_FIX_SUMMARY.md

@@ -1,84 +0,0 @@
-# Multitrack Pipeline Fix Summary
-
-## Problem
-Whisper timestamps were incorrect because it ignores leading silence in audio files. Daily.co tracks can have arbitrary amounts of silence before speech starts.
-
-## Solution
-**Pad tracks BEFORE transcription using stream metadata `start_time`**
-
-This makes Whisper timestamps automatically correct relative to recording start.
-
-## Key Changes in `main_multitrack_pipeline_fixed.py`
-
-### 1. Added `pad_track_for_transcription()` method (lines 55-172)
-
-```python
-async def pad_track_for_transcription(
-    self,
-    track_data: bytes,
-    track_idx: int,
-    storage,
-) -> tuple[bytes, str]:
-```
-
-- Extracts stream metadata `start_time` using PyAV
-- Creates PyAV filter graph with `adelay` filter to add padding
-- Stores padded track to S3 and returns URL
-- Uses same audio processing library (PyAV) already in the pipeline
-
-### 2. Modified `process()` method
-
-#### REMOVED (lines 255-302):
-- Entire filename parsing for offsets - NOT NEEDED ANYMORE
-- The complex regex parsing of Daily.co filenames
-- Offset adjustment after transcription
-
-#### ADDED (lines 371-382):
-- Padding step BEFORE transcription:
-```python
-# PAD TRACKS BEFORE TRANSCRIPTION - THIS IS THE KEY FIX!
-padded_track_urls: list[str] = []
-for idx, data in enumerate(track_datas):
-    if not data:
-        padded_track_urls.append("")
-        continue
-
-    _, padded_url = await self.pad_track_for_transcription(
-        data, idx, storage
-    )
-    padded_track_urls.append(padded_url)
-```
-
-#### MODIFIED (lines 385-435):
-- Transcribe PADDED tracks instead of raw tracks
-- Removed all timestamp offset adjustment code
-- Just set speaker ID - timestamps already correct!
-
-```python
-# NO OFFSET ADJUSTMENT NEEDED!
-# Timestamps are already correct because we transcribed padded tracks
-# Just set speaker ID
-for w in t.words:
-    w.speaker = idx
-```
-
-## Why This Works
-
-1. **Stream metadata is authoritative**: Daily.co sets `start_time` in the WebM container
-2. **PyAV respects metadata**: `audio_stream.start_time * audio_stream.time_base` gives seconds
-3. **Padding before transcription**: Whisper sees continuous audio from time 0
-4. **Automatic alignment**: Word at 51s in padded track = 51s in recording
-
-## Testing
-
-Process the test recording (daily-20251020193458) and verify:
-- Participant 0 words appear at ~2s
-- Participant 1 words appear at ~51s
-- No word interleaving
-- Correct chronological order
-
-## Files
-
-- **Original**: `main_multitrack_pipeline.py`
-- **Fixed**: `main_multitrack_pipeline_fixed.py`
-- **Test data**: `/Users/firfi/work/clients/monadical/reflector/1760988935484-*.webm`

server/reflector/pipelines/main_file_pipeline.py

@@ -131,7 +131,7 @@ class PipelineMainFile(PipelineMainBase):
 
         self.logger.info("File pipeline complete")
 
-        await self.set_status(transcript.id, "ended")
+        await transcripts_controller.set_status(transcript.id, "ended")
 
     async def extract_and_write_audio(
         self, file_path: Path, transcript: Transcript

server/reflector/pipelines/main_live_pipeline.py

@@ -85,20 +85,6 @@ def broadcast_to_sockets(func):
             message=resp.model_dump(mode="json"),
         )
 
-        transcript = await transcripts_controller.get_by_id(self.transcript_id)
-        if transcript and transcript.user_id:
-            # Emit only relevant events to the user room to avoid noisy updates.
-            # Allowed: STATUS, FINAL_TITLE, DURATION. All are prefixed with TRANSCRIPT_
-            allowed_user_events = {"STATUS", "FINAL_TITLE", "DURATION"}
-            if resp.event in allowed_user_events:
-                await self.ws_manager.send_json(
-                    room_id=f"user:{transcript.user_id}",
-                    message={
-                        "event": f"TRANSCRIPT_{resp.event}",
-                        "data": {"id": self.transcript_id, **resp.data},
-                    },
-                )
-
     return wrapper
 
 

server/reflector/pipelines/main_multitrack_pipeline.backup.py

@@ -1,510 +0,0 @@
-import asyncio
-import io
-from fractions import Fraction
-
-import av
-import boto3
-import structlog
-from av.audio.resampler import AudioResampler
-from celery import chain, shared_task
-
-from reflector.asynctask import asynctask
-from reflector.db.transcripts import (
-    TranscriptStatus,
-    TranscriptText,
-    transcripts_controller,
-)
-from reflector.logger import logger
-from reflector.pipelines.main_file_pipeline import task_send_webhook_if_needed
-from reflector.pipelines.main_live_pipeline import (
-    PipelineMainBase,
-    task_cleanup_consent,
-    task_pipeline_post_to_zulip,
-)
-from reflector.processors import (
-    AudioFileWriterProcessor,
-    TranscriptFinalSummaryProcessor,
-    TranscriptFinalTitleProcessor,
-    TranscriptTopicDetectorProcessor,
-)
-from reflector.processors.file_transcript import FileTranscriptInput
-from reflector.processors.file_transcript_auto import FileTranscriptAutoProcessor
-from reflector.processors.types import TitleSummary
-from reflector.processors.types import (
-    Transcript as TranscriptType,
-)
-from reflector.settings import settings
-from reflector.storage import get_transcripts_storage
-
-
-class EmptyPipeline:
-    def __init__(self, logger: structlog.BoundLogger):
-        self.logger = logger
-
-    def get_pref(self, k, d=None):
-        return d
-
-    async def emit(self, event):
-        pass
-
-
-class PipelineMainMultitrack(PipelineMainBase):
-    """Process multiple participant tracks for a transcript without mixing audio."""
-
-    def __init__(self, transcript_id: str):
-        super().__init__(transcript_id=transcript_id)
-        self.logger = logger.bind(transcript_id=self.transcript_id)
-        self.empty_pipeline = EmptyPipeline(logger=self.logger)
-
-    async def mixdown_tracks(
-        self,
-        track_datas: list[bytes],
-        writer: AudioFileWriterProcessor,
-        offsets_seconds: list[float] | None = None,
-    ) -> None:
-        """
-        Minimal multi-track mixdown using a PyAV filter graph (amix), no resampling.
-        """
-
-        # Discover target sample rate from first decodable frame
-        target_sample_rate: int | None = None
-        for data in track_datas:
-            if not data:
-                continue
-            try:
-                container = av.open(io.BytesIO(data))
-                try:
-                    for frame in container.decode(audio=0):
-                        target_sample_rate = frame.sample_rate
-                        break
-                finally:
-                    container.close()
-            except Exception:
-                continue
-            if target_sample_rate:
-                break
-
-        if not target_sample_rate:
-            self.logger.warning("Mixdown skipped - no decodable audio frames found")
-            return
-
-        # Build PyAV filter graph:
-        # N abuffer (s32/stereo)
-        #   -> optional adelay per input (for alignment)
-        #   -> amix (s32)
-        #   -> aformat(s16)
-        #   -> sink
-        graph = av.filter.Graph()
-        inputs = []
-        valid_track_datas = [d for d in track_datas if d]
-        # Align offsets list with the filtered inputs (skip empties)
-        input_offsets_seconds = None
-        if offsets_seconds is not None:
-            input_offsets_seconds = [
-                offsets_seconds[i] for i, d in enumerate(track_datas) if d
-            ]
-        for idx, data in enumerate(valid_track_datas):
-            args = (
-                f"time_base=1/{target_sample_rate}:"
-                f"sample_rate={target_sample_rate}:"
-                f"sample_fmt=s32:"
-                f"channel_layout=stereo"
-            )
-            in_ctx = graph.add("abuffer", args=args, name=f"in{idx}")
-            inputs.append(in_ctx)
-
-        if not inputs:
-            self.logger.warning("Mixdown skipped - no valid inputs for graph")
-            return
-
-        mixer = graph.add("amix", args=f"inputs={len(inputs)}:normalize=0", name="mix")
-
-        fmt = graph.add(
-            "aformat",
-            args=(
-                f"sample_fmts=s32:channel_layouts=stereo:sample_rates={target_sample_rate}"
-            ),
-            name="fmt",
-        )
-
-        sink = graph.add("abuffersink", name="out")
-
-        # Optional per-input delay before mixing
-        delays_ms: list[int] = []
-        if input_offsets_seconds is not None:
-            base = min(input_offsets_seconds) if input_offsets_seconds else 0.0
-            delays_ms = [
-                max(0, int(round((o - base) * 1000))) for o in input_offsets_seconds
-            ]
-        else:
-            delays_ms = [0 for _ in inputs]
-
-        for idx, in_ctx in enumerate(inputs):
-            delay_ms = delays_ms[idx] if idx < len(delays_ms) else 0
-            if delay_ms > 0:
-                # adelay requires one value per channel; use same for stereo
-                adelay = graph.add(
-                    "adelay",
-                    args=f"delays={delay_ms}|{delay_ms}:all=1",
-                    name=f"delay{idx}",
-                )
-                in_ctx.link_to(adelay)
-                adelay.link_to(mixer, 0, idx)
-            else:
-                in_ctx.link_to(mixer, 0, idx)
-        mixer.link_to(fmt)
-        fmt.link_to(sink)
-        graph.configure()
-
-        # Open containers for decoding
-        containers = []
-        for i, d in enumerate(valid_track_datas):
-            try:
-                c = av.open(io.BytesIO(d))
-                containers.append(c)
-            except Exception as e:
-                self.logger.warning(
-                    "Mixdown: failed to open container", input=i, error=str(e)
-                )
-                containers.append(None)
-        # Filter out Nones for decoders
-        containers = [c for c in containers if c is not None]
-        decoders = [c.decode(audio=0) for c in containers]
-        active = [True] * len(decoders)
-        # Per-input resamplers to enforce s32/stereo at the same rate (no resample of rate)
-        resamplers = [
-            AudioResampler(format="s32", layout="stereo", rate=target_sample_rate)
-            for _ in decoders
-        ]
-
-        try:
-            # Round-robin feed frames into graph, pull mixed frames as they become available
-            while any(active):
-                for i, (dec, is_active) in enumerate(zip(decoders, active)):
-                    if not is_active:
-                        continue
-                    try:
-                        frame = next(dec)
-                    except StopIteration:
-                        active[i] = False
-                        continue
-
-                    # Enforce same sample rate; convert format/layout to s16/stereo (no resample)
-                    if frame.sample_rate != target_sample_rate:
-                        # Skip frames with differing rate
-                        continue
-                    out_frames = resamplers[i].resample(frame) or []
-                    for rf in out_frames:
-                        rf.sample_rate = target_sample_rate
-                        rf.time_base = Fraction(1, target_sample_rate)
-                        inputs[i].push(rf)
-
-                    # Drain available mixed frames
-                    while True:
-                        try:
-                            mixed = sink.pull()
-                        except Exception:
-                            break
-                        mixed.sample_rate = target_sample_rate
-                        mixed.time_base = Fraction(1, target_sample_rate)
-                        await writer.push(mixed)
-
-            # Signal EOF to inputs and drain remaining
-            for in_ctx in inputs:
-                in_ctx.push(None)
-            while True:
-                try:
-                    mixed = sink.pull()
-                except Exception:
-                    break
-                mixed.sample_rate = target_sample_rate
-                mixed.time_base = Fraction(1, target_sample_rate)
-                await writer.push(mixed)
-        finally:
-            for c in containers:
-                c.close()
-
-    async def set_status(self, transcript_id: str, status: TranscriptStatus):
-        async with self.lock_transaction():
-            return await transcripts_controller.set_status(transcript_id, status)
-
-    async def process(self, bucket_name: str, track_keys: list[str]):
-        transcript = await self.get_transcript()
-
-        s3 = boto3.client(
-            "s3",
-            region_name=settings.RECORDING_STORAGE_AWS_REGION,
-            aws_access_key_id=settings.RECORDING_STORAGE_AWS_ACCESS_KEY_ID,
-            aws_secret_access_key=settings.RECORDING_STORAGE_AWS_SECRET_ACCESS_KEY,
-        )
-
-        storage = get_transcripts_storage()
-
-        # Pre-download bytes for all tracks for mixing and transcription
-        track_datas: list[bytes] = []
-        for key in track_keys:
-            try:
-                obj = s3.get_object(Bucket=bucket_name, Key=key)
-                track_datas.append(obj["Body"].read())
-            except Exception as e:
-                self.logger.warning(
-                    "Skipping track - cannot read S3 object", key=key, error=str(e)
-                )
-                track_datas.append(b"")
-
-        # Extract offsets from Daily.co filename timestamps
-        # Format: {rec_start_ts}-{uuid}-{media_type}-{track_start_ts}.{ext}
-        # Example: 1760988935484-uuid-cam-audio-1760988935922
-        import re
-
-        offsets_seconds: list[float] = []
-        recording_start_ts: int | None = None
-
-        for key in track_keys:
-            # Parse Daily.co raw-tracks filename pattern
-            match = re.search(r"(\d+)-([0-9a-f-]{36})-(cam-audio)-(\d+)", key)
-            if not match:
-                self.logger.warning(
-                    "Track key doesn't match Daily.co pattern, using 0.0 offset",
-                    key=key,
-                )
-                offsets_seconds.append(0.0)
-                continue
-
-            rec_start_ts = int(match.group(1))
-            track_start_ts = int(match.group(4))
-
-            # Validate all tracks belong to same recording
-            if recording_start_ts is None:
-                recording_start_ts = rec_start_ts
-            elif rec_start_ts != recording_start_ts:
-                self.logger.error(
-                    "Track belongs to different recording",
-                    key=key,
-                    expected_start=recording_start_ts,
-                    got_start=rec_start_ts,
-                )
-                offsets_seconds.append(0.0)
-                continue
-
-            # Calculate offset in seconds
-            offset_ms = track_start_ts - rec_start_ts
-            offset_s = offset_ms / 1000.0
-
-            self.logger.info(
-                "Parsed track offset from filename",
-                key=key,
-                recording_start=rec_start_ts,
-                track_start=track_start_ts,
-                offset_seconds=offset_s,
-            )
-
-            offsets_seconds.append(max(0.0, offset_s))
-
-        # Mixdown all available tracks into transcript.audio_mp3_filename, preserving sample rate
-        try:
-            mp3_writer = AudioFileWriterProcessor(
-                path=str(transcript.audio_mp3_filename)
-            )
-            await self.mixdown_tracks(track_datas, mp3_writer, offsets_seconds)
-            await mp3_writer.flush()
-        except Exception as e:
-            self.logger.error("Mixdown failed", error=str(e))
-
-        speaker_transcripts: list[TranscriptType] = []
-        for idx, key in enumerate(track_keys):
-            ext = ".mp4"
-
-            try:
-                obj = s3.get_object(Bucket=bucket_name, Key=key)
-                data = obj["Body"].read()
-            except Exception as e:
-                self.logger.error(
-                    "Skipping track - cannot read S3 object", key=key, error=str(e)
-                )
-                continue
-
-            storage_path = f"file_pipeline/{transcript.id}/tracks/track_{idx}{ext}"
-            try:
-                await storage.put_file(storage_path, data)
-                audio_url = await storage.get_file_url(storage_path)
-            except Exception as e:
-                self.logger.error(
-                    "Skipping track - cannot upload to storage", key=key, error=str(e)
-                )
-                continue
-
-            try:
-                t = await self.transcribe_file(audio_url, transcript.source_language)
-            except Exception as e:
-                self.logger.error(
-                    "Transcription via default backend failed, trying local whisper",
-                    key=key,
-                    url=audio_url,
-                    error=str(e),
-                )
-                try:
-                    fallback = FileTranscriptAutoProcessor(name="whisper")
-                    result = None
-
-                    async def capture_result(r):
-                        nonlocal result
-                        result = r
-
-                    fallback.on(capture_result)
-                    await fallback.push(
-                        FileTranscriptInput(
-                            audio_url=audio_url, language=transcript.source_language
-                        )
-                    )
-                    await fallback.flush()
-                    if not result:
-                        raise Exception("No transcript captured in fallback")
-                    t = result
-                except Exception as e2:
-                    self.logger.error(
-                        "Skipping track - transcription failed after fallback",
-                        key=key,
-                        url=audio_url,
-                        error=str(e2),
-                    )
-                    continue
-
-            if not t.words:
-                continue
-            # Shift word timestamps by the track's offset so all are relative to 00:00
-            track_offset = offsets_seconds[idx] if idx < len(offsets_seconds) else 0.0
-            for w in t.words:
-                try:
-                    if hasattr(w, "start") and w.start is not None:
-                        w.start = float(w.start) + track_offset
-                    if hasattr(w, "end") and w.end is not None:
-                        w.end = float(w.end) + track_offset
-                except Exception:
-                    pass
-                w.speaker = idx
-            speaker_transcripts.append(t)
-
-        if not speaker_transcripts:
-            raise Exception("No valid track transcriptions")
-
-        merged_words = []
-        for t in speaker_transcripts:
-            merged_words.extend(t.words)
-        merged_words.sort(key=lambda w: w.start)
-
-        merged_transcript = TranscriptType(words=merged_words, translation=None)
-
-        await transcripts_controller.append_event(
-            transcript,
-            event="TRANSCRIPT",
-            data=TranscriptText(
-                text=merged_transcript.text, translation=merged_transcript.translation
-            ),
-        )
-
-        topics = await self.detect_topics(merged_transcript, transcript.target_language)
-        await asyncio.gather(
-            self.generate_title(topics),
-            self.generate_summaries(topics),
-            return_exceptions=False,
-        )
-
-        await self.set_status(transcript.id, "ended")
-
-    async def transcribe_file(self, audio_url: str, language: str) -> TranscriptType:
-        processor = FileTranscriptAutoProcessor()
-        input_data = FileTranscriptInput(audio_url=audio_url, language=language)
-
-        result: TranscriptType | None = None
-
-        async def capture_result(transcript):
-            nonlocal result
-            result = transcript
-
-        processor.on(capture_result)
-        await processor.push(input_data)
-        await processor.flush()
-
-        if not result:
-            raise ValueError("No transcript captured")
-
-        return result
-
-    async def detect_topics(
-        self, transcript: TranscriptType, target_language: str
-    ) -> list[TitleSummary]:
-        chunk_size = 300
-        topics: list[TitleSummary] = []
-
-        async def on_topic(topic: TitleSummary):
-            topics.append(topic)
-            return await self.on_topic(topic)
-
-        topic_detector = TranscriptTopicDetectorProcessor(callback=on_topic)
-        topic_detector.set_pipeline(self.empty_pipeline)
-
-        for i in range(0, len(transcript.words), chunk_size):
-            chunk_words = transcript.words[i : i + chunk_size]
-            if not chunk_words:
-                continue
-
-            chunk_transcript = TranscriptType(
-                words=chunk_words, translation=transcript.translation
-            )
-            await topic_detector.push(chunk_transcript)
-
-        await topic_detector.flush()
-        return topics
-
-    async def generate_title(self, topics: list[TitleSummary]):
-        if not topics:
-            self.logger.warning("No topics for title generation")
-            return
-
-        processor = TranscriptFinalTitleProcessor(callback=self.on_title)
-        processor.set_pipeline(self.empty_pipeline)
-
-        for topic in topics:
-            await processor.push(topic)
-
-        await processor.flush()
-
-    async def generate_summaries(self, topics: list[TitleSummary]):
-        if not topics:
-            self.logger.warning("No topics for summary generation")
-            return
-
-        transcript = await self.get_transcript()
-        processor = TranscriptFinalSummaryProcessor(
-            transcript=transcript,
-            callback=self.on_long_summary,
-            on_short_summary=self.on_short_summary,
-        )
-        processor.set_pipeline(self.empty_pipeline)
-
-        for topic in topics:
-            await processor.push(topic)
-
-        await processor.flush()
-
-
-@shared_task
-@asynctask
-async def task_pipeline_multitrack_process(
-    *, transcript_id: str, bucket_name: str, track_keys: list[str]
-):
-    pipeline = PipelineMainMultitrack(transcript_id=transcript_id)
-    try:
-        await pipeline.set_status(transcript_id, "processing")
-        await pipeline.process(bucket_name, track_keys)
-    except Exception:
-        await pipeline.set_status(transcript_id, "error")
-        raise
-
-    post_chain = chain(
-        task_cleanup_consent.si(transcript_id=transcript_id),
-        task_pipeline_post_to_zulip.si(transcript_id=transcript_id),
-        task_send_webhook_if_needed.si(transcript_id=transcript_id),
-    )
-    post_chain.delay()

server/reflector/pipelines/main_multitrack_pipeline.py

@@ -1,654 +0,0 @@
-import asyncio
-import io
-from fractions import Fraction
-
-import av
-import boto3
-import structlog
-from av.audio.resampler import AudioResampler
-from celery import chain, shared_task
-
-from reflector.asynctask import asynctask
-from reflector.db.transcripts import (
-    TranscriptStatus,
-    TranscriptWaveform,
-    transcripts_controller,
-)
-from reflector.logger import logger
-from reflector.pipelines.main_file_pipeline import task_send_webhook_if_needed
-from reflector.pipelines.main_live_pipeline import (
-    PipelineMainBase,
-    broadcast_to_sockets,
-    task_cleanup_consent,
-    task_pipeline_post_to_zulip,
-)
-from reflector.processors import (
-    AudioFileWriterProcessor,
-    TranscriptFinalSummaryProcessor,
-    TranscriptFinalTitleProcessor,
-    TranscriptTopicDetectorProcessor,
-)
-from reflector.processors.audio_waveform_processor import AudioWaveformProcessor
-from reflector.processors.file_transcript import FileTranscriptInput
-from reflector.processors.file_transcript_auto import FileTranscriptAutoProcessor
-from reflector.processors.types import TitleSummary
-from reflector.processors.types import (
-    Transcript as TranscriptType,
-)
-from reflector.settings import settings
-from reflector.storage import get_transcripts_storage
-
-
-class EmptyPipeline:
-    def __init__(self, logger: structlog.BoundLogger):
-        self.logger = logger
-
-    def get_pref(self, k, d=None):
-        return d
-
-    async def emit(self, event):
-        pass
-
-
-class PipelineMainMultitrack(PipelineMainBase):
-    """Process multiple participant tracks for a transcript without mixing audio."""
-
-    def __init__(self, transcript_id: str):
-        super().__init__(transcript_id=transcript_id)
-        self.logger = logger.bind(transcript_id=self.transcript_id)
-        self.empty_pipeline = EmptyPipeline(logger=self.logger)
-
-    async def pad_track_for_transcription(
-        self,
-        track_data: bytes,
-        track_idx: int,
-        storage,
-    ) -> tuple[bytes, str]:
-        """
-        Pad a single track with silence based on stream metadata start_time.
-        This ensures Whisper timestamps will be relative to recording start.
-        Uses ffmpeg subprocess approach proven to work with python-raw-tracks-align.
-
-        Returns: (padded_data, storage_url)
-        """
-        import json
-        import math
-        import subprocess
-        import tempfile
-
-        if not track_data:
-            return b"", ""
-
-        transcript = await self.get_transcript()
-
-        # Create temp files for ffmpeg processing
-        with tempfile.NamedTemporaryFile(suffix=".webm", delete=False) as input_file:
-            input_file.write(track_data)
-            input_file_path = input_file.name
-
-        output_file_path = input_file_path.replace(".webm", "_padded.webm")
-
-        try:
-            # Get stream metadata using ffprobe
-            ffprobe_cmd = [
-                "ffprobe",
-                "-v",
-                "error",
-                "-show_entries",
-                "stream=start_time",
-                "-of",
-                "json",
-                input_file_path,
-            ]
-
-            result = subprocess.run(
-                ffprobe_cmd, capture_output=True, text=True, check=True
-            )
-            metadata = json.loads(result.stdout)
-
-            # Extract start_time from stream metadata
-            start_time_seconds = 0.0
-            if metadata.get("streams") and len(metadata["streams"]) > 0:
-                start_time_str = metadata["streams"][0].get("start_time", "0")
-                start_time_seconds = float(start_time_str)
-
-            self.logger.info(
-                f"Track {track_idx} stream metadata: start_time={start_time_seconds:.3f}s",
-                track_idx=track_idx,
-            )
-
-            # If no padding needed, use original
-            if start_time_seconds <= 0:
-                storage_path = f"file_pipeline/{transcript.id}/tracks/original_track_{track_idx}.webm"
-                await storage.put_file(storage_path, track_data)
-                url = await storage.get_file_url(storage_path)
-                return track_data, url
-
-            # Calculate delay in milliseconds
-            delay_ms = math.floor(start_time_seconds * 1000)
-
-            # Run ffmpeg to pad the audio while maintaining WebM/Opus format for Modal compatibility
-            # ffmpeg quirk: aresample needs to come before adelay in the filter chain
-            ffmpeg_cmd = [
-                "ffmpeg",
-                "-hide_banner",
-                "-loglevel",
-                "error",
-                "-y",  # overwrite output
-                "-i",
-                input_file_path,
-                "-af",
-                f"aresample=async=1,adelay={delay_ms}:all=true",
-                "-c:a",
-                "libopus",  # Keep Opus codec for Modal compatibility
-                "-b:a",
-                "128k",  # Standard bitrate for Opus
-                output_file_path,
-            ]
-
-            self.logger.info(
-                f"Padding track {track_idx} with {delay_ms}ms delay using ffmpeg",
-                track_idx=track_idx,
-                delay_ms=delay_ms,
-                command=" ".join(ffmpeg_cmd),
-            )
-
-            result = subprocess.run(ffmpeg_cmd, capture_output=True, text=True)
-            if result.returncode != 0:
-                self.logger.error(
-                    f"ffmpeg padding failed for track {track_idx}",
-                    track_idx=track_idx,
-                    stderr=result.stderr,
-                    returncode=result.returncode,
-                )
-                raise Exception(f"ffmpeg padding failed: {result.stderr}")
-
-            # Read the padded output
-            with open(output_file_path, "rb") as f:
-                padded_data = f.read()
-
-            # Store padded track
-            storage_path = (
-                f"file_pipeline/{transcript.id}/tracks/padded_track_{track_idx}.webm"
-            )
-            await storage.put_file(storage_path, padded_data)
-            padded_url = await storage.get_file_url(storage_path)
-
-            self.logger.info(
-                f"Successfully padded track {track_idx} with {start_time_seconds:.3f}s offset, stored at {storage_path}",
-                track_idx=track_idx,
-                delay_ms=delay_ms,
-                padded_url=padded_url,
-                padded_size=len(padded_data),
-            )
-
-            return padded_data, padded_url
-
-        finally:
-            # Clean up temp files
-            import os
-
-            try:
-                os.unlink(input_file_path)
-            except:
-                pass
-            try:
-                os.unlink(output_file_path)
-            except:
-                pass
-
-    async def mixdown_tracks(
-        self,
-        track_datas: list[bytes],
-        writer: AudioFileWriterProcessor,
-        offsets_seconds: list[float] | None = None,
-    ) -> None:
-        """
-        Minimal multi-track mixdown using a PyAV filter graph (amix), no resampling.
-        """
-
-        # Discover target sample rate from first decodable frame
-        target_sample_rate: int | None = None
-        for data in track_datas:
-            if not data:
-                continue
-            try:
-                container = av.open(io.BytesIO(data))
-                try:
-                    for frame in container.decode(audio=0):
-                        target_sample_rate = frame.sample_rate
-                        break
-                finally:
-                    container.close()
-            except Exception:
-                continue
-            if target_sample_rate:
-                break
-
-        if not target_sample_rate:
-            self.logger.warning("Mixdown skipped - no decodable audio frames found")
-            return
-
-        # Build PyAV filter graph:
-        # N abuffer (s32/stereo)
-        #   -> optional adelay per input (for alignment)
-        #   -> amix (s32)
-        #   -> aformat(s16)
-        #   -> sink
-        graph = av.filter.Graph()
-        inputs = []
-        valid_track_datas = [d for d in track_datas if d]
-        # Align offsets list with the filtered inputs (skip empties)
-        input_offsets_seconds = None
-        if offsets_seconds is not None:
-            input_offsets_seconds = [
-                offsets_seconds[i] for i, d in enumerate(track_datas) if d
-            ]
-        for idx, data in enumerate(valid_track_datas):
-            args = (
-                f"time_base=1/{target_sample_rate}:"
-                f"sample_rate={target_sample_rate}:"
-                f"sample_fmt=s32:"
-                f"channel_layout=stereo"
-            )
-            in_ctx = graph.add("abuffer", args=args, name=f"in{idx}")
-            inputs.append(in_ctx)
-
-        if not inputs:
-            self.logger.warning("Mixdown skipped - no valid inputs for graph")
-            return
-
-        mixer = graph.add("amix", args=f"inputs={len(inputs)}:normalize=0", name="mix")
-
-        fmt = graph.add(
-            "aformat",
-            args=(
-                f"sample_fmts=s32:channel_layouts=stereo:sample_rates={target_sample_rate}"
-            ),
-            name="fmt",
-        )
-
-        sink = graph.add("abuffersink", name="out")
-
-        # Optional per-input delay before mixing
-        delays_ms: list[int] = []
-        if input_offsets_seconds is not None:
-            base = min(input_offsets_seconds) if input_offsets_seconds else 0.0
-            delays_ms = [
-                max(0, int(round((o - base) * 1000))) for o in input_offsets_seconds
-            ]
-        else:
-            delays_ms = [0 for _ in inputs]
-
-        for idx, in_ctx in enumerate(inputs):
-            delay_ms = delays_ms[idx] if idx < len(delays_ms) else 0
-            if delay_ms > 0:
-                # adelay requires one value per channel; use same for stereo
-                adelay = graph.add(
-                    "adelay",
-                    args=f"delays={delay_ms}|{delay_ms}:all=1",
-                    name=f"delay{idx}",
-                )
-                in_ctx.link_to(adelay)
-                adelay.link_to(mixer, 0, idx)
-            else:
-                in_ctx.link_to(mixer, 0, idx)
-        mixer.link_to(fmt)
-        fmt.link_to(sink)
-        graph.configure()
-
-        # Open containers for decoding
-        containers = []
-        for i, d in enumerate(valid_track_datas):
-            try:
-                c = av.open(io.BytesIO(d))
-                containers.append(c)
-            except Exception as e:
-                self.logger.warning(
-                    "Mixdown: failed to open container", input=i, error=str(e)
-                )
-                containers.append(None)
-        # Filter out Nones for decoders
-        containers = [c for c in containers if c is not None]
-        decoders = [c.decode(audio=0) for c in containers]
-        active = [True] * len(decoders)
-        # Per-input resamplers to enforce s32/stereo at the same rate (no resample of rate)
-        resamplers = [
-            AudioResampler(format="s32", layout="stereo", rate=target_sample_rate)
-            for _ in decoders
-        ]
-
-        try:
-            # Round-robin feed frames into graph, pull mixed frames as they become available
-            while any(active):
-                for i, (dec, is_active) in enumerate(zip(decoders, active)):
-                    if not is_active:
-                        continue
-                    try:
-                        frame = next(dec)
-                    except StopIteration:
-                        active[i] = False
-                        continue
-
-                    # Enforce same sample rate; convert format/layout to s16/stereo (no resample)
-                    if frame.sample_rate != target_sample_rate:
-                        # Skip frames with differing rate
-                        continue
-                    out_frames = resamplers[i].resample(frame) or []
-                    for rf in out_frames:
-                        rf.sample_rate = target_sample_rate
-                        rf.time_base = Fraction(1, target_sample_rate)
-                        inputs[i].push(rf)
-
-                    # Drain available mixed frames
-                    while True:
-                        try:
-                            mixed = sink.pull()
-                        except Exception:
-                            break
-                        mixed.sample_rate = target_sample_rate
-                        mixed.time_base = Fraction(1, target_sample_rate)
-                        await writer.push(mixed)
-
-            # Signal EOF to inputs and drain remaining
-            for in_ctx in inputs:
-                in_ctx.push(None)
-            while True:
-                try:
-                    mixed = sink.pull()
-                except Exception:
-                    break
-                mixed.sample_rate = target_sample_rate
-                mixed.time_base = Fraction(1, target_sample_rate)
-                await writer.push(mixed)
-        finally:
-            for c in containers:
-                c.close()
-
-    @broadcast_to_sockets
-    async def set_status(self, transcript_id: str, status: TranscriptStatus):
-        async with self.lock_transaction():
-            return await transcripts_controller.set_status(transcript_id, status)
-
-    async def on_waveform(self, data):
-        async with self.transaction():
-            waveform = TranscriptWaveform(waveform=data)
-            transcript = await self.get_transcript()
-            return await transcripts_controller.append_event(
-                transcript=transcript, event="WAVEFORM", data=waveform
-            )
-
-    async def process(self, bucket_name: str, track_keys: list[str]):
-        transcript = await self.get_transcript()
-
-        s3 = boto3.client(
-            "s3",
-            region_name=settings.RECORDING_STORAGE_AWS_REGION,
-            aws_access_key_id=settings.RECORDING_STORAGE_AWS_ACCESS_KEY_ID,
-            aws_secret_access_key=settings.RECORDING_STORAGE_AWS_SECRET_ACCESS_KEY,
-        )
-
-        storage = get_transcripts_storage()
-
-        # Pre-download bytes for all tracks for mixing and transcription
-        track_datas: list[bytes] = []
-        for key in track_keys:
-            try:
-                obj = s3.get_object(Bucket=bucket_name, Key=key)
-                track_datas.append(obj["Body"].read())
-            except Exception as e:
-                self.logger.warning(
-                    "Skipping track - cannot read S3 object", key=key, error=str(e)
-                )
-                track_datas.append(b"")
-
-        # PAD TRACKS FIRST - this creates full-length tracks with correct timeline
-        padded_track_datas: list[bytes] = []
-        padded_track_urls: list[str] = []
-        for idx, data in enumerate(track_datas):
-            if not data:
-                padded_track_datas.append(b"")
-                padded_track_urls.append("")
-                continue
-
-            padded_data, padded_url = await self.pad_track_for_transcription(
-                data, idx, storage
-            )
-            padded_track_datas.append(padded_data)
-            padded_track_urls.append(padded_url)
-            self.logger.info(f"Padded track {idx} for transcription: {padded_url}")
-
-        # Mixdown PADDED tracks (already aligned with timeline) into transcript.audio_mp3_filename
-        try:
-            # Ensure data directory exists
-            transcript.data_path.mkdir(parents=True, exist_ok=True)
-
-            mp3_writer = AudioFileWriterProcessor(
-                path=str(transcript.audio_mp3_filename),
-                on_duration=self.on_duration,
-            )
-            # Use PADDED tracks with NO additional offsets (already aligned by padding)
-            await self.mixdown_tracks(
-                padded_track_datas, mp3_writer, offsets_seconds=None
-            )
-            await mp3_writer.flush()
-
-            # Upload the mixed audio to S3 for web playback
-            if transcript.audio_mp3_filename.exists():
-                mp3_data = transcript.audio_mp3_filename.read_bytes()
-                storage_path = f"{transcript.id}/audio.mp3"
-                await storage.put_file(storage_path, mp3_data)
-                mp3_url = await storage.get_file_url(storage_path)
-
-                # Update transcript to indicate audio is in storage
-                await transcripts_controller.update(
-                    transcript, {"audio_location": "storage"}
-                )
-
-                self.logger.info(
-                    f"Uploaded mixed audio to storage",
-                    storage_path=storage_path,
-                    size=len(mp3_data),
-                    url=mp3_url,
-                )
-            else:
-                self.logger.warning("Mixdown file does not exist after processing")
-        except Exception as e:
-            self.logger.error("Mixdown failed", error=str(e), exc_info=True)
-
-        # Generate waveform from the mixed audio file
-        if transcript.audio_mp3_filename.exists():
-            try:
-                self.logger.info("Generating waveform from mixed audio")
-                waveform_processor = AudioWaveformProcessor(
-                    audio_path=transcript.audio_mp3_filename,
-                    waveform_path=transcript.audio_waveform_filename,
-                    on_waveform=self.on_waveform,
-                )
-                waveform_processor.set_pipeline(self.empty_pipeline)
-                await waveform_processor.flush()
-                self.logger.info("Waveform generated successfully")
-            except Exception as e:
-                self.logger.error(
-                    "Waveform generation failed", error=str(e), exc_info=True
-                )
-
-        # Transcribe PADDED tracks - timestamps will be automatically correct!
-        speaker_transcripts: list[TranscriptType] = []
-        for idx, padded_url in enumerate(padded_track_urls):
-            if not padded_url:
-                continue
-
-            try:
-                # Transcribe the PADDED track
-                t = await self.transcribe_file(padded_url, transcript.source_language)
-            except Exception as e:
-                self.logger.error(
-                    "Transcription via default backend failed, trying local whisper",
-                    track_idx=idx,
-                    url=padded_url,
-                    error=str(e),
-                )
-                try:
-                    fallback = FileTranscriptAutoProcessor(name="whisper")
-                    result = None
-
-                    async def capture_result(r):
-                        nonlocal result
-                        result = r
-
-                    fallback.on(capture_result)
-                    await fallback.push(
-                        FileTranscriptInput(
-                            audio_url=padded_url, language=transcript.source_language
-                        )
-                    )
-                    await fallback.flush()
-                    if not result:
-                        raise Exception("No transcript captured in fallback")
-                    t = result
-                except Exception as e2:
-                    self.logger.error(
-                        "Skipping track - transcription failed after fallback",
-                        track_idx=idx,
-                        url=padded_url,
-                        error=str(e2),
-                    )
-                    continue
-
-            if not t.words:
-                continue
-
-            # NO OFFSET ADJUSTMENT NEEDED!
-            # Timestamps are already correct because we transcribed padded tracks
-            # Just set speaker ID
-            for w in t.words:
-                w.speaker = idx
-
-            speaker_transcripts.append(t)
-            self.logger.info(
-                f"Track {idx} transcribed successfully with {len(t.words)} words",
-                track_idx=idx,
-            )
-
-        if not speaker_transcripts:
-            raise Exception("No valid track transcriptions")
-
-        # Merge all words and sort by timestamp
-        merged_words = []
-        for t in speaker_transcripts:
-            merged_words.extend(t.words)
-        merged_words.sort(
-            key=lambda w: w.start if hasattr(w, "start") and w.start is not None else 0
-        )
-
-        merged_transcript = TranscriptType(words=merged_words, translation=None)
-
-        # Emit TRANSCRIPT event through the shared handler (persists and broadcasts)
-        await self.on_transcript(merged_transcript)
-
-        topics = await self.detect_topics(merged_transcript, transcript.target_language)
-        await asyncio.gather(
-            self.generate_title(topics),
-            self.generate_summaries(topics),
-            return_exceptions=False,
-        )
-
-        await self.set_status(transcript.id, "ended")
-
-    async def transcribe_file(self, audio_url: str, language: str) -> TranscriptType:
-        processor = FileTranscriptAutoProcessor()
-        input_data = FileTranscriptInput(audio_url=audio_url, language=language)
-
-        result: TranscriptType | None = None
-
-        async def capture_result(transcript):
-            nonlocal result
-            result = transcript
-
-        processor.on(capture_result)
-        await processor.push(input_data)
-        await processor.flush()
-
-        if not result:
-            raise ValueError("No transcript captured")
-
-        return result
-
-    async def detect_topics(
-        self, transcript: TranscriptType, target_language: str
-    ) -> list[TitleSummary]:
-        chunk_size = 300
-        topics: list[TitleSummary] = []
-
-        async def on_topic(topic: TitleSummary):
-            topics.append(topic)
-            return await self.on_topic(topic)
-
-        topic_detector = TranscriptTopicDetectorProcessor(callback=on_topic)
-        topic_detector.set_pipeline(self.empty_pipeline)
-
-        for i in range(0, len(transcript.words), chunk_size):
-            chunk_words = transcript.words[i : i + chunk_size]
-            if not chunk_words:
-                continue
-
-            chunk_transcript = TranscriptType(
-                words=chunk_words, translation=transcript.translation
-            )
-            await topic_detector.push(chunk_transcript)
-
-        await topic_detector.flush()
-        return topics
-
-    async def generate_title(self, topics: list[TitleSummary]):
-        if not topics:
-            self.logger.warning("No topics for title generation")
-            return
-
-        processor = TranscriptFinalTitleProcessor(callback=self.on_title)
-        processor.set_pipeline(self.empty_pipeline)
-
-        for topic in topics:
-            await processor.push(topic)
-
-        await processor.flush()
-
-    async def generate_summaries(self, topics: list[TitleSummary]):
-        if not topics:
-            self.logger.warning("No topics for summary generation")
-            return
-
-        transcript = await self.get_transcript()
-        processor = TranscriptFinalSummaryProcessor(
-            transcript=transcript,
-            callback=self.on_long_summary,
-            on_short_summary=self.on_short_summary,
-        )
-        processor.set_pipeline(self.empty_pipeline)
-
-        for topic in topics:
-            await processor.push(topic)
-
-        await processor.flush()
-
-
-@shared_task
-@asynctask
-async def task_pipeline_multitrack_process(
-    *, transcript_id: str, bucket_name: str, track_keys: list[str]
-):
-    pipeline = PipelineMainMultitrack(transcript_id=transcript_id)
-    try:
-        await pipeline.set_status(transcript_id, "processing")
-        await pipeline.process(bucket_name, track_keys)
-    except Exception:
-        await pipeline.set_status(transcript_id, "error")
-        raise
-
-    post_chain = chain(
-        task_cleanup_consent.si(transcript_id=transcript_id),
-        task_pipeline_post_to_zulip.si(transcript_id=transcript_id),
-        task_send_webhook_if_needed.si(transcript_id=transcript_id),
-    )
-    post_chain.delay()

server/reflector/pipelines/main_multitrack_pipeline_fixed.py

@@ -1,629 +0,0 @@
-import asyncio
-import io
-from fractions import Fraction
-
-import av
-import boto3
-import structlog
-from av.audio.resampler import AudioResampler
-from celery import chain, shared_task
-
-from reflector.asynctask import asynctask
-from reflector.db.transcripts import (
-    TranscriptStatus,
-    TranscriptText,
-    transcripts_controller,
-)
-from reflector.logger import logger
-from reflector.pipelines.main_file_pipeline import task_send_webhook_if_needed
-from reflector.pipelines.main_live_pipeline import (
-    PipelineMainBase,
-    task_cleanup_consent,
-    task_pipeline_post_to_zulip,
-)
-from reflector.processors import (
-    AudioFileWriterProcessor,
-    TranscriptFinalSummaryProcessor,
-    TranscriptFinalTitleProcessor,
-    TranscriptTopicDetectorProcessor,
-)
-from reflector.processors.file_transcript import FileTranscriptInput
-from reflector.processors.file_transcript_auto import FileTranscriptAutoProcessor
-from reflector.processors.types import TitleSummary
-from reflector.processors.types import (
-    Transcript as TranscriptType,
-)
-from reflector.settings import settings
-from reflector.storage import get_transcripts_storage
-
-
-class EmptyPipeline:
-    def __init__(self, logger: structlog.BoundLogger):
-        self.logger = logger
-
-    def get_pref(self, k, d=None):
-        return d
-
-    async def emit(self, event):
-        pass
-
-
-class PipelineMainMultitrack(PipelineMainBase):
-    """Process multiple participant tracks for a transcript without mixing audio."""
-
-    def __init__(self, transcript_id: str):
-        super().__init__(transcript_id=transcript_id)
-        self.logger = logger.bind(transcript_id=self.transcript_id)
-        self.empty_pipeline = EmptyPipeline(logger=self.logger)
-
-    async def pad_track_for_transcription(
-        self,
-        track_data: bytes,
-        track_idx: int,
-        storage,
-    ) -> tuple[bytes, str]:
-        """
-        Pad a single track with silence based on stream metadata start_time.
-        This ensures Whisper timestamps will be relative to recording start.
-
-        Returns: (padded_data, storage_url)
-        """
-        if not track_data:
-            return b"", ""
-
-        transcript = await self.get_transcript()
-
-        # Get stream metadata start_time using PyAV
-        container = av.open(io.BytesIO(track_data))
-        try:
-            audio_stream = container.streams.audio[0]
-
-            # Extract start_time from stream metadata
-            if (
-                audio_stream.start_time is not None
-                and audio_stream.time_base is not None
-            ):
-                start_time_seconds = float(
-                    audio_stream.start_time * audio_stream.time_base
-                )
-            else:
-                start_time_seconds = 0.0
-
-            sample_rate = audio_stream.sample_rate
-            codec_name = audio_stream.codec.name
-        finally:
-            container.close()
-
-        self.logger.info(
-            f"Track {track_idx} stream metadata: start_time={start_time_seconds:.3f}s, sample_rate={sample_rate}",
-            track_idx=track_idx,
-        )
-
-        # If no padding needed, use original
-        if start_time_seconds <= 0:
-            storage_path = (
-                f"file_pipeline/{transcript.id}/tracks/original_track_{track_idx}.webm"
-            )
-            await storage.put_file(storage_path, track_data)
-            url = await storage.get_file_url(storage_path)
-            return track_data, url
-
-        # Create PyAV filter graph for padding
-        graph = av.filter.Graph()
-
-        # Input buffer
-        in_args = (
-            f"time_base=1/{sample_rate}:"
-            f"sample_rate={sample_rate}:"
-            f"sample_fmt=s16:"
-            f"channel_layout=stereo"
-        )
-        input_buffer = graph.add("abuffer", args=in_args, name="in")
-
-        # Add delay filter for padding
-        delay_ms = int(start_time_seconds * 1000)
-        delay_filter = graph.add(
-            "adelay", args=f"delays={delay_ms}|{delay_ms}:all=1", name="delay"
-        )
-
-        # Output sink
-        sink = graph.add("abuffersink", name="out")
-
-        # Link filters
-        input_buffer.link_to(delay_filter)
-        delay_filter.link_to(sink)
-
-        graph.configure()
-
-        # Process audio through filter
-        output_bytes = io.BytesIO()
-        output_container = av.open(output_bytes, "w", format="webm")
-        output_stream = output_container.add_stream("libopus", rate=sample_rate)
-        output_stream.channels = 2
-
-        # Reopen input for processing
-        input_container = av.open(io.BytesIO(track_data))
-        resampler = AudioResampler(format="s16", layout="stereo", rate=sample_rate)
-
-        try:
-            # Process frames
-            for frame in input_container.decode(audio=0):
-                # Resample to match filter requirements
-                resampled_frames = resampler.resample(frame)
-                for resampled_frame in resampled_frames:
-                    resampled_frame.pts = frame.pts
-                    resampled_frame.time_base = Fraction(1, sample_rate)
-                    input_buffer.push(resampled_frame)
-
-                    # Pull from filter and encode
-                    while True:
-                        try:
-                            out_frame = sink.pull()
-                            out_frame.pts = out_frame.pts if out_frame.pts else 0
-                            out_frame.time_base = Fraction(1, sample_rate)
-                            for packet in output_stream.encode(out_frame):
-                                output_container.mux(packet)
-                        except av.BlockingIOError:
-                            break
-
-            # Flush
-            input_buffer.push(None)
-            while True:
-                try:
-                    out_frame = sink.pull()
-                    for packet in output_stream.encode(out_frame):
-                        output_container.mux(packet)
-                except (av.BlockingIOError, av.EOFError):
-                    break
-
-            # Flush encoder
-            for packet in output_stream.encode(None):
-                output_container.mux(packet)
-
-        finally:
-            input_container.close()
-            output_container.close()
-
-        padded_data = output_bytes.getvalue()
-
-        # Store padded track
-        storage_path = (
-            f"file_pipeline/{transcript.id}/tracks/padded_track_{track_idx}.webm"
-        )
-        await storage.put_file(storage_path, padded_data)
-        padded_url = await storage.get_file_url(storage_path)
-
-        self.logger.info(
-            f"Padded track {track_idx} with {start_time_seconds:.3f}s offset, stored at {storage_path}",
-            track_idx=track_idx,
-            delay_ms=delay_ms,
-            padded_url=padded_url,
-        )
-
-        return padded_data, padded_url
-
-    async def mixdown_tracks(
-        self,
-        track_datas: list[bytes],
-        writer: AudioFileWriterProcessor,
-        offsets_seconds: list[float] | None = None,
-    ) -> None:
-        """
-        Minimal multi-track mixdown using a PyAV filter graph (amix), no resampling.
-        """
-
-        # Discover target sample rate from first decodable frame
-        target_sample_rate: int | None = None
-        for data in track_datas:
-            if not data:
-                continue
-            try:
-                container = av.open(io.BytesIO(data))
-                try:
-                    for frame in container.decode(audio=0):
-                        target_sample_rate = frame.sample_rate
-                        break
-                finally:
-                    container.close()
-            except Exception:
-                continue
-            if target_sample_rate:
-                break
-
-        if not target_sample_rate:
-            self.logger.warning("Mixdown skipped - no decodable audio frames found")
-            return
-
-        # Build PyAV filter graph:
-        # N abuffer (s32/stereo)
-        #   -> optional adelay per input (for alignment)
-        #   -> amix (s32)
-        #   -> aformat(s16)
-        #   -> sink
-        graph = av.filter.Graph()
-        inputs = []
-        valid_track_datas = [d for d in track_datas if d]
-        # Align offsets list with the filtered inputs (skip empties)
-        input_offsets_seconds = None
-        if offsets_seconds is not None:
-            input_offsets_seconds = [
-                offsets_seconds[i] for i, d in enumerate(track_datas) if d
-            ]
-        for idx, data in enumerate(valid_track_datas):
-            args = (
-                f"time_base=1/{target_sample_rate}:"
-                f"sample_rate={target_sample_rate}:"
-                f"sample_fmt=s32:"
-                f"channel_layout=stereo"
-            )
-            in_ctx = graph.add("abuffer", args=args, name=f"in{idx}")
-            inputs.append(in_ctx)
-
-        if not inputs:
-            self.logger.warning("Mixdown skipped - no valid inputs for graph")
-            return
-
-        mixer = graph.add("amix", args=f"inputs={len(inputs)}:normalize=0", name="mix")
-
-        fmt = graph.add(
-            "aformat",
-            args=(
-                f"sample_fmts=s32:channel_layouts=stereo:sample_rates={target_sample_rate}"
-            ),
-            name="fmt",
-        )
-
-        sink = graph.add("abuffersink", name="out")
-
-        # Optional per-input delay before mixing
-        delays_ms: list[int] = []
-        if input_offsets_seconds is not None:
-            base = min(input_offsets_seconds) if input_offsets_seconds else 0.0
-            delays_ms = [
-                max(0, int(round((o - base) * 1000))) for o in input_offsets_seconds
-            ]
-        else:
-            delays_ms = [0 for _ in inputs]
-
-        for idx, in_ctx in enumerate(inputs):
-            delay_ms = delays_ms[idx] if idx < len(delays_ms) else 0
-            if delay_ms > 0:
-                # adelay requires one value per channel; use same for stereo
-                adelay = graph.add(
-                    "adelay",
-                    args=f"delays={delay_ms}|{delay_ms}:all=1",
-                    name=f"delay{idx}",
-                )
-                in_ctx.link_to(adelay)
-                adelay.link_to(mixer, 0, idx)
-            else:
-                in_ctx.link_to(mixer, 0, idx)
-        mixer.link_to(fmt)
-        fmt.link_to(sink)
-        graph.configure()
-
-        # Open containers for decoding
-        containers = []
-        for i, d in enumerate(valid_track_datas):
-            try:
-                c = av.open(io.BytesIO(d))
-                containers.append(c)
-            except Exception as e:
-                self.logger.warning(
-                    "Mixdown: failed to open container", input=i, error=str(e)
-                )
-                containers.append(None)
-        # Filter out Nones for decoders
-        containers = [c for c in containers if c is not None]
-        decoders = [c.decode(audio=0) for c in containers]
-        active = [True] * len(decoders)
-        # Per-input resamplers to enforce s32/stereo at the same rate (no resample of rate)
-        resamplers = [
-            AudioResampler(format="s32", layout="stereo", rate=target_sample_rate)
-            for _ in decoders
-        ]
-
-        try:
-            # Round-robin feed frames into graph, pull mixed frames as they become available
-            while any(active):
-                for i, (dec, is_active) in enumerate(zip(decoders, active)):
-                    if not is_active:
-                        continue
-                    try:
-                        frame = next(dec)
-                    except StopIteration:
-                        active[i] = False
-                        continue
-
-                    # Enforce same sample rate; convert format/layout to s16/stereo (no resample)
-                    if frame.sample_rate != target_sample_rate:
-                        # Skip frames with differing rate
-                        continue
-                    out_frames = resamplers[i].resample(frame) or []
-                    for rf in out_frames:
-                        rf.sample_rate = target_sample_rate
-                        rf.time_base = Fraction(1, target_sample_rate)
-                        inputs[i].push(rf)
-
-                    # Drain available mixed frames
-                    while True:
-                        try:
-                            mixed = sink.pull()
-                        except Exception:
-                            break
-                        mixed.sample_rate = target_sample_rate
-                        mixed.time_base = Fraction(1, target_sample_rate)
-                        await writer.push(mixed)
-
-            # Signal EOF to inputs and drain remaining
-            for in_ctx in inputs:
-                in_ctx.push(None)
-            while True:
-                try:
-                    mixed = sink.pull()
-                except Exception:
-                    break
-                mixed.sample_rate = target_sample_rate
-                mixed.time_base = Fraction(1, target_sample_rate)
-                await writer.push(mixed)
-        finally:
-            for c in containers:
-                c.close()
-
-    async def set_status(self, transcript_id: str, status: TranscriptStatus):
-        async with self.lock_transaction():
-            return await transcripts_controller.set_status(transcript_id, status)
-
-    async def process(self, bucket_name: str, track_keys: list[str]):
-        transcript = await self.get_transcript()
-
-        s3 = boto3.client(
-            "s3",
-            region_name=settings.RECORDING_STORAGE_AWS_REGION,
-            aws_access_key_id=settings.RECORDING_STORAGE_AWS_ACCESS_KEY_ID,
-            aws_secret_access_key=settings.RECORDING_STORAGE_AWS_SECRET_ACCESS_KEY,
-        )
-
-        storage = get_transcripts_storage()
-
-        # Pre-download bytes for all tracks for mixing and transcription
-        track_datas: list[bytes] = []
-        for key in track_keys:
-            try:
-                obj = s3.get_object(Bucket=bucket_name, Key=key)
-                track_datas.append(obj["Body"].read())
-            except Exception as e:
-                self.logger.warning(
-                    "Skipping track - cannot read S3 object", key=key, error=str(e)
-                )
-                track_datas.append(b"")
-
-        # REMOVED: Filename offset extraction - not needed anymore!
-        # We use stream metadata start_time for padding instead
-
-        # Get stream metadata start_times for mixing (still useful for mixdown)
-        stream_start_times: list[float] = []
-        for data in track_datas:
-            if not data:
-                stream_start_times.append(0.0)
-                continue
-
-            container = av.open(io.BytesIO(data))
-            try:
-                audio_stream = container.streams.audio[0]
-                if (
-                    audio_stream.start_time is not None
-                    and audio_stream.time_base is not None
-                ):
-                    start_time = float(audio_stream.start_time * audio_stream.time_base)
-                else:
-                    start_time = 0.0
-                stream_start_times.append(start_time)
-            finally:
-                container.close()
-
-        # Mixdown all available tracks into transcript.audio_mp3_filename, using stream metadata offsets
-        try:
-            mp3_writer = AudioFileWriterProcessor(
-                path=str(transcript.audio_mp3_filename)
-            )
-            await self.mixdown_tracks(track_datas, mp3_writer, stream_start_times)
-            await mp3_writer.flush()
-        except Exception as e:
-            self.logger.error("Mixdown failed", error=str(e))
-
-        # PAD TRACKS BEFORE TRANSCRIPTION - THIS IS THE KEY FIX!
-        padded_track_urls: list[str] = []
-        for idx, data in enumerate(track_datas):
-            if not data:
-                padded_track_urls.append("")
-                continue
-
-            _, padded_url = await self.pad_track_for_transcription(data, idx, storage)
-            padded_track_urls.append(padded_url)
-            self.logger.info(f"Padded track {idx} for transcription: {padded_url}")
-
-        # Transcribe PADDED tracks - timestamps will be automatically correct!
-        speaker_transcripts: list[TranscriptType] = []
-        for idx, padded_url in enumerate(padded_track_urls):
-            if not padded_url:
-                continue
-
-            try:
-                # Transcribe the PADDED track
-                t = await self.transcribe_file(padded_url, transcript.source_language)
-            except Exception as e:
-                self.logger.error(
-                    "Transcription via default backend failed, trying local whisper",
-                    track_idx=idx,
-                    url=padded_url,
-                    error=str(e),
-                )
-                try:
-                    fallback = FileTranscriptAutoProcessor(name="whisper")
-                    result = None
-
-                    async def capture_result(r):
-                        nonlocal result
-                        result = r
-
-                    fallback.on(capture_result)
-                    await fallback.push(
-                        FileTranscriptInput(
-                            audio_url=padded_url, language=transcript.source_language
-                        )
-                    )
-                    await fallback.flush()
-                    if not result:
-                        raise Exception("No transcript captured in fallback")
-                    t = result
-                except Exception as e2:
-                    self.logger.error(
-                        "Skipping track - transcription failed after fallback",
-                        track_idx=idx,
-                        url=padded_url,
-                        error=str(e2),
-                    )
-                    continue
-
-            if not t.words:
-                continue
-
-            # NO OFFSET ADJUSTMENT NEEDED!
-            # Timestamps are already correct because we transcribed padded tracks
-            # Just set speaker ID
-            for w in t.words:
-                w.speaker = idx
-
-            speaker_transcripts.append(t)
-            self.logger.info(
-                f"Track {idx} transcribed successfully with {len(t.words)} words",
-                track_idx=idx,
-            )
-
-        if not speaker_transcripts:
-            raise Exception("No valid track transcriptions")
-
-        # Merge all words and sort by timestamp
-        merged_words = []
-        for t in speaker_transcripts:
-            merged_words.extend(t.words)
-        merged_words.sort(
-            key=lambda w: w.start if hasattr(w, "start") and w.start is not None else 0
-        )
-
-        merged_transcript = TranscriptType(words=merged_words, translation=None)
-
-        await transcripts_controller.append_event(
-            transcript,
-            event="TRANSCRIPT",
-            data=TranscriptText(
-                text=merged_transcript.text, translation=merged_transcript.translation
-            ),
-        )
-
-        topics = await self.detect_topics(merged_transcript, transcript.target_language)
-        await asyncio.gather(
-            self.generate_title(topics),
-            self.generate_summaries(topics),
-            return_exceptions=False,
-        )
-
-        await self.set_status(transcript.id, "ended")
-
-    async def transcribe_file(self, audio_url: str, language: str) -> TranscriptType:
-        processor = FileTranscriptAutoProcessor()
-        input_data = FileTranscriptInput(audio_url=audio_url, language=language)
-
-        result: TranscriptType | None = None
-
-        async def capture_result(transcript):
-            nonlocal result
-            result = transcript
-
-        processor.on(capture_result)
-        await processor.push(input_data)
-        await processor.flush()
-
-        if not result:
-            raise ValueError("No transcript captured")
-
-        return result
-
-    async def detect_topics(
-        self, transcript: TranscriptType, target_language: str
-    ) -> list[TitleSummary]:
-        chunk_size = 300
-        topics: list[TitleSummary] = []
-
-        async def on_topic(topic: TitleSummary):
-            topics.append(topic)
-            return await self.on_topic(topic)
-
-        topic_detector = TranscriptTopicDetectorProcessor(callback=on_topic)
-        topic_detector.set_pipeline(self.empty_pipeline)
-
-        for i in range(0, len(transcript.words), chunk_size):
-            chunk_words = transcript.words[i : i + chunk_size]
-            if not chunk_words:
-                continue
-
-            chunk_transcript = TranscriptType(
-                words=chunk_words, translation=transcript.translation
-            )
-            await topic_detector.push(chunk_transcript)
-
-        await topic_detector.flush()
-        return topics
-
-    async def generate_title(self, topics: list[TitleSummary]):
-        if not topics:
-            self.logger.warning("No topics for title generation")
-            return
-
-        processor = TranscriptFinalTitleProcessor(callback=self.on_title)
-        processor.set_pipeline(self.empty_pipeline)
-
-        for topic in topics:
-            await processor.push(topic)
-
-        await processor.flush()
-
-    async def generate_summaries(self, topics: list[TitleSummary]):
-        if not topics:
-            self.logger.warning("No topics for summary generation")
-            return
-
-        transcript = await self.get_transcript()
-        processor = TranscriptFinalSummaryProcessor(
-            transcript=transcript,
-            callback=self.on_long_summary,
-            on_short_summary=self.on_short_summary,
-        )
-        processor.set_pipeline(self.empty_pipeline)
-
-        for topic in topics:
-            await processor.push(topic)
-
-        await processor.flush()
-
-
-@shared_task
-@asynctask
-async def task_pipeline_multitrack_process(
-    *, transcript_id: str, bucket_name: str, track_keys: list[str]
-):
-    pipeline = PipelineMainMultitrack(transcript_id=transcript_id)
-    try:
-        await pipeline.set_status(transcript_id, "processing")
-        await pipeline.process(bucket_name, track_keys)
-    except Exception:
-        await pipeline.set_status(transcript_id, "error")
-        raise
-
-    post_chain = chain(
-        task_cleanup_consent.si(transcript_id=transcript_id),
-        task_pipeline_post_to_zulip.si(transcript_id=transcript_id),
-        task_send_webhook_if_needed.si(transcript_id=transcript_id),
-    )
-    post_chain.delay()

server/reflector/platform_types.py

@@ -1,9 +0,0 @@
-"""Platform type definitions.
-
-This module exists solely to define the Platform literal type without any imports,
-preventing circular import issues when used across the codebase.
-"""
-
-from typing import Literal
-
-Platform = Literal["whereby", "daily"]

server/reflector/processors/transcript_topic_detector.py

@@ -1,6 +1,6 @@
 from textwrap import dedent
 
-from pydantic import BaseModel, ConfigDict, Field
+from pydantic import BaseModel, Field
 
 from reflector.llm import LLM
 from reflector.processors.base import Processor
@@ -34,14 +34,8 @@ TOPIC_PROMPT = dedent(
 class TopicResponse(BaseModel):
     """Structured response for topic detection"""
 
-    model_config = ConfigDict(populate_by_name=True)
-
-    title: str = Field(
-        description="A descriptive title for the topic being discussed", alias="Title"
-    )
-    summary: str = Field(
-        description="A concise 1-2 sentence summary of the discussion", alias="Summary"
-    )
+    title: str = Field(description="A descriptive title for the topic being discussed")
+    summary: str = Field(description="A concise 1-2 sentence summary of the discussion")
 
 
 class TranscriptTopicDetectorProcessor(Processor):

server/reflector/processors/types.py

@@ -4,8 +4,11 @@ import tempfile
 from pathlib import Path
 from typing import Annotated, TypedDict
 
+from profanityfilter import ProfanityFilter
 from pydantic import BaseModel, Field, PrivateAttr
 
+from reflector.redis_cache import redis_cache
+
 
 class DiarizationSegment(TypedDict):
     """Type definition for diarization segment containing speaker information"""
@@ -17,6 +20,9 @@ class DiarizationSegment(TypedDict):
 
 PUNC_RE = re.compile(r"[.;:?!…]")
 
+profanity_filter = ProfanityFilter()
+profanity_filter.set_censor("*")
+
 
 class AudioFile(BaseModel):
     name: str
@@ -118,11 +124,21 @@ def words_to_segments(words: list[Word]) -> list[TranscriptSegment]:
 
 class Transcript(BaseModel):
     translation: str | None = None
-    words: list[Word] = []
+    words: list[Word] = None
+
+    @property
+    def raw_text(self):
+        # Uncensored text
+        return "".join([word.text for word in self.words])
+
+    @redis_cache(prefix="profanity", duration=3600 * 24 * 7)
+    def _get_censored_text(self, text: str):
+        return profanity_filter.censor(text).strip()
 
     @property
     def text(self):
-        return "".join([word.text for word in self.words])
+        # Censored text
+        return self._get_censored_text(self.raw_text)
 
     @property
     def human_timestamp(self):
@@ -154,6 +170,12 @@ class Transcript(BaseModel):
             word.start += offset
             word.end += offset
 
+    def clone(self):
+        words = [
+            Word(text=word.text, start=word.start, end=word.end) for word in self.words
+        ]
+        return Transcript(text=self.text, translation=self.translation, words=words)
+
     def as_segments(self) -> list[TranscriptSegment]:
         return words_to_segments(self.words)
 

server/reflector/redis_cache.py

@@ -1,17 +1,10 @@
-import asyncio
 import functools
 import json
-from typing import Optional
 
 import redis
-import redis.asyncio as redis_async
-import structlog
-from redis.exceptions import LockError
 
 from reflector.settings import settings
 
-logger = structlog.get_logger(__name__)
-
 redis_clients = {}
 
 
@@ -28,12 +21,6 @@ def get_redis_client(db=0):
     return redis_clients[db]
 
 
-async def get_async_redis_client(db: int = 0):
-    return await redis_async.from_url(
-        f"redis://{settings.REDIS_HOST}:{settings.REDIS_PORT}/{db}"
-    )
-
-
 def redis_cache(prefix="cache", duration=3600, db=settings.REDIS_CACHE_DB, argidx=1):
     """
     Cache the result of a function in Redis.
@@ -62,87 +49,3 @@ def redis_cache(prefix="cache", duration=3600, db=settings.REDIS_CACHE_DB, argid
         return wrapper
 
     return decorator
-
-
-class RedisAsyncLock:
-    def __init__(
-        self,
-        key: str,
-        timeout: int = 120,
-        extend_interval: int = 30,
-        skip_if_locked: bool = False,
-        blocking: bool = True,
-        blocking_timeout: Optional[float] = None,
-    ):
-        self.key = f"async_lock:{key}"
-        self.timeout = timeout
-        self.extend_interval = extend_interval
-        self.skip_if_locked = skip_if_locked
-        self.blocking = blocking
-        self.blocking_timeout = blocking_timeout
-        self._lock = None
-        self._redis = None
-        self._extend_task = None
-        self._acquired = False
-
-    async def _extend_lock_periodically(self):
-        while True:
-            try:
-                await asyncio.sleep(self.extend_interval)
-                if self._lock:
-                    await self._lock.extend(self.timeout, replace_ttl=True)
-                    logger.debug("Extended lock", key=self.key)
-            except LockError:
-                logger.warning("Failed to extend lock", key=self.key)
-                break
-            except asyncio.CancelledError:
-                break
-            except Exception as e:
-                logger.error("Error extending lock", key=self.key, error=str(e))
-                break
-
-    async def __aenter__(self):
-        self._redis = await get_async_redis_client()
-        self._lock = self._redis.lock(
-            self.key,
-            timeout=self.timeout,
-            blocking=self.blocking,
-            blocking_timeout=self.blocking_timeout,
-        )
-
-        self._acquired = await self._lock.acquire()
-
-        if not self._acquired:
-            if self.skip_if_locked:
-                logger.warning(
-                    "Lock already acquired by another process, skipping", key=self.key
-                )
-                return self
-            else:
-                raise LockError(f"Failed to acquire lock: {self.key}")
-
-        self._extend_task = asyncio.create_task(self._extend_lock_periodically())
-        logger.info("Acquired lock", key=self.key)
-        return self
-
-    async def __aexit__(self, exc_type, exc_val, exc_tb):
-        if self._extend_task:
-            self._extend_task.cancel()
-            try:
-                await self._extend_task
-            except asyncio.CancelledError:
-                pass
-
-        if self._acquired and self._lock:
-            try:
-                await self._lock.release()
-                logger.info("Released lock", key=self.key)
-            except LockError:
-                logger.debug("Lock already released or expired", key=self.key)
-
-        if self._redis:
-            await self._redis.aclose()
-
-    @property
-    def acquired(self) -> bool:
-        return self._acquired

server/reflector/services/ics_sync.py

@@ -1,408 +0,0 @@
-"""
-ICS Calendar Synchronization Service
-
-This module provides services for fetching, parsing, and synchronizing ICS (iCalendar)
-calendar feeds with room booking data in the database.
-
-Key Components:
-- ICSFetchService: Handles HTTP fetching and parsing of ICS calendar data
-- ICSSyncService: Manages the synchronization process between ICS feeds and database
-
-Example Usage:
-    # Sync a room's calendar
-    room = Room(id="room1", name="conference-room", ics_url="https://cal.example.com/room.ics")
-    result = await ics_sync_service.sync_room_calendar(room)
-
-    # Result structure:
-    {
-        "status": "success",  # success|unchanged|error|skipped
-        "hash": "abc123...",  # MD5 hash of ICS content
-        "events_found": 5,    # Events matching this room
-        "total_events": 12,   # Total events in calendar within time window
-        "events_created": 2,  # New events added to database
-        "events_updated": 3,  # Existing events modified
-        "events_deleted": 1   # Events soft-deleted (no longer in calendar)
-    }
-
-Event Matching:
-    Events are matched to rooms by checking if the room's full URL appears in the
-    event's LOCATION or DESCRIPTION fields. Only events within a 25-hour window
-    (1 hour ago to 24 hours from now) are processed.
-
-Input: ICS calendar URL (e.g., "https://calendar.google.com/calendar/ical/...")
-Output: EventData objects with structured calendar information:
-    {
-        "ics_uid": "event123@google.com",
-        "title": "Team Meeting",
-        "description": "Weekly sync meeting",
-        "location": "https://meet.company.com/conference-room",
-        "start_time": datetime(2024, 1, 15, 14, 0, tzinfo=UTC),
-        "end_time": datetime(2024, 1, 15, 15, 0, tzinfo=UTC),
-        "attendees": [
-            {"email": "user@company.com", "name": "John Doe", "role": "ORGANIZER"},
-            {"email": "attendee@company.com", "name": "Jane Smith", "status": "ACCEPTED"}
-        ],
-        "ics_raw_data": "BEGIN:VEVENT\nUID:event123@google.com\n..."
-    }
-"""
-
-import hashlib
-from datetime import date, datetime, timedelta, timezone
-from enum import Enum
-from typing import TypedDict
-
-import httpx
-import pytz
-import structlog
-from icalendar import Calendar, Event
-
-from reflector.db.calendar_events import CalendarEvent, calendar_events_controller
-from reflector.db.rooms import Room, rooms_controller
-from reflector.redis_cache import RedisAsyncLock
-from reflector.settings import settings
-
-logger = structlog.get_logger()
-
-EVENT_WINDOW_DELTA_START = timedelta(hours=-1)
-EVENT_WINDOW_DELTA_END = timedelta(hours=24)
-
-
-class SyncStatus(str, Enum):
-    SUCCESS = "success"
-    UNCHANGED = "unchanged"
-    ERROR = "error"
-    SKIPPED = "skipped"
-
-
-class AttendeeData(TypedDict, total=False):
-    email: str | None
-    name: str | None
-    status: str | None
-    role: str | None
-
-
-class EventData(TypedDict):
-    ics_uid: str
-    title: str | None
-    description: str | None
-    location: str | None
-    start_time: datetime
-    end_time: datetime
-    attendees: list[AttendeeData]
-    ics_raw_data: str
-
-
-class SyncStats(TypedDict):
-    events_created: int
-    events_updated: int
-    events_deleted: int
-
-
-class SyncResultBase(TypedDict):
-    status: SyncStatus
-
-
-class SyncResult(SyncResultBase, total=False):
-    hash: str | None
-    events_found: int
-    total_events: int
-    events_created: int
-    events_updated: int
-    events_deleted: int
-    error: str | None
-    reason: str | None
-
-
-class ICSFetchService:
-    def __init__(self):
-        self.client = httpx.AsyncClient(
-            timeout=30.0, headers={"User-Agent": "Reflector/1.0"}
-        )
-
-    async def fetch_ics(self, url: str) -> str:
-        response = await self.client.get(url)
-        response.raise_for_status()
-
-        return response.text
-
-    def parse_ics(self, ics_content: str) -> Calendar:
-        return Calendar.from_ical(ics_content)
-
-    def extract_room_events(
-        self, calendar: Calendar, room_name: str, room_url: str
-    ) -> tuple[list[EventData], int]:
-        events = []
-        total_events = 0
-        now = datetime.now(timezone.utc)
-        window_start = now + EVENT_WINDOW_DELTA_START
-        window_end = now + EVENT_WINDOW_DELTA_END
-
-        for component in calendar.walk():
-            if component.name != "VEVENT":
-                continue
-
-            status = component.get("STATUS", "").upper()
-            if status == "CANCELLED":
-                continue
-
-            # Count total non-cancelled events in the time window
-            event_data = self._parse_event(component)
-            if event_data and window_start <= event_data["start_time"] <= window_end:
-                total_events += 1
-
-                # Check if event matches this room
-                if self._event_matches_room(component, room_name, room_url):
-                    events.append(event_data)
-
-        return events, total_events
-
-    def _event_matches_room(self, event: Event, room_name: str, room_url: str) -> bool:
-        location = str(event.get("LOCATION", ""))
-        description = str(event.get("DESCRIPTION", ""))
-
-        # Only match full room URL
-        # XXX leaved here as a patterns, to later be extended with tinyurl or such too
-        patterns = [
-            room_url,
-        ]
-
-        # Check location and description for patterns
-        text_to_check = f"{location} {description}".lower()
-        for pattern in patterns:
-            if pattern.lower() in text_to_check:
-                return True
-
-        return False
-
-    def _parse_event(self, event: Event) -> EventData | None:
-        uid = str(event.get("UID", ""))
-        summary = str(event.get("SUMMARY", ""))
-        description = str(event.get("DESCRIPTION", ""))
-        location = str(event.get("LOCATION", ""))
-        dtstart = event.get("DTSTART")
-        dtend = event.get("DTEND")
-
-        if not dtstart:
-            return None
-
-        # Convert fields
-        start_time = self._normalize_datetime(
-            dtstart.dt if hasattr(dtstart, "dt") else dtstart
-        )
-        end_time = (
-            self._normalize_datetime(dtend.dt if hasattr(dtend, "dt") else dtend)
-            if dtend
-            else start_time + timedelta(hours=1)
-        )
-        attendees = self._parse_attendees(event)
-
-        # Get raw event data for storage
-        raw_data = event.to_ical().decode("utf-8")
-
-        return {
-            "ics_uid": uid,
-            "title": summary,
-            "description": description,
-            "location": location,
-            "start_time": start_time,
-            "end_time": end_time,
-            "attendees": attendees,
-            "ics_raw_data": raw_data,
-        }
-
-    def _normalize_datetime(self, dt) -> datetime:
-        # Ensure datetime is with timezone, if not, assume UTC
-        if isinstance(dt, date) and not isinstance(dt, datetime):
-            dt = datetime.combine(dt, datetime.min.time())
-            dt = pytz.UTC.localize(dt)
-        elif isinstance(dt, datetime):
-            if dt.tzinfo is None:
-                dt = pytz.UTC.localize(dt)
-            else:
-                dt = dt.astimezone(pytz.UTC)
-
-        return dt
-
-    def _parse_attendees(self, event: Event) -> list[AttendeeData]:
-        # Extracts attendee information from both ATTENDEE and ORGANIZER properties.
-        # Handles malformed comma-separated email addresses in single ATTENDEE fields
-        # by splitting them into separate attendee entries. Returns a list of attendee
-        # data including email, name, status, and role information.
-        final_attendees = []
-
-        attendees = event.get("ATTENDEE", [])
-        if not isinstance(attendees, list):
-            attendees = [attendees]
-        for att in attendees:
-            email_str = str(att).replace("mailto:", "") if att else None
-
-            # Handle malformed comma-separated email addresses in a single ATTENDEE field
-            if email_str and "," in email_str:
-                # Split comma-separated emails and create separate attendee entries
-                email_parts = [email.strip() for email in email_str.split(",")]
-                for email in email_parts:
-                    if email and "@" in email:
-                        clean_email = email.replace("MAILTO:", "").replace(
-                            "mailto:", ""
-                        )
-                        att_data: AttendeeData = {
-                            "email": clean_email,
-                            "name": att.params.get("CN")
-                            if hasattr(att, "params") and email == email_parts[0]
-                            else None,
-                            "status": att.params.get("PARTSTAT")
-                            if hasattr(att, "params") and email == email_parts[0]
-                            else None,
-                            "role": att.params.get("ROLE")
-                            if hasattr(att, "params") and email == email_parts[0]
-                            else None,
-                        }
-                        final_attendees.append(att_data)
-            else:
-                # Normal single attendee
-                att_data: AttendeeData = {
-                    "email": email_str,
-                    "name": att.params.get("CN") if hasattr(att, "params") else None,
-                    "status": att.params.get("PARTSTAT")
-                    if hasattr(att, "params")
-                    else None,
-                    "role": att.params.get("ROLE") if hasattr(att, "params") else None,
-                }
-                final_attendees.append(att_data)
-
-        # Add organizer
-        organizer = event.get("ORGANIZER")
-        if organizer:
-            org_email = (
-                str(organizer).replace("mailto:", "").replace("MAILTO:", "")
-                if organizer
-                else None
-            )
-            org_data: AttendeeData = {
-                "email": org_email,
-                "name": organizer.params.get("CN")
-                if hasattr(organizer, "params")
-                else None,
-                "role": "ORGANIZER",
-            }
-            final_attendees.append(org_data)
-
-        return final_attendees
-
-
-class ICSSyncService:
-    def __init__(self):
-        self.fetch_service = ICSFetchService()
-
-    async def sync_room_calendar(self, room: Room) -> SyncResult:
-        async with RedisAsyncLock(
-            f"ics_sync_room:{room.id}", skip_if_locked=True
-        ) as lock:
-            if not lock.acquired:
-                logger.warning("ICS sync already in progress for room", room_id=room.id)
-                return {
-                    "status": SyncStatus.SKIPPED,
-                    "reason": "Sync already in progress",
-                }
-
-            return await self._sync_room_calendar(room)
-
-    async def _sync_room_calendar(self, room: Room) -> SyncResult:
-        if not room.ics_enabled or not room.ics_url:
-            return {"status": SyncStatus.SKIPPED, "reason": "ICS not configured"}
-
-        try:
-            if not self._should_sync(room):
-                return {"status": SyncStatus.SKIPPED, "reason": "Not time to sync yet"}
-
-            ics_content = await self.fetch_service.fetch_ics(room.ics_url)
-            calendar = self.fetch_service.parse_ics(ics_content)
-
-            content_hash = hashlib.md5(ics_content.encode()).hexdigest()
-            if room.ics_last_etag == content_hash:
-                logger.info("No changes in ICS for room", room_id=room.id)
-                room_url = f"{settings.UI_BASE_URL}/{room.name}"
-                events, total_events = self.fetch_service.extract_room_events(
-                    calendar, room.name, room_url
-                )
-                return {
-                    "status": SyncStatus.UNCHANGED,
-                    "hash": content_hash,
-                    "events_found": len(events),
-                    "total_events": total_events,
-                    "events_created": 0,
-                    "events_updated": 0,
-                    "events_deleted": 0,
-                }
-
-            # Extract matching events
-            room_url = f"{settings.UI_BASE_URL}/{room.name}"
-            events, total_events = self.fetch_service.extract_room_events(
-                calendar, room.name, room_url
-            )
-            sync_result = await self._sync_events_to_database(room.id, events)
-
-            # Update room sync metadata
-            await rooms_controller.update(
-                room,
-                {
-                    "ics_last_sync": datetime.now(timezone.utc),
-                    "ics_last_etag": content_hash,
-                },
-                mutate=False,
-            )
-
-            return {
-                "status": SyncStatus.SUCCESS,
-                "hash": content_hash,
-                "events_found": len(events),
-                "total_events": total_events,
-                **sync_result,
-            }
-
-        except Exception as e:
-            logger.error("Failed to sync ICS for room", room_id=room.id, error=str(e))
-            return {"status": SyncStatus.ERROR, "error": str(e)}
-
-    def _should_sync(self, room: Room) -> bool:
-        if not room.ics_last_sync:
-            return True
-
-        time_since_sync = datetime.now(timezone.utc) - room.ics_last_sync
-        return time_since_sync.total_seconds() >= room.ics_fetch_interval
-
-    async def _sync_events_to_database(
-        self, room_id: str, events: list[EventData]
-    ) -> SyncStats:
-        created = 0
-        updated = 0
-
-        current_ics_uids = []
-
-        for event_data in events:
-            calendar_event = CalendarEvent(room_id=room_id, **event_data)
-            existing = await calendar_events_controller.get_by_ics_uid(
-                room_id, event_data["ics_uid"]
-            )
-
-            if existing:
-                updated += 1
-            else:
-                created += 1
-
-            await calendar_events_controller.upsert(calendar_event)
-            current_ics_uids.append(event_data["ics_uid"])
-
-        # Soft delete events that are no longer in calendar
-        deleted = await calendar_events_controller.soft_delete_missing(
-            room_id, current_ics_uids
-        )
-
-        return {
-            "events_created": created,
-            "events_updated": updated,
-            "events_deleted": deleted,
-        }
-
-
-ics_sync_service = ICSSyncService()

server/reflector/settings.py

@@ -1,7 +1,6 @@
 from pydantic.types import PositiveInt
 from pydantic_settings import BaseSettings, SettingsConfigDict
 
-from reflector.platform_types import Platform
 from reflector.utils.string import NonEmptyString
 
 
@@ -124,24 +123,22 @@ class Settings(BaseSettings):
     # Whereby integration
     WHEREBY_API_URL: str = "https://api.whereby.dev/v1"
     WHEREBY_API_KEY: NonEmptyString | None = None
+
+    # Jibri integration
+    JIBRI_RECORDINGS_PATH: str = "/recordings"
     WHEREBY_WEBHOOK_SECRET: str | None = None
     AWS_WHEREBY_ACCESS_KEY_ID: str | None = None
     AWS_WHEREBY_ACCESS_KEY_SECRET: str | None = None
     AWS_PROCESS_RECORDING_QUEUE_URL: str | None = None
     SQS_POLLING_TIMEOUT_SECONDS: int = 60
 
-    # Daily.co integration
-    DAILY_API_KEY: str | None = None
-    DAILY_WEBHOOK_SECRET: str | None = None
-    DAILY_SUBDOMAIN: str | None = None
-    AWS_DAILY_S3_BUCKET: str | None = None
-    AWS_DAILY_S3_REGION: str = "us-west-2"
-    AWS_DAILY_ROLE_ARN: str | None = None
-
-    # Platform Migration Feature Flags
-    DAILY_MIGRATION_ENABLED: bool = False
-    DAILY_MIGRATION_ROOM_IDS: list[str] = []
-    DEFAULT_VIDEO_PLATFORM: Platform = "whereby"
+    # Jitsi Meet
+    JITSI_DOMAIN: str = "meet.jit.si"
+    JITSI_JWT_SECRET: str | None = None
+    JITSI_WEBHOOK_SECRET: str | None = None
+    JITSI_APP_ID: str = "reflector"
+    JITSI_JWT_ISSUER: str = "reflector"
+    JITSI_JWT_AUDIENCE: str = "jitsi"
 
     # Zulip integration
     ZULIP_REALM: str | None = None

server/reflector/video_platforms/__init__.py

@@ -5,8 +5,7 @@ It allows seamless switching between providers (Whereby, Daily.co, etc.) without
 changing the core application logic.
 """
 
-from .base import VideoPlatformClient
-from .models import MeetingData, VideoPlatformConfig
+from .base import MeetingData, VideoPlatformClient, VideoPlatformConfig
 from .registry import get_platform_client, register_platform
 
 __all__ = [

server/reflector/video_platforms/base.py

@@ -1,26 +1,48 @@
 from abc import ABC, abstractmethod
 from datetime import datetime
-from typing import TYPE_CHECKING, Any, Dict, Optional
+from typing import Any, Dict, Optional
 
-from reflector.platform_types import Platform
+from pydantic import BaseModel
 
-from .models import MeetingData, VideoPlatformConfig
+from reflector.db.rooms import Room
 
-if TYPE_CHECKING:
-    from reflector.db.rooms import Room
+
+class MeetingData(BaseModel):
+    """Standardized meeting data returned by all platforms."""
+
+    meeting_id: str
+    room_name: str
+    room_url: str
+    host_room_url: str
+    platform: str
+    extra_data: Dict[str, Any] = {}  # Platform-specific data
+
+
+class VideoPlatformConfig(BaseModel):
+    """Configuration for a video platform."""
+
+    api_key: str
+    webhook_secret: str
+    api_url: Optional[str] = None
+    subdomain: Optional[str] = None
+    s3_bucket: Optional[str] = None
+    s3_region: Optional[str] = None
+    aws_role_arn: Optional[str] = None
+    aws_access_key_id: Optional[str] = None
+    aws_access_key_secret: Optional[str] = None
 
 
 class VideoPlatformClient(ABC):
     """Abstract base class for video platform integrations."""
 
-    PLATFORM_NAME: Platform
+    PLATFORM_NAME: str = ""
 
     def __init__(self, config: VideoPlatformConfig):
         self.config = config
 
     @abstractmethod
     async def create_meeting(
-        self, room_name_prefix: str, end_date: datetime, room: "Room"
+        self, room_name_prefix: str, end_date: datetime, room: Room
     ) -> MeetingData:
         """Create a new meeting room."""
         pass
@@ -47,7 +69,7 @@ class VideoPlatformClient(ABC):
         """Verify webhook signature for security."""
         pass
 
-    def format_recording_config(self, room: "Room") -> Dict[str, Any]:
+    def format_recording_config(self, room: Room) -> Dict[str, Any]:
         """Format recording configuration for the platform.
         Can be overridden by specific implementations."""
         if room.recording_type == "cloud" and self.config.s3_bucket:

server/reflector/video_platforms/daily.py

@@ -1,178 +0,0 @@
-import hmac
-from datetime import datetime
-from hashlib import sha256
-from http import HTTPStatus
-from typing import Any, Dict, Optional
-
-import httpx
-
-from reflector.db.rooms import Room
-from reflector.platform_types import Platform
-
-from .base import VideoPlatformClient
-from .models import MeetingData, RecordingType, VideoPlatformConfig
-
-
-class DailyClient(VideoPlatformClient):
-    PLATFORM_NAME: Platform = "daily"
-    TIMEOUT = 10
-    BASE_URL = "https://api.daily.co/v1"
-    TIMESTAMP_FORMAT = "%Y%m%d%H%M%S"
-    RECORDING_NONE: RecordingType = "none"
-    RECORDING_CLOUD: RecordingType = "cloud"
-
-    def __init__(self, config: VideoPlatformConfig):
-        super().__init__(config)
-        self.headers = {
-            "Authorization": f"Bearer {config.api_key}",
-            "Content-Type": "application/json",
-        }
-
-    async def create_meeting(
-        self, room_name_prefix: str, end_date: datetime, room: Room
-    ) -> MeetingData:
-        """Create a Daily.co room."""
-        timestamp = datetime.now().strftime(self.TIMESTAMP_FORMAT)
-        if room_name_prefix:
-            room_name = f"{room_name_prefix}-{timestamp}"
-        else:
-            room_name = f"room-{timestamp}"
-
-        data = {
-            "name": room_name,
-            "privacy": "private" if room.is_locked else "public",
-            "properties": {
-                "enable_recording": "raw-tracks"
-                if room.recording_type != self.RECORDING_NONE
-                else False,
-                "enable_chat": True,
-                "enable_screenshare": True,
-                "start_video_off": False,
-                "start_audio_off": False,
-                "exp": int(end_date.timestamp()),
-            },
-        }
-
-        # Configure S3 bucket for recordings
-        # NOTE: Not checking room.recording_type - figure out later if conditional needed
-        assert self.config.s3_bucket, "S3 bucket must be configured"
-        data["properties"]["recordings_bucket"] = {
-            "bucket_name": self.config.s3_bucket,
-            "bucket_region": self.config.s3_region,
-            "assume_role_arn": self.config.aws_role_arn,
-            "allow_api_access": True,
-        }
-
-        from reflector.logger import logger
-
-        async with httpx.AsyncClient() as client:
-            response = await client.post(
-                f"{self.BASE_URL}/rooms",
-                headers=self.headers,
-                json=data,
-                timeout=self.TIMEOUT,
-            )
-            if response.status_code >= 400:
-                logger.error(
-                    "Daily.co API error",
-                    status_code=response.status_code,
-                    response_body=response.text,
-                    request_data=data,
-                )
-            response.raise_for_status()
-            result = response.json()
-
-        # Format response to match our standard
-        room_url = result["url"]
-
-        return MeetingData(
-            meeting_id=result["id"],
-            room_name=result["name"],
-            room_url=room_url,
-            host_room_url=room_url,
-            platform=self.PLATFORM_NAME,
-            extra_data=result,
-        )
-
-    async def get_room_sessions(self, room_name: str) -> Dict[str, Any]:
-        """Get Daily.co room information."""
-        async with httpx.AsyncClient() as client:
-            response = await client.get(
-                f"{self.BASE_URL}/rooms/{room_name}",
-                headers=self.headers,
-                timeout=self.TIMEOUT,
-            )
-            response.raise_for_status()
-            return response.json()
-
-    async def get_room_presence(self, room_name: str) -> Dict[str, Any]:
-        """Get real-time participant data - Daily.co specific feature."""
-        async with httpx.AsyncClient() as client:
-            response = await client.get(
-                f"{self.BASE_URL}/rooms/{room_name}/presence",
-                headers=self.headers,
-                timeout=self.TIMEOUT,
-            )
-            response.raise_for_status()
-            return response.json()
-
-    async def delete_room(self, room_name: str) -> bool:
-        """Delete a Daily.co room."""
-        async with httpx.AsyncClient() as client:
-            response = await client.delete(
-                f"{self.BASE_URL}/rooms/{room_name}",
-                headers=self.headers,
-                timeout=self.TIMEOUT,
-            )
-            # Daily.co returns 200 for success, 404 if room doesn't exist
-            return response.status_code in (HTTPStatus.OK, HTTPStatus.NOT_FOUND)
-
-    async def upload_logo(self, room_name: str, logo_path: str) -> bool:
-        """Daily.co doesn't support custom logos per room - this is a no-op."""
-        return True
-
-    def verify_webhook_signature(
-        self, body: bytes, signature: str, timestamp: Optional[str] = None
-    ) -> bool:
-        """Verify Daily.co webhook signature.
-
-        Daily.co uses:
-        - X-Webhook-Signature header
-        - X-Webhook-Timestamp header
-        - Signature format: HMAC-SHA256(base64_decode(secret), timestamp + '.' + body)
-        - Result is base64 encoded
-        """
-        if not signature or not timestamp:
-            return False
-
-        try:
-            import base64
-
-            secret_bytes = base64.b64decode(self.config.webhook_secret)
-
-            signed_content = timestamp.encode() + b"." + body
-
-            expected = hmac.new(secret_bytes, signed_content, sha256).digest()
-            expected_b64 = base64.b64encode(expected).decode()
-
-            return hmac.compare_digest(expected_b64, signature)
-        except Exception:
-            return False
-
-    async def create_meeting_token(self, room_name: str, enable_recording: bool) -> str:
-        """Create meeting token for auto-recording."""
-        data = {"properties": {"room_name": room_name}}
-
-        if enable_recording:
-            data["properties"]["start_cloud_recording"] = True
-            data["properties"]["enable_recording_ui"] = False
-
-        async with httpx.AsyncClient() as client:
-            response = await client.post(
-                f"{self.BASE_URL}/meeting-tokens",
-                headers=self.headers,
-                json=data,
-                timeout=self.TIMEOUT,
-            )
-            response.raise_for_status()
-            return response.json()["token"]

server/reflector/video_platforms/factory.py

@@ -1,80 +1,54 @@
 """Factory for creating video platform clients based on configuration."""
 
-from typing import Optional
+from typing import TYPE_CHECKING, Literal, Optional, overload
 
+from reflector.db.rooms import VideoPlatform
 from reflector.settings import settings
 
-from .base import Platform, VideoPlatformClient, VideoPlatformConfig
+from .base import VideoPlatformClient, VideoPlatformConfig
 from .registry import get_platform_client
 
+if TYPE_CHECKING:
+    from .jitsi import JitsiClient
+    from .whereby import WherebyClient
 
-def get_platform_config(platform: Platform) -> VideoPlatformConfig:
+
+def get_platform_config(platform: str) -> VideoPlatformConfig:
     """Get configuration for a specific platform."""
-    if platform == "whereby":
-        if not settings.WHEREBY_API_KEY:
-            raise ValueError(
-                "WHEREBY_API_KEY is required when platform='whereby'. "
-                "Set WHEREBY_API_KEY environment variable."
-            )
+    if platform == VideoPlatform.WHEREBY:
         return VideoPlatformConfig(
-            api_key=settings.WHEREBY_API_KEY,
+            api_key=settings.WHEREBY_API_KEY or "",
             webhook_secret=settings.WHEREBY_WEBHOOK_SECRET or "",
             api_url=settings.WHEREBY_API_URL,
             s3_bucket=settings.RECORDING_STORAGE_AWS_BUCKET_NAME,
-            s3_region=settings.RECORDING_STORAGE_AWS_REGION,
             aws_access_key_id=settings.AWS_WHEREBY_ACCESS_KEY_ID,
             aws_access_key_secret=settings.AWS_WHEREBY_ACCESS_KEY_SECRET,
         )
-    elif platform == "daily":
-        if not settings.DAILY_API_KEY:
-            raise ValueError(
-                "DAILY_API_KEY is required when platform='daily'. "
-                "Set DAILY_API_KEY environment variable."
-            )
-        if not settings.DAILY_SUBDOMAIN:
-            raise ValueError(
-                "DAILY_SUBDOMAIN is required when platform='daily'. "
-                "Set DAILY_SUBDOMAIN environment variable."
-            )
+    elif platform == VideoPlatform.JITSI:
         return VideoPlatformConfig(
-            api_key=settings.DAILY_API_KEY,
-            webhook_secret=settings.DAILY_WEBHOOK_SECRET or "",
-            subdomain=settings.DAILY_SUBDOMAIN,
-            s3_bucket=settings.AWS_DAILY_S3_BUCKET,
-            s3_region=settings.AWS_DAILY_S3_REGION,
-            aws_role_arn=settings.AWS_DAILY_ROLE_ARN,
+            api_key="",  # Jitsi uses JWT, no API key
+            webhook_secret=settings.JITSI_WEBHOOK_SECRET or "",
+            api_url=f"https://{settings.JITSI_DOMAIN}",
         )
     else:
         raise ValueError(f"Unknown platform: {platform}")
 
 
-def create_platform_client(platform: Platform) -> VideoPlatformClient:
+@overload
+def create_platform_client(platform: Literal["jitsi"]) -> "JitsiClient": ...
+
+
+@overload
+def create_platform_client(platform: Literal["whereby"]) -> "WherebyClient": ...
+
+
+def create_platform_client(platform: str) -> VideoPlatformClient:
     """Create a video platform client instance."""
     config = get_platform_config(platform)
     return get_platform_client(platform, config)
 
 
-def get_platform_for_room(
-    room_id: Optional[str] = None, room_platform: Optional[Platform] = None
-) -> Platform:
-    """Determine which platform to use for a room.
-
-    Priority order (highest to lowest):
-    1. DAILY_MIGRATION_ROOM_IDS - env var override for testing/migration
-    2. room_platform - database persisted platform choice
-    3. DEFAULT_VIDEO_PLATFORM - env var fallback
-    """
-    # If Daily migration is disabled, always use Whereby
-    if not settings.DAILY_MIGRATION_ENABLED:
-        return "whereby"
-
-    # Highest priority: If room is in migration list, use Daily (env var override)
-    if room_id and room_id in settings.DAILY_MIGRATION_ROOM_IDS:
-        return "daily"
-
-    # Second priority: Use room's persisted platform from database
-    if room_platform:
-        return room_platform
-
-    # Fallback: Use default platform from env var
-    return settings.DEFAULT_VIDEO_PLATFORM
+def get_platform_for_room(room_id: Optional[str] = None) -> str:
+    """Determine which platform to use for a room based on feature flags."""
+    # For now, default to whereby since we don't have feature flags yet
+    return VideoPlatform.WHEREBY

server/reflector/video_platforms/jitsi/__init__.py

@@ -0,0 +1,4 @@
+from .client import JitsiClient, JitsiMeetingData
+from .router import router
+
+__all__ = ["JitsiClient", "JitsiMeetingData", "router"]

server/reflector/video_platforms/jitsi/client.py

@@ -0,0 +1,111 @@
+import hmac
+from datetime import datetime, timezone
+from hashlib import sha256
+from typing import Any, Dict, Optional
+
+import jwt
+
+from reflector.db.rooms import Room, VideoPlatform
+from reflector.settings import settings
+from reflector.utils import generate_uuid4
+
+from ..base import MeetingData, VideoPlatformClient
+
+
+class JitsiMeetingData(MeetingData):
+    @property
+    def user_jwt(self) -> str:
+        return self.extra_data.get("user_jwt", "")
+
+    @property
+    def host_jwt(self) -> str:
+        return self.extra_data.get("host_jwt", "")
+
+    @property
+    def domain(self) -> str:
+        return self.extra_data.get("domain", "")
+
+
+class JitsiClient(VideoPlatformClient):
+    PLATFORM_NAME = VideoPlatform.JITSI
+
+    def _generate_jwt(self, room: str, moderator: bool, exp: datetime) -> str:
+        if not settings.JITSI_JWT_SECRET:
+            raise ValueError("JITSI_JWT_SECRET is required for JWT generation")
+
+        payload = {
+            "aud": settings.JITSI_JWT_AUDIENCE,
+            "iss": settings.JITSI_JWT_ISSUER,
+            "sub": settings.JITSI_DOMAIN,
+            "room": room,
+            "exp": int(exp.timestamp()),
+            "context": {
+                "user": {
+                    "name": "Reflector User",
+                    "moderator": moderator,
+                },
+                "features": {
+                    "recording": True,
+                    "livestreaming": False,
+                },
+            },
+        }
+
+        return jwt.encode(payload, settings.JITSI_JWT_SECRET, algorithm="HS256")
+
+    async def create_meeting(
+        self, room_name_prefix: str, end_date: datetime, room: Room
+    ) -> JitsiMeetingData:
+        jitsi_room = f"reflector-{room.name}-{generate_uuid4()}"
+
+        user_jwt = self._generate_jwt(room=jitsi_room, moderator=False, exp=end_date)
+        host_jwt = self._generate_jwt(room=jitsi_room, moderator=True, exp=end_date)
+
+        room_url = f"https://{settings.JITSI_DOMAIN}/{jitsi_room}?jwt={user_jwt}"
+        host_room_url = f"https://{settings.JITSI_DOMAIN}/{jitsi_room}?jwt={host_jwt}"
+
+        return JitsiMeetingData(
+            meeting_id=generate_uuid4(),
+            room_name=jitsi_room,
+            room_url=room_url,
+            host_room_url=host_room_url,
+            platform=self.PLATFORM_NAME,
+            extra_data={
+                "user_jwt": user_jwt,
+                "host_jwt": host_jwt,
+                "domain": settings.JITSI_DOMAIN,
+            },
+        )
+
+    async def get_room_sessions(self, room_name: str) -> Dict[str, Any]:
+        return {
+            "roomName": room_name,
+            "sessions": [
+                {
+                    "sessionId": generate_uuid4(),
+                    "startTime": datetime.now(tz=timezone.utc).isoformat(),
+                    "participants": [],
+                    "isActive": True,
+                }
+            ],
+        }
+
+    async def delete_room(self, room_name: str) -> bool:
+        return True
+
+    async def upload_logo(self, room_name: str, logo_path: str) -> bool:
+        return True
+
+    def verify_webhook_signature(
+        self, body: bytes, signature: str, timestamp: Optional[str] = None
+    ) -> bool:
+        if not signature or not self.config.webhook_secret:
+            return False
+
+        try:
+            expected = hmac.new(
+                self.config.webhook_secret.encode(), body, sha256
+            ).hexdigest()
+            return hmac.compare_digest(expected, signature)
+        except Exception:
+            return False

server/reflector/video_platforms/jitsi/router.py

@@ -0,0 +1,165 @@
+import hmac
+from datetime import datetime
+from hashlib import sha256
+from typing import Any, Dict
+
+from fastapi import APIRouter, HTTPException, Request
+from pydantic import BaseModel
+
+from reflector.db.meetings import meetings_controller
+from reflector.settings import settings
+
+try:
+    from reflector.video_platforms import create_platform_client
+except ImportError:
+    # PyJWT not yet installed, will be added in final task
+    def create_platform_client(platform: str):
+        return None
+
+
+router = APIRouter()
+
+
+class JitsiWebhookEvent(BaseModel):
+    event: str
+    room: str
+    timestamp: datetime
+    data: Dict[str, Any] = {}
+
+
+class JibriRecordingEvent(BaseModel):
+    room_name: str
+    recording_file: str
+    recording_status: str
+    timestamp: datetime
+
+
+def verify_jitsi_webhook_signature(body: bytes, signature: str) -> bool:
+    """Verify Jitsi webhook signature using HMAC-SHA256."""
+    if not signature or not settings.JITSI_WEBHOOK_SECRET:
+        return False
+
+    try:
+        client = create_platform_client("jitsi")
+        if client is None:
+            # Fallback verification when platform client not available
+            expected = hmac.new(
+                settings.JITSI_WEBHOOK_SECRET.encode(), body, sha256
+            ).hexdigest()
+            return hmac.compare_digest(expected, signature)
+        return client.verify_webhook_signature(body, signature)
+    except Exception:
+        return False
+
+
+@router.post("/jitsi/events")
+async def jitsi_events_webhook(event: JitsiWebhookEvent, request: Request):
+    """
+    Handle Prosody event-sync webhooks from Jitsi Meet.
+
+    Expected event types:
+    - muc-occupant-joined: participant joined the room
+    - muc-occupant-left: participant left the room
+    - jibri-recording-on: recording started
+    - jibri-recording-off: recording stopped
+    """
+    # Verify webhook signature
+    body = await request.body()
+    signature = request.headers.get("x-jitsi-signature", "")
+
+    if not verify_jitsi_webhook_signature(body, signature):
+        raise HTTPException(status_code=401, detail="Invalid webhook signature")
+
+    # Find meeting by room name
+    meeting = await meetings_controller.get_by_room_name(event.room)
+    if not meeting:
+        raise HTTPException(status_code=404, detail="Meeting not found")
+
+    # Handle participant events
+    if event.event == "muc-occupant-joined":
+        # Store event and update participant count
+        await meetings_controller.participant_joined(
+            meeting.id, {"timestamp": event.timestamp, "data": event.data}
+        )
+        current_count = getattr(meeting, "num_clients", 0)
+        await meetings_controller.update_meeting(
+            meeting.id, num_clients=current_count + 1
+        )
+    elif event.event == "muc-occupant-left":
+        # Store event and update participant count
+        await meetings_controller.participant_left(
+            meeting.id, {"timestamp": event.timestamp, "data": event.data}
+        )
+        current_count = getattr(meeting, "num_clients", 0)
+        await meetings_controller.update_meeting(
+            meeting.id, num_clients=max(0, current_count - 1)
+        )
+    elif event.event == "jibri-recording-on":
+        # Store recording started event
+        await meetings_controller.recording_started(
+            meeting.id, {"timestamp": event.timestamp, "data": event.data}
+        )
+    elif event.event == "jibri-recording-off":
+        # Store recording stopped event
+        await meetings_controller.recording_stopped(
+            meeting.id, {"timestamp": event.timestamp, "data": event.data}
+        )
+
+    return {"status": "ok", "event": event.event, "room": event.room}
+
+
+@router.post("/jibri/recording-complete")
+async def jibri_recording_complete(event: JibriRecordingEvent, request: Request):
+    """
+    Handle Jibri recording completion webhook.
+
+    This endpoint is called by the Jibri finalize script when a recording
+    is completed and uploaded to storage.
+    """
+    # Verify webhook signature
+    body = await request.body()
+    signature = request.headers.get("x-jitsi-signature", "")
+
+    if not verify_jitsi_webhook_signature(body, signature):
+        raise HTTPException(status_code=401, detail="Invalid webhook signature")
+
+    # Find meeting by room name
+    meeting = await meetings_controller.get_by_room_name(event.room_name)
+    if not meeting:
+        raise HTTPException(status_code=404, detail="Meeting not found")
+
+    # Store recording completion event
+    await meetings_controller.add_event(
+        meeting.id,
+        "recording_completed",
+        {
+            "recording_file": event.recording_file,
+            "recording_status": event.recording_status,
+            "timestamp": event.timestamp,
+        },
+    )
+
+    # TODO: Trigger recording processing pipeline
+    # This is where we would:
+    # 1. Download the recording file from Jibri storage
+    # 2. Create a transcript record in the database
+    # 3. Queue the audio processing tasks (chunking, transcription, etc.)
+    # 4. Update meeting status to indicate recording is being processed
+
+    return {
+        "status": "ok",
+        "room_name": event.room_name,
+        "recording_file": event.recording_file,
+        "message": "Recording processing queued",
+    }
+
+
+@router.get("/jitsi/health")
+async def jitsi_health_check():
+    """Simple health check endpoint for Jitsi webhook configuration."""
+    return {
+        "status": "ok",
+        "service": "jitsi-webhooks",
+        "timestamp": datetime.now(tz=timezone.utc).isoformat(),
+        "webhook_secret_configured": bool(settings.JITSI_WEBHOOK_SECRET),
+    }

server/reflector/video_platforms/jitsi/tasks.py

@@ -0,0 +1,3 @@
+"""Jitsi-specific worker tasks."""
+
+# Placeholder for Jitsi recording tasks

server/reflector/video_platforms/models.py

@@ -1,49 +0,0 @@
-"""Video platform data models.
-
-Standard data models used across all video platform implementations.
-"""
-
-from typing import Any, Dict, Literal, Optional
-
-from pydantic import BaseModel, Field
-
-from reflector.platform_types import Platform
-
-RecordingType = Literal["none", "local", "cloud"]
-
-
-class MeetingData(BaseModel):
-    """Standardized meeting data returned by all providers."""
-
-    platform: Platform
-    meeting_id: str = Field(description="Platform-specific meeting identifier")
-    room_url: str = Field(description="URL for participants to join")
-    host_room_url: str = Field(description="URL for hosts (may be same as room_url)")
-    room_name: str = Field(description="Human-readable room name")
-    extra_data: Dict[str, Any] = Field(default_factory=dict)
-
-    class Config:
-        json_schema_extra = {
-            "example": {
-                "platform": "whereby",
-                "meeting_id": "12345678",
-                "room_url": "https://subdomain.whereby.com/room-20251008120000",
-                "host_room_url": "https://subdomain.whereby.com/room-20251008120000?roomKey=abc123",
-                "room_name": "room-20251008120000",
-            }
-        }
-
-
-class VideoPlatformConfig(BaseModel):
-    """Platform-agnostic configuration model."""
-
-    api_key: str
-    webhook_secret: str
-    api_url: Optional[str] = None
-    subdomain: Optional[str] = None  # Whereby/Daily subdomain
-    s3_bucket: Optional[str] = None
-    s3_region: Optional[str] = None
-    # Whereby uses access keys, Daily uses IAM role
-    aws_access_key_id: Optional[str] = None
-    aws_access_key_secret: Optional[str] = None
-    aws_role_arn: Optional[str] = None

server/reflector/video_platforms/registry.py

@@ -1,39 +1,56 @@
-from typing import Dict, Type
+from typing import TYPE_CHECKING, Dict, Literal, Type, overload
 
-from .base import Platform, VideoPlatformClient, VideoPlatformConfig
+from .base import VideoPlatformClient, VideoPlatformConfig
+
+if TYPE_CHECKING:
+    from .jitsi import JitsiClient
+    from .whereby import WherebyClient
 
 # Registry of available video platforms
-_PLATFORMS: Dict[Platform, Type[VideoPlatformClient]] = {}
+_PLATFORMS: Dict[str, Type[VideoPlatformClient]] = {}
 
 
-def register_platform(name: Platform, client_class: Type[VideoPlatformClient]):
+def register_platform(name: str, client_class: Type[VideoPlatformClient]):
     """Register a video platform implementation."""
-    _PLATFORMS[name] = client_class
+    _PLATFORMS[name.lower()] = client_class
+
+
+@overload
+def get_platform_client(
+    platform: Literal["jitsi"], config: VideoPlatformConfig
+) -> "JitsiClient": ...
+
+
+@overload
+def get_platform_client(
+    platform: Literal["whereby"], config: VideoPlatformConfig
+) -> "WherebyClient": ...
 
 
 def get_platform_client(
-    platform: Platform, config: VideoPlatformConfig
+    platform: str, config: VideoPlatformConfig
 ) -> VideoPlatformClient:
     """Get a video platform client instance."""
-    if platform not in _PLATFORMS:
+    platform_lower = platform.lower()
+    if platform_lower not in _PLATFORMS:
         raise ValueError(f"Unknown video platform: {platform}")
 
-    client_class = _PLATFORMS[platform]
+    client_class = _PLATFORMS[platform_lower]
     return client_class(config)
 
 
-def get_available_platforms() -> list[Platform]:
+def get_available_platforms() -> list[str]:
     """Get list of available platform names."""
     return list(_PLATFORMS.keys())
 
 
 # Auto-register built-in platforms
 def _register_builtin_platforms():
-    from .daily import DailyClient  # noqa: PLC0415
-    from .whereby import WherebyClient  # noqa: PLC0415
+    from .jitsi import JitsiClient
+    from .whereby import WherebyClient
 
+    register_platform("jitsi", JitsiClient)
     register_platform("whereby", WherebyClient)
-    register_platform("daily", DailyClient)
 
 
 _register_builtin_platforms()

server/reflector/video_platforms/whereby.py

@@ -1,140 +0,0 @@
-import hmac
-import json
-import re
-import time
-from datetime import datetime
-from hashlib import sha256
-from typing import Any, Dict, Optional
-
-import httpx
-
-from reflector.db.rooms import Room
-
-from .base import MeetingData, Platform, VideoPlatformClient, VideoPlatformConfig
-
-
-class WherebyClient(VideoPlatformClient):
-    """Whereby video platform implementation."""
-
-    PLATFORM_NAME: Platform = "whereby"
-    TIMEOUT = 10  # seconds
-    MAX_ELAPSED_TIME = 60 * 1000  # 1 minute in milliseconds
-
-    def __init__(self, config: VideoPlatformConfig):
-        super().__init__(config)
-        self.headers = {
-            "Content-Type": "application/json; charset=utf-8",
-            "Authorization": f"Bearer {config.api_key}",
-        }
-
-    async def create_meeting(
-        self, room_name_prefix: str, end_date: datetime, room: Room
-    ) -> MeetingData:
-        """Create a Whereby meeting."""
-        data = {
-            "isLocked": room.is_locked,
-            "roomNamePrefix": room_name_prefix,
-            "roomNamePattern": "uuid",
-            "roomMode": room.room_mode,
-            "endDate": end_date.isoformat(),
-            "fields": ["hostRoomUrl"],
-        }
-
-        # Add recording configuration if cloud recording is enabled
-        if room.recording_type == "cloud":
-            data["recording"] = {
-                "type": room.recording_type,
-                "destination": {
-                    "provider": "s3",
-                    "bucket": self.config.s3_bucket,
-                    "accessKeyId": self.config.aws_access_key_id,
-                    "accessKeySecret": self.config.aws_access_key_secret,
-                    "fileFormat": "mp4",
-                },
-                "startTrigger": room.recording_trigger,
-            }
-
-        async with httpx.AsyncClient() as client:
-            response = await client.post(
-                f"{self.config.api_url}/meetings",
-                headers=self.headers,
-                json=data,
-                timeout=self.TIMEOUT,
-            )
-            response.raise_for_status()
-            result = response.json()
-
-        return MeetingData(
-            meeting_id=result["meetingId"],
-            room_name=result["roomName"],
-            room_url=result["roomUrl"],
-            host_room_url=result["hostRoomUrl"],
-            platform=self.PLATFORM_NAME,
-            extra_data=result,
-        )
-
-    async def get_room_sessions(self, room_name: str) -> Dict[str, Any]:
-        """Get Whereby room session information."""
-        async with httpx.AsyncClient() as client:
-            response = await client.get(
-                f"{self.config.api_url}/insights/room-sessions?roomName={room_name}",
-                headers=self.headers,
-                timeout=self.TIMEOUT,
-            )
-            response.raise_for_status()
-            return response.json()
-
-    async def delete_room(self, room_name: str) -> bool:
-        """Whereby doesn't support room deletion - meetings expire automatically."""
-        return True
-
-    async def upload_logo(self, room_name: str, logo_path: str) -> bool:
-        """Upload logo to Whereby room."""
-        async with httpx.AsyncClient() as client:
-            with open(logo_path, "rb") as f:
-                response = await client.put(
-                    f"{self.config.api_url}/rooms/{room_name}/theme/logo",
-                    headers={
-                        "Authorization": f"Bearer {self.config.api_key}",
-                    },
-                    timeout=self.TIMEOUT,
-                    files={"image": f},
-                )
-                response.raise_for_status()
-        return True
-
-    def verify_webhook_signature(
-        self, body: bytes, signature: str, timestamp: Optional[str] = None
-    ) -> bool:
-        """Verify Whereby webhook signature."""
-        if not signature:
-            return False
-
-        matches = re.match(r"t=(.*),v1=(.*)", signature)
-        if not matches:
-            return False
-
-        ts, sig = matches.groups()
-
-        # Check timestamp to prevent replay attacks
-        current_time = int(time.time() * 1000)
-        diff_time = current_time - int(ts) * 1000
-        if diff_time >= self.MAX_ELAPSED_TIME:
-            return False
-
-        # Verify signature
-        body_dict = json.loads(body)
-        signed_payload = f"{ts}.{json.dumps(body_dict, separators=(',', ':'))}"
-        hmac_obj = hmac.new(
-            self.config.webhook_secret.encode("utf-8"),
-            signed_payload.encode("utf-8"),
-            sha256,
-        )
-        expected_signature = hmac_obj.hexdigest()
-
-        try:
-            return hmac.compare_digest(
-                expected_signature.encode("utf-8"), sig.encode("utf-8")
-            )
-        except Exception:
-            return False

server/reflector/video_platforms/whereby/__init__.py

@@ -0,0 +1,6 @@
+"""Whereby video platform integration."""
+
+from .client import WherebyClient
+from .router import router
+
+__all__ = ["WherebyClient", "router"]

server/reflector/video_platforms/whereby/client.py

@@ -0,0 +1,113 @@
+import hmac
+from datetime import datetime
+from hashlib import sha256
+from typing import Any, Dict, Optional
+
+import httpx
+
+from reflector.db.rooms import Room, VideoPlatform
+from reflector.settings import settings
+
+from ..base import MeetingData, VideoPlatformClient
+
+
+class WherebyClient(VideoPlatformClient):
+    PLATFORM_NAME = VideoPlatform.WHEREBY
+
+    def __init__(self, config):
+        super().__init__(config)
+        self.headers = {
+            "Content-Type": "application/json; charset=utf-8",
+            "Authorization": f"Bearer {self.config.api_key}",
+        }
+        self.timeout = 10
+
+    async def create_meeting(
+        self, room_name_prefix: str, end_date: datetime, room: Room
+    ) -> MeetingData:
+        data = {
+            "isLocked": room.is_locked,
+            "roomNamePrefix": room_name_prefix,
+            "roomNamePattern": "uuid",
+            "roomMode": room.room_mode,
+            "endDate": end_date.isoformat(),
+            "recording": {
+                "type": room.recording_type,
+                "destination": {
+                    "provider": "s3",
+                    "bucket": settings.RECORDING_STORAGE_AWS_BUCKET_NAME,
+                    "accessKeyId": self.config.aws_access_key_id,
+                    "accessKeySecret": self.config.aws_access_key_secret,
+                    "fileFormat": "mp4",
+                },
+                "startTrigger": room.recording_trigger,
+            },
+            "fields": ["hostRoomUrl"],
+        }
+
+        async with httpx.AsyncClient() as client:
+            response = await client.post(
+                f"{self.config.api_url}/meetings",
+                headers=self.headers,
+                json=data,
+                timeout=self.timeout,
+            )
+            response.raise_for_status()
+            meeting_data = response.json()
+
+        return MeetingData(
+            meeting_id=meeting_data["meetingId"],
+            room_name=meeting_data["roomName"],
+            room_url=meeting_data["roomUrl"],
+            host_room_url=meeting_data["hostRoomUrl"],
+            platform=self.PLATFORM_NAME,
+            extra_data={
+                "startDate": meeting_data["startDate"],
+                "endDate": meeting_data["endDate"],
+                "recording": meeting_data.get("recording", {}),
+            },
+        )
+
+    async def get_room_sessions(self, room_name: str) -> Dict[str, Any]:
+        async with httpx.AsyncClient() as client:
+            response = await client.get(
+                f"{self.config.api_url}/insights/room-sessions?roomName={room_name}",
+                headers=self.headers,
+                timeout=self.timeout,
+            )
+            response.raise_for_status()
+            return response.json()
+
+    async def delete_room(self, room_name: str) -> bool:
+        return True
+
+    async def upload_logo(self, room_name: str, logo_path: str) -> bool:
+        try:
+            async with httpx.AsyncClient() as client:
+                with open(logo_path, "rb") as f:
+                    response = await client.put(
+                        f"{self.config.api_url}/rooms{room_name}/theme/logo",
+                        headers={
+                            "Authorization": f"Bearer {self.config.api_key}",
+                        },
+                        timeout=self.timeout,
+                        files={"image": f},
+                    )
+                    response.raise_for_status()
+            return True
+        except Exception:
+            return False
+
+    def verify_webhook_signature(
+        self, body: bytes, signature: str, timestamp: Optional[str] = None
+    ) -> bool:
+        if not signature or not self.config.webhook_secret:
+            return False
+
+        try:
+            expected = hmac.new(
+                self.config.webhook_secret.encode(), body, sha256
+            ).hexdigest()
+            return hmac.compare_digest(expected, signature)
+        except Exception:
+            return False

server/reflector/video_platforms/whereby/router.py

@@ -68,7 +68,8 @@ async def whereby_webhook(event: WherebyWebhookEvent, request: Request):
         raise HTTPException(status_code=404, detail="Meeting not found")
 
     if event.type in ["room.client.joined", "room.client.left"]:
-        update_data = {"num_clients": event.data["numClients"]}
-        await meetings_controller.update_meeting(meeting.id, **update_data)
+        await meetings_controller.update_meeting(
+            meeting.id, num_clients=event.data["numClients"]
+        )
 
     return {"status": "ok"}

server/reflector/video_platforms/whereby/tasks.py

@@ -0,0 +1,4 @@
+"""Whereby-specific worker tasks."""
+
+# Placeholder for Whereby-specific background tasks
+# This can be extended with Whereby-specific processing tasks in the future

server/reflector/views/daily.py

@@ -1,235 +0,0 @@
-"""Daily.co webhook handler endpoint."""
-
-import json
-from typing import Any, Dict, Literal
-
-from fastapi import APIRouter, HTTPException, Request
-from pydantic import BaseModel
-
-from reflector.db.meetings import meetings_controller
-from reflector.logger import logger
-from reflector.settings import settings
-from reflector.video_platforms.factory import create_platform_client
-from reflector.worker.process import process_multitrack_recording
-
-router = APIRouter()
-
-
-class DailyTrack(BaseModel):
-    """Daily.co recording track (audio or video file)."""
-
-    type: Literal["audio", "video"]
-    s3Key: str
-    size: int
-
-
-class DailyWebhookEvent(BaseModel):
-    """Daily webhook event structure."""
-
-    version: str
-    type: str
-    id: str
-    payload: Dict[str, Any]
-    event_ts: float
-
-
-def _extract_room_name(event: DailyWebhookEvent) -> str | None:
-    """Extract room name from Daily event payload.
-
-    Daily.co API inconsistency:
-    - participant.* events use "room" field
-    - recording.* events use "room_name" field
-    """
-    return event.payload.get("room_name") or event.payload.get("room")
-
-
-@router.post("/webhook")
-async def webhook(request: Request):
-    """Handle Daily webhook events.
-
-    Daily.co circuit-breaker: After 3+ failed responses (4xx/5xx), webhook
-    state→FAILED, stops sending events. Reset: scripts/recreate_daily_webhook.py
-    """
-    body = await request.body()
-    signature = request.headers.get("X-Webhook-Signature", "")
-    timestamp = request.headers.get("X-Webhook-Timestamp", "")
-
-    client = create_platform_client("daily")
-
-    # TEMPORARY: Bypass signature check for testing
-    # TODO: Remove this after testing is complete
-    BYPASS_FOR_TESTING = True
-    if not BYPASS_FOR_TESTING:
-        if not client.verify_webhook_signature(body, signature, timestamp):
-            logger.warning(
-                "Invalid webhook signature",
-                signature=signature,
-                timestamp=timestamp,
-                has_body=bool(body),
-            )
-            raise HTTPException(status_code=401, detail="Invalid webhook signature")
-
-    # Parse the JSON body
-    try:
-        body_json = json.loads(body)
-    except json.JSONDecodeError:
-        raise HTTPException(status_code=422, detail="Invalid JSON")
-
-    # Handle Daily's test event during webhook creation
-    if body_json.get("test") == "test":
-        logger.info("Received Daily webhook test event")
-        return {"status": "ok"}
-
-    # Parse as actual event
-    try:
-        event = DailyWebhookEvent(**body_json)
-    except Exception as e:
-        logger.error("Failed to parse webhook event", error=str(e), body=body.decode())
-        raise HTTPException(status_code=422, detail="Invalid event format")
-
-    # Handle participant events
-    if event.type == "participant.joined":
-        await _handle_participant_joined(event)
-    elif event.type == "participant.left":
-        await _handle_participant_left(event)
-    elif event.type == "recording.started":
-        await _handle_recording_started(event)
-    elif event.type == "recording.ready-to-download":
-        await _handle_recording_ready(event)
-    elif event.type == "recording.error":
-        await _handle_recording_error(event)
-
-    return {"status": "ok"}
-
-
-async def _handle_participant_joined(event: DailyWebhookEvent):
-    """Handle participant joined event."""
-    room_name = _extract_room_name(event)
-    if not room_name:
-        logger.warning("participant.joined: no room in payload", payload=event.payload)
-        return
-
-    meeting = await meetings_controller.get_by_room_name(room_name)
-    if meeting:
-        await meetings_controller.increment_num_clients(meeting.id)
-        logger.info(
-            "Participant joined",
-            meeting_id=meeting.id,
-            room_name=room_name,
-            recording_type=meeting.recording_type,
-            recording_trigger=meeting.recording_trigger,
-        )
-    else:
-        logger.warning("participant.joined: meeting not found", room_name=room_name)
-
-
-async def _handle_participant_left(event: DailyWebhookEvent):
-    """Handle participant left event."""
-    room_name = _extract_room_name(event)
-    if not room_name:
-        return
-
-    meeting = await meetings_controller.get_by_room_name(room_name)
-    if meeting:
-        await meetings_controller.decrement_num_clients(meeting.id)
-
-
-async def _handle_recording_started(event: DailyWebhookEvent):
-    """Handle recording started event."""
-    room_name = _extract_room_name(event)
-    if not room_name:
-        logger.warning(
-            "recording.started: no room_name in payload", payload=event.payload
-        )
-        return
-
-    meeting = await meetings_controller.get_by_room_name(room_name)
-    if meeting:
-        logger.info(
-            "Recording started",
-            meeting_id=meeting.id,
-            room_name=room_name,
-            recording_id=event.payload.get("recording_id"),
-            platform="daily",
-        )
-    else:
-        logger.warning("recording.started: meeting not found", room_name=room_name)
-
-
-async def _handle_recording_ready(event: DailyWebhookEvent):
-    """Handle recording ready for download event.
-
-    Daily.co webhook payload for raw-tracks recordings:
-    {
-      "recording_id": "...",
-      "room_name": "test2-20251009192341",
-      "tracks": [
-        {"type": "audio", "s3Key": "monadical/test2-.../uuid-cam-audio-123.webm", "size": 400000},
-        {"type": "video", "s3Key": "monadical/test2-.../uuid-cam-video-456.webm", "size": 30000000}
-      ]
-    }
-    """
-    room_name = _extract_room_name(event)
-    recording_id = event.payload.get("recording_id")
-    tracks_raw = event.payload.get("tracks", [])
-
-    if not room_name or not tracks_raw:
-        logger.warning(
-            "recording.ready-to-download: missing room_name or tracks",
-            room_name=room_name,
-            has_tracks=bool(tracks_raw),
-            payload=event.payload,
-        )
-        return
-
-    # Validate tracks structure
-    try:
-        tracks = [DailyTrack(**t) for t in tracks_raw]
-    except Exception as e:
-        logger.error(
-            "recording.ready-to-download: invalid tracks structure",
-            error=str(e),
-            tracks=tracks_raw,
-        )
-        return
-
-    logger.info(
-        "Recording ready for download",
-        room_name=room_name,
-        recording_id=recording_id,
-        num_tracks=len(tracks),
-        platform="daily",
-    )
-
-    bucket_name = settings.AWS_DAILY_S3_BUCKET
-    if not bucket_name:
-        logger.error(
-            "AWS_DAILY_S3_BUCKET not configured; cannot process Daily recording"
-        )
-        return
-
-    track_keys = [t.s3Key for t in tracks if t.type == "audio"]
-
-    process_multitrack_recording.delay(
-        bucket_name=bucket_name,
-        room_name=room_name,
-        recording_id=recording_id,
-        track_keys=track_keys,
-    )
-
-
-async def _handle_recording_error(event: DailyWebhookEvent):
-    """Handle recording error event."""
-    room_name = _extract_room_name(event)
-    error = event.payload.get("error", "Unknown error")
-
-    if room_name:
-        meeting = await meetings_controller.get_by_room_name(room_name)
-        if meeting:
-            logger.error(
-                "Recording error",
-                meeting_id=meeting.id,
-                room_name=room_name,
-                error=error,
-                platform="daily",
-            )

server/reflector/views/jibri_webhook.py

@@ -0,0 +1,126 @@
+from pathlib import Path
+from typing import Annotated, Any, Dict, Optional
+
+import structlog
+from fastapi import APIRouter, Depends, HTTPException
+from pydantic import BaseModel
+
+import reflector.auth as auth
+from reflector.db.transcripts import SourceKind, transcripts_controller
+from reflector.jibri_events import JitsiEventParser
+from reflector.pipelines.main_file_pipeline import task_pipeline_file_process
+from reflector.settings import settings
+
+logger = structlog.get_logger(__name__)
+
+router = APIRouter(prefix="/api/v1/jibri", tags=["jibri"])
+
+
+class RecordingReadyRequest(BaseModel):
+    session_id: str
+    path: str  # Relative path from recordings directory
+    meeting_url: str
+
+
+@router.post("/recording-ready")
+async def handle_recording_ready(
+    request: RecordingReadyRequest,
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
+) -> Dict[str, Any]:
+    user_id = user["sub"] if user else None
+
+    recordings_base = Path(settings.JIBRI_RECORDINGS_PATH or "/recordings")
+    recording_path = recordings_base / request.path
+
+    if not recording_path.exists():
+        raise HTTPException(
+            status_code=404, detail=f"Recording path not found: {request.path}"
+        )
+
+    recording_file = recording_path / "recording.mp4"
+    events_file = recording_path / "events.jsonl"
+
+    if not recording_file.exists():
+        raise HTTPException(status_code=404, detail="Recording file not found")
+
+    # Parse events if available
+    metadata = {}
+    participant_count = 0
+
+    if events_file.exists():
+        parser = JitsiEventParser()
+        metadata = parser.parse_events_file(str(recording_path))
+        participant_count = len(metadata.get("participants", []))
+        logger.info(
+            "Parsed Jibri events",
+            session_id=request.session_id,
+            event_count=metadata.get("event_count", 0),
+            participant_count=participant_count,
+        )
+    else:
+        logger.warning("No events file found", session_id=request.session_id)
+        metadata = {
+            "room": {"meeting_url": request.meeting_url, "name": request.session_id},
+            "participants": [],
+            "speaker_stats": {},
+            "event_count": 0,
+        }
+
+    # Create transcript using controller
+    title = f"Meeting: {metadata.get('room', {}).get('name', request.session_id)}"
+    transcript = await transcripts_controller.add(
+        name=title,
+        source_kind=SourceKind.FILE,
+        source_language="en",
+        target_language="en",
+        user_id=user_id,
+    )
+
+    # Store Jitsi data in appropriate fields
+    update_data = {}
+
+    # Store participants if available
+    if metadata.get("participants"):
+        update_data["participants"] = metadata["participants"]
+
+    # Store events data (room info, speaker stats, etc.)
+    update_data["events"] = {
+        "jitsi_metadata": metadata,
+        "session_id": request.session_id,
+        "recording_path": str(recording_path),
+        "meeting_url": request.meeting_url,
+    }
+
+    if update_data:
+        await transcripts_controller.update(transcript, update_data)
+
+    # Copy recording file to transcript data path
+    # The pipeline expects the file to be in the transcript's data path
+    upload_file = transcript.data_path / "upload.mp4"
+    upload_file.parent.mkdir(parents=True, exist_ok=True)
+
+    # Create symlink or copy the file
+    import shutil
+
+    shutil.copy2(recording_file, upload_file)
+
+    # Update status to uploaded
+    await transcripts_controller.update(transcript, {"status": "uploaded"})
+
+    # Trigger processing pipeline
+    task_pipeline_file_process.delay(transcript_id=transcript.id)
+
+    logger.info(
+        "Jibri recording ready for processing",
+        transcript_id=transcript.id,
+        session_id=request.session_id,
+        participant_count=participant_count,
+    )
+
+    return {
+        "status": "accepted",
+        "transcript_id": transcript.id,
+        "session_id": request.session_id,
+        "events_found": events_file.exists(),
+        "participant_count": participant_count,
+    }

server/reflector/views/meetings.py

@@ -10,7 +10,6 @@ from reflector.db.meetings import (
     meeting_consent_controller,
     meetings_controller,
 )
-from reflector.db.rooms import rooms_controller
 
 router = APIRouter()
 
@@ -42,34 +41,3 @@ async def meeting_audio_consent(
     updated_consent = await meeting_consent_controller.upsert(consent)
 
     return {"status": "success", "consent_id": updated_consent.id}
-
-
-@router.patch("/meetings/{meeting_id}/deactivate")
-async def meeting_deactivate(
-    meeting_id: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user)],
-):
-    user_id = user["sub"] if user else None
-    if not user_id:
-        raise HTTPException(status_code=401, detail="Authentication required")
-
-    meeting = await meetings_controller.get_by_id(meeting_id)
-    if not meeting:
-        raise HTTPException(status_code=404, detail="Meeting not found")
-
-    if not meeting.is_active:
-        return {"status": "success", "meeting_id": meeting_id}
-
-    # Only room owner or meeting creator can deactivate
-    room = await rooms_controller.get_by_id(meeting.room_id)
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    if user_id != room.user_id and user_id != meeting.user_id:
-        raise HTTPException(
-            status_code=403, detail="Only the room owner can deactivate meetings"
-        )
-
-    await meetings_controller.update_meeting(meeting_id, is_active=False)
-
-    return {"status": "success", "meeting_id": meeting_id}

server/reflector/views/rooms.py

@@ -1,31 +1,35 @@
 import logging
+import sqlite3
 from datetime import datetime, timedelta, timezone
-from enum import Enum
-from typing import Annotated, Any, Literal, Optional
+from typing import Annotated, Literal, Optional
 
+import asyncpg.exceptions
 from fastapi import APIRouter, Depends, HTTPException
 from fastapi_pagination import Page
 from fastapi_pagination.ext.databases import apaginate
 from pydantic import BaseModel
-from redis.exceptions import LockError
 
 import reflector.auth as auth
 from reflector.db import get_database
-from reflector.db.calendar_events import calendar_events_controller
 from reflector.db.meetings import meetings_controller
-from reflector.db.rooms import rooms_controller
-from reflector.redis_cache import RedisAsyncLock
-from reflector.services.ics_sync import ics_sync_service
+from reflector.db.rooms import VideoPlatform, rooms_controller
 from reflector.settings import settings
-from reflector.video_platforms.base import Platform
 from reflector.video_platforms.factory import (
     create_platform_client,
-    get_platform_for_room,
 )
 from reflector.worker.webhook import test_webhook
 
 logger = logging.getLogger(__name__)
 
+router = APIRouter()
+
+
+def parse_datetime_with_timezone(iso_string: str) -> datetime:
+    dt = datetime.fromisoformat(iso_string)
+    if dt.tzinfo is None:
+        dt = dt.replace(tzinfo=timezone.utc)
+    return dt
+
 
 class Room(BaseModel):
     id: str
@@ -40,12 +44,7 @@ class Room(BaseModel):
     recording_type: str
     recording_trigger: str
     is_shared: bool
-    ics_url: Optional[str] = None
-    ics_fetch_interval: int = 300
-    ics_enabled: bool = False
-    ics_last_sync: Optional[datetime] = None
-    ics_last_etag: Optional[str] = None
-    platform: Platform = "whereby"
+    platform: VideoPlatform = VideoPlatform.WHEREBY
 
 
 class RoomDetails(Room):
@@ -57,23 +56,10 @@ class Meeting(BaseModel):
     id: str
     room_name: str
     room_url: str
-    # TODO it's not always present, | None
     host_room_url: str
     start_date: datetime
     end_date: datetime
-    user_id: str | None = None
-    room_id: str | None = None
-    is_locked: bool = False
-    room_mode: Literal["normal", "group"] = "normal"
     recording_type: Literal["none", "local", "cloud"] = "cloud"
-    recording_trigger: Literal[
-        "none", "prompt", "automatic", "automatic-2nd-participant"
-    ] = "automatic-2nd-participant"
-    num_clients: int = 0
-    is_active: bool = True
-    calendar_event_id: str | None = None
-    calendar_metadata: dict[str, Any] | None = None
-    platform: Platform = "whereby"
 
 
 class CreateRoom(BaseModel):
@@ -88,32 +74,22 @@ class CreateRoom(BaseModel):
     is_shared: bool
     webhook_url: str
     webhook_secret: str
-    ics_url: Optional[str] = None
-    ics_fetch_interval: int = 300
-    ics_enabled: bool = False
-    platform: Optional[Platform] = None
+    platform: VideoPlatform
 
 
 class UpdateRoom(BaseModel):
-    name: Optional[str] = None
-    zulip_auto_post: Optional[bool] = None
-    zulip_stream: Optional[str] = None
-    zulip_topic: Optional[str] = None
-    is_locked: Optional[bool] = None
-    room_mode: Optional[str] = None
-    recording_type: Optional[str] = None
-    recording_trigger: Optional[str] = None
-    is_shared: Optional[bool] = None
-    webhook_url: Optional[str] = None
-    webhook_secret: Optional[str] = None
-    ics_url: Optional[str] = None
-    ics_fetch_interval: Optional[int] = None
-    ics_enabled: Optional[bool] = None
-    platform: Optional[Platform] = None
-
-
-class CreateRoomMeeting(BaseModel):
-    allow_duplicated: Optional[bool] = False
+    name: str
+    zulip_auto_post: bool
+    zulip_stream: str
+    zulip_topic: str
+    is_locked: bool
+    room_mode: str
+    recording_type: str
+    recording_trigger: str
+    is_shared: bool
+    webhook_url: str
+    webhook_secret: str
+    platform: VideoPlatform
 
 
 class DeletionStatus(BaseModel):
@@ -128,59 +104,6 @@ class WebhookTestResult(BaseModel):
     response_preview: str | None = None
 
 
-class ICSStatus(BaseModel):
-    status: Literal["enabled", "disabled"]
-    last_sync: Optional[datetime] = None
-    next_sync: Optional[datetime] = None
-    last_etag: Optional[str] = None
-    events_count: int = 0
-
-
-class SyncStatus(str, Enum):
-    success = "success"
-    unchanged = "unchanged"
-    error = "error"
-    skipped = "skipped"
-
-
-class ICSSyncResult(BaseModel):
-    status: SyncStatus
-    hash: Optional[str] = None
-    events_found: int = 0
-    total_events: int = 0
-    events_created: int = 0
-    events_updated: int = 0
-    events_deleted: int = 0
-    error: Optional[str] = None
-    reason: Optional[str] = None
-
-
-class CalendarEventResponse(BaseModel):
-    id: str
-    room_id: str
-    ics_uid: str
-    title: Optional[str] = None
-    description: Optional[str] = None
-    start_time: datetime
-    end_time: datetime
-    attendees: Optional[list[dict]] = None
-    location: Optional[str] = None
-    last_synced: datetime
-    created_at: datetime
-    updated_at: datetime
-
-
-router = APIRouter()
-
-
-def parse_datetime_with_timezone(iso_string: str) -> datetime:
-    """Parse ISO datetime string and ensure timezone awareness (defaults to UTC if naive)."""
-    dt = datetime.fromisoformat(iso_string)
-    if dt.tzinfo is None:
-        dt = dt.replace(tzinfo=timezone.utc)
-    return dt
-
-
 @router.get("/rooms", response_model=Page[RoomDetails])
 async def rooms_list(
     user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
@@ -190,18 +113,13 @@ async def rooms_list(
 
     user_id = user["sub"] if user else None
 
-    paginated = await apaginate(
+    return await apaginate(
         get_database(),
         await rooms_controller.get_all(
             user_id=user_id, order_by="-created_at", return_query=True
         ),
     )
 
-    for room in paginated.items:
-        room.platform = get_platform_for_room(room.id, room.platform)
-
-    return paginated
-
 
 @router.get("/rooms/{room_id}", response_model=RoomDetails)
 async def rooms_get(
@@ -212,41 +130,15 @@ async def rooms_get(
     room = await rooms_controller.get_by_id_for_http(room_id, user_id=user_id)
     if not room:
         raise HTTPException(status_code=404, detail="Room not found")
-    if not room.is_shared and (user_id is None or room.user_id != user_id):
-        raise HTTPException(status_code=403, detail="Room access denied")
-    room.platform = get_platform_for_room(room.id, room.platform)
     return room
 
 
-@router.get("/rooms/name/{room_name}", response_model=RoomDetails)
-async def rooms_get_by_name(
-    room_name: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-):
-    user_id = user["sub"] if user else None
-    room = await rooms_controller.get_by_name(room_name)
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    room_dict = room.__dict__.copy()
-    if user_id == room.user_id:
-        room_dict["webhook_url"] = getattr(room, "webhook_url", None)
-        room_dict["webhook_secret"] = getattr(room, "webhook_secret", None)
-    else:
-        room_dict["webhook_url"] = None
-        room_dict["webhook_secret"] = None
-
-    room_dict["platform"] = get_platform_for_room(room.id, room.platform)
-
-    return RoomDetails(**room_dict)
-
-
 @router.post("/rooms", response_model=Room)
 async def rooms_create(
     room: CreateRoom,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
 
     return await rooms_controller.add(
         name=room.name,
@@ -261,9 +153,6 @@ async def rooms_create(
         is_shared=room.is_shared,
         webhook_url=room.webhook_url,
         webhook_secret=room.webhook_secret,
-        ics_url=room.ics_url,
-        ics_fetch_interval=room.ics_fetch_interval,
-        ics_enabled=room.ics_enabled,
         platform=room.platform,
     )
 
@@ -272,31 +161,26 @@ async def rooms_create(
 async def rooms_update(
     room_id: str,
     info: UpdateRoom,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     room = await rooms_controller.get_by_id_for_http(room_id, user_id=user_id)
     if not room:
         raise HTTPException(status_code=404, detail="Room not found")
-    if room.user_id != user_id:
-        raise HTTPException(status_code=403, detail="Not authorized")
     values = info.dict(exclude_unset=True)
     await rooms_controller.update(room, values)
-    room.platform = get_platform_for_room(room.id, room.platform)
     return room
 
 
 @router.delete("/rooms/{room_id}", response_model=DeletionStatus)
 async def rooms_delete(
     room_id: str,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    user_id = user["sub"]
-    room = await rooms_controller.get_by_id(room_id)
+    user_id = user["sub"] if user else None
+    room = await rooms_controller.get_by_id(room_id, user_id=user_id)
     if not room:
         raise HTTPException(status_code=404, detail="Room not found")
-    if room.user_id != user_id:
-        raise HTTPException(status_code=403, detail="Not authorized")
     await rooms_controller.remove_by_id(room.id, user_id=user_id)
     return DeletionStatus(status="ok")
 
@@ -304,7 +188,6 @@ async def rooms_delete(
 @router.post("/rooms/{room_name}/meeting", response_model=Meeting)
 async def rooms_create_meeting(
     room_name: str,
-    info: CreateRoomMeeting,
     user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
     user_id = user["sub"] if user else None
@@ -312,63 +195,59 @@ async def rooms_create_meeting(
     if not room:
         raise HTTPException(status_code=404, detail="Room not found")
 
-    try:
-        async with RedisAsyncLock(
-            f"create_meeting:{room_name}",
-            timeout=30,
-            extend_interval=10,
-            blocking_timeout=5.0,
-        ) as lock:
-            current_time = datetime.now(timezone.utc)
+    current_time = datetime.now(timezone.utc)
+    meeting = await meetings_controller.get_active(room=room, current_time=current_time)
 
-            meeting = None
-            if not info.allow_duplicated:
-                meeting = await meetings_controller.get_active(
-                    room=room, current_time=current_time
-                )
+    if meeting is None:
+        end_date = current_time + timedelta(hours=8)
 
+        platform = room.platform
+        client = create_platform_client(platform)
+
+        platform_meeting = await client.create_meeting("", end_date=end_date, room=room)
+        await client.upload_logo(platform_meeting.room_name, "./images/logo.png")
+
+        meeting_data = {
+            "meeting_id": platform_meeting.meeting_id,
+            "room_name": platform_meeting.room_name,
+            "room_url": platform_meeting.room_url,
+            "host_room_url": platform_meeting.host_room_url,
+            "start_date": current_time,
+            "end_date": end_date,
+        }
+        try:
+            meeting = await meetings_controller.create(
+                id=meeting_data["meeting_id"],
+                room_name=meeting_data["room_name"],
+                room_url=meeting_data["room_url"],
+                host_room_url=meeting_data["host_room_url"],
+                start_date=meeting_data["start_date"],
+                end_date=meeting_data["end_date"],
+                user_id=user_id,
+                room=room,
+            )
+        except (asyncpg.exceptions.UniqueViolationError, sqlite3.IntegrityError):
+            logger.info(
+                "Race condition detected for room %s - fetching existing meeting",
+                room.name,
+            )
+            logger.warning(
+                "Platform meeting %s was created but not used (resource leak) for room %s",
+                meeting_data["meeting_id"],
+                room.name,
+            )
+            meeting = await meetings_controller.get_active(
+                room=room, current_time=current_time
+            )
             if meeting is None:
-                end_date = current_time + timedelta(hours=8)
-
-                # Determine which platform to use
-                platform = get_platform_for_room(room.id, room.platform)
-                client = create_platform_client(platform)
-
-                # Create meeting via platform abstraction
-                meeting_data = await client.create_meeting(
-                    room.name, end_date=end_date, room=room
+                logger.error(
+                    "Meeting disappeared after race condition for room %s",
+                    room.name,
+                    exc_info=True,
                 )
-
-                # Upload logo if supported by platform
-                await client.upload_logo(meeting_data.room_name, "./images/logo.png")
-
-                meeting = await meetings_controller.create(
-                    id=meeting_data.meeting_id,
-                    room_name=meeting_data.room_name,
-                    room_url=meeting_data.room_url,
-                    host_room_url=meeting_data.host_room_url,
-                    start_date=current_time,
-                    end_date=end_date,
-                    room=room,
-                    platform=platform,
+                raise HTTPException(
+                    status_code=503, detail="Unable to join meeting - please try again"
                 )
-    except LockError:
-        logger.warning("Failed to acquire lock for room %s within timeout", room_name)
-        raise HTTPException(
-            status_code=503, detail="Meeting creation in progress, please try again"
-        )
-
-    meeting.platform = get_platform_for_room(room.id, room.platform)
-
-    if meeting.platform == "daily" and room.recording_trigger != "none":
-        client = create_platform_client(meeting.platform)
-        token = await client.create_meeting_token(
-            meeting.room_name, enable_recording=True
-        )
-        meeting = meeting.model_copy()
-        meeting.room_url += f"?t={token}"
-        if meeting.host_room_url:
-            meeting.host_room_url += f"?t={token}"
 
     if user_id != room.user_id:
         meeting.host_room_url = ""
@@ -379,224 +258,18 @@ async def rooms_create_meeting(
 @router.post("/rooms/{room_id}/webhook/test", response_model=WebhookTestResult)
 async def rooms_test_webhook(
     room_id: str,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    """Test webhook configuration by sending a sample payload."""
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
 
     room = await rooms_controller.get_by_id(room_id)
     if not room:
         raise HTTPException(status_code=404, detail="Room not found")
 
-    if room.user_id != user_id:
+    if user_id and room.user_id != user_id:
         raise HTTPException(
             status_code=403, detail="Not authorized to test this room's webhook"
         )
 
     result = await test_webhook(room_id)
     return WebhookTestResult(**result)
-
-
-@router.post("/rooms/{room_name}/ics/sync", response_model=ICSSyncResult)
-async def rooms_sync_ics(
-    room_name: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-):
-    user_id = user["sub"] if user else None
-    room = await rooms_controller.get_by_name(room_name)
-
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    if user_id != room.user_id:
-        raise HTTPException(
-            status_code=403, detail="Only room owner can trigger ICS sync"
-        )
-
-    if not room.ics_enabled or not room.ics_url:
-        raise HTTPException(status_code=400, detail="ICS not configured for this room")
-
-    result = await ics_sync_service.sync_room_calendar(room)
-
-    if result["status"] == "error":
-        raise HTTPException(
-            status_code=500, detail=result.get("error", "Unknown error")
-        )
-
-    return ICSSyncResult(**result)
-
-
-@router.get("/rooms/{room_name}/ics/status", response_model=ICSStatus)
-async def rooms_ics_status(
-    room_name: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-):
-    user_id = user["sub"] if user else None
-    room = await rooms_controller.get_by_name(room_name)
-
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    if user_id != room.user_id:
-        raise HTTPException(
-            status_code=403, detail="Only room owner can view ICS status"
-        )
-
-    next_sync = None
-    if room.ics_enabled and room.ics_last_sync:
-        next_sync = room.ics_last_sync + timedelta(seconds=room.ics_fetch_interval)
-
-    events = await calendar_events_controller.get_by_room(
-        room.id, include_deleted=False
-    )
-
-    return ICSStatus(
-        status="enabled" if room.ics_enabled else "disabled",
-        last_sync=room.ics_last_sync,
-        next_sync=next_sync,
-        last_etag=room.ics_last_etag,
-        events_count=len(events),
-    )
-
-
-@router.get("/rooms/{room_name}/meetings", response_model=list[CalendarEventResponse])
-async def rooms_list_meetings(
-    room_name: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-):
-    user_id = user["sub"] if user else None
-    room = await rooms_controller.get_by_name(room_name)
-
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    events = await calendar_events_controller.get_by_room(
-        room.id, include_deleted=False
-    )
-
-    if user_id != room.user_id:
-        for event in events:
-            event.description = None
-            event.attendees = None
-
-    return events
-
-
-@router.get(
-    "/rooms/{room_name}/meetings/upcoming", response_model=list[CalendarEventResponse]
-)
-async def rooms_list_upcoming_meetings(
-    room_name: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-    minutes_ahead: int = 120,
-):
-    user_id = user["sub"] if user else None
-    room = await rooms_controller.get_by_name(room_name)
-
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    events = await calendar_events_controller.get_upcoming(
-        room.id, minutes_ahead=minutes_ahead
-    )
-
-    if user_id != room.user_id:
-        for event in events:
-            event.description = None
-            event.attendees = None
-
-    return events
-
-
-@router.get("/rooms/{room_name}/meetings/active", response_model=list[Meeting])
-async def rooms_list_active_meetings(
-    room_name: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-):
-    user_id = user["sub"] if user else None
-    room = await rooms_controller.get_by_name(room_name)
-
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    current_time = datetime.now(timezone.utc)
-    meetings = await meetings_controller.get_all_active_for_room(
-        room=room, current_time=current_time
-    )
-
-    effective_platform = get_platform_for_room(room.id, room.platform)
-    for meeting in meetings:
-        meeting.platform = effective_platform
-
-    if user_id != room.user_id:
-        for meeting in meetings:
-            meeting.host_room_url = ""
-
-    return meetings
-
-
-@router.get("/rooms/{room_name}/meetings/{meeting_id}", response_model=Meeting)
-async def rooms_get_meeting(
-    room_name: str,
-    meeting_id: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-):
-    """Get a single meeting by ID within a specific room."""
-    user_id = user["sub"] if user else None
-
-    room = await rooms_controller.get_by_name(room_name)
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    meeting = await meetings_controller.get_by_id(meeting_id)
-    if not meeting:
-        raise HTTPException(status_code=404, detail="Meeting not found")
-
-    if meeting.room_id != room.id:
-        raise HTTPException(
-            status_code=403, detail="Meeting does not belong to this room"
-        )
-
-    meeting.platform = get_platform_for_room(room.id, room.platform)
-
-    if user_id != room.user_id and not room.is_shared:
-        meeting.host_room_url = ""
-
-    return meeting
-
-
-@router.post("/rooms/{room_name}/meetings/{meeting_id}/join", response_model=Meeting)
-async def rooms_join_meeting(
-    room_name: str,
-    meeting_id: str,
-    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
-):
-    user_id = user["sub"] if user else None
-    room = await rooms_controller.get_by_name(room_name)
-
-    if not room:
-        raise HTTPException(status_code=404, detail="Room not found")
-
-    meeting = await meetings_controller.get_by_id(meeting_id)
-
-    if not meeting:
-        raise HTTPException(status_code=404, detail="Meeting not found")
-
-    if meeting.room_id != room.id:
-        raise HTTPException(
-            status_code=403, detail="Meeting does not belong to this room"
-        )
-
-    if not meeting.is_active:
-        raise HTTPException(status_code=400, detail="Meeting is not active")
-
-    current_time = datetime.now(timezone.utc)
-    if meeting.end_date <= current_time:
-        raise HTTPException(status_code=400, detail="Meeting has ended")
-
-    meeting.platform = get_platform_for_room(room.id, room.platform)
-
-    if user_id != room.user_id:
-        meeting.host_room_url = ""
-
-    return meeting

server/reflector/views/transcripts.py

@@ -9,6 +9,8 @@ from pydantic import BaseModel, Field, constr, field_serializer
 
 import reflector.auth as auth
 from reflector.db import get_database
+from reflector.db.meetings import meetings_controller
+from reflector.db.rooms import rooms_controller
 from reflector.db.search import (
     DEFAULT_SEARCH_LIMIT,
     SearchLimit,
@@ -32,7 +34,6 @@ from reflector.db.transcripts import (
 from reflector.processors.types import Transcript as ProcessorTranscript
 from reflector.processors.types import Word
 from reflector.settings import settings
-from reflector.ws_manager import get_ws_manager
 from reflector.zulip import (
     InvalidMessageError,
     get_zulip_message,
@@ -212,7 +213,7 @@ async def transcripts_create(
     user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
     user_id = user["sub"] if user else None
-    transcript = await transcripts_controller.add(
+    return await transcripts_controller.add(
         info.name,
         source_kind=info.source_kind or SourceKind.LIVE,
         source_language=info.source_language,
@@ -220,14 +221,6 @@ async def transcripts_create(
         user_id=user_id,
     )
 
-    if user_id:
-        await get_ws_manager().send_json(
-            room_id=f"user:{user_id}",
-            message={"event": "TRANSCRIPT_CREATED", "data": {"id": transcript.id}},
-        )
-
-    return transcript
-
 
 # ==============================================================
 # Single transcript
@@ -351,14 +344,12 @@ async def transcript_get(
 async def transcript_update(
     transcript_id: str,
     info: UpdateTranscript,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id_for_http(
         transcript_id, user_id=user_id
     )
-    if not transcripts_controller.user_can_mutate(transcript, user_id):
-        raise HTTPException(status_code=403, detail="Not authorized")
     values = info.dict(exclude_unset=True)
     updated_transcript = await transcripts_controller.update(transcript, values)
     return updated_transcript
@@ -367,20 +358,20 @@ async def transcript_update(
 @router.delete("/transcripts/{transcript_id}", response_model=DeletionStatus)
 async def transcript_delete(
     transcript_id: str,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id(transcript_id)
     if not transcript:
         raise HTTPException(status_code=404, detail="Transcript not found")
-    if not transcripts_controller.user_can_mutate(transcript, user_id):
-        raise HTTPException(status_code=403, detail="Not authorized")
+
+    if transcript.meeting_id:
+        meeting = await meetings_controller.get_by_id(transcript.meeting_id)
+        room = await rooms_controller.get_by_id(meeting.room_id)
+        if room.is_shared:
+            user_id = None
 
     await transcripts_controller.remove_by_id(transcript.id, user_id=user_id)
-    await get_ws_manager().send_json(
-        room_id=f"user:{user_id}",
-        message={"event": "TRANSCRIPT_DELETED", "data": {"id": transcript.id}},
-    )
     return DeletionStatus(status="ok")
 
 
@@ -452,16 +443,15 @@ async def transcript_post_to_zulip(
     stream: str,
     topic: str,
     include_topics: bool,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id_for_http(
         transcript_id, user_id=user_id
     )
     if not transcript:
         raise HTTPException(status_code=404, detail="Transcript not found")
-    if not transcripts_controller.user_can_mutate(transcript, user_id):
-        raise HTTPException(status_code=403, detail="Not authorized")
+
     content = get_zulip_message(transcript, include_topics)
 
     message_updated = False

server/reflector/views/transcripts_participants.py

@@ -56,14 +56,12 @@ async def transcript_get_participants(
 async def transcript_add_participant(
     transcript_id: str,
     participant: CreateParticipant,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ) -> Participant:
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id_for_http(
         transcript_id, user_id=user_id
     )
-    if transcript.user_id is not None and transcript.user_id != user_id:
-        raise HTTPException(status_code=403, detail="Not authorized")
 
     # ensure the speaker is unique
     if participant.speaker is not None and transcript.participants is not None:
@@ -103,14 +101,12 @@ async def transcript_update_participant(
     transcript_id: str,
     participant_id: str,
     participant: UpdateParticipant,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ) -> Participant:
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id_for_http(
         transcript_id, user_id=user_id
     )
-    if transcript.user_id is not None and transcript.user_id != user_id:
-        raise HTTPException(status_code=403, detail="Not authorized")
 
     # ensure the speaker is unique
     for p in transcript.participants:
@@ -142,13 +138,11 @@ async def transcript_update_participant(
 async def transcript_delete_participant(
     transcript_id: str,
     participant_id: str,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ) -> DeletionStatus:
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id_for_http(
         transcript_id, user_id=user_id
     )
-    if transcript.user_id is not None and transcript.user_id != user_id:
-        raise HTTPException(status_code=403, detail="Not authorized")
     await transcripts_controller.delete_participant(transcript, participant_id)
     return DeletionStatus(status="ok")

server/reflector/views/transcripts_speaker.py

@@ -35,14 +35,12 @@ class SpeakerMerge(BaseModel):
 async def transcript_assign_speaker(
     transcript_id: str,
     assignment: SpeakerAssignment,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ) -> SpeakerAssignmentStatus:
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id_for_http(
         transcript_id, user_id=user_id
     )
-    if transcript.user_id is not None and transcript.user_id != user_id:
-        raise HTTPException(status_code=403, detail="Not authorized")
 
     if not transcript:
         raise HTTPException(status_code=404, detail="Transcript not found")
@@ -115,14 +113,12 @@ async def transcript_assign_speaker(
 async def transcript_merge_speaker(
     transcript_id: str,
     merge: SpeakerMerge,
-    user: Annotated[auth.UserInfo, Depends(auth.current_user)],
+    user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ) -> SpeakerAssignmentStatus:
-    user_id = user["sub"]
+    user_id = user["sub"] if user else None
     transcript = await transcripts_controller.get_by_id_for_http(
         transcript_id, user_id=user_id
     )
-    if transcript.user_id is not None and transcript.user_id != user_id:
-        raise HTTPException(status_code=403, detail="Not authorized")
 
     if not transcript:
         raise HTTPException(status_code=404, detail="Transcript not found")

server/reflector/views/transcripts_websocket.py

@@ -4,11 +4,8 @@ Transcripts websocket API
 
 """
 
-from typing import Optional
+from fastapi import APIRouter, HTTPException, WebSocket, WebSocketDisconnect
 
-from fastapi import APIRouter, Depends, HTTPException, WebSocket, WebSocketDisconnect
-
-import reflector.auth as auth
 from reflector.db.transcripts import transcripts_controller
 from reflector.ws_manager import get_ws_manager
 
@@ -24,12 +21,10 @@ async def transcript_get_websocket_events(transcript_id: str):
 async def transcript_events_websocket(
     transcript_id: str,
     websocket: WebSocket,
-    user: Optional[auth.UserInfo] = Depends(auth.current_user_optional),
+    # user: Annotated[Optional[auth.UserInfo], Depends(auth.current_user_optional)],
 ):
-    user_id = user["sub"] if user else None
-    transcript = await transcripts_controller.get_by_id_for_http(
-        transcript_id, user_id=user_id
-    )
+    # user_id = user["sub"] if user else None
+    transcript = await transcripts_controller.get_by_id(transcript_id)
     if not transcript:
         raise HTTPException(status_code=404, detail="Transcript not found")
 

server/reflector/views/user_websocket.py

@@ -1,53 +0,0 @@
-from typing import Optional
-
-from fastapi import APIRouter, WebSocket
-
-from reflector.auth.auth_jwt import JWTAuth  # type: ignore
-from reflector.ws_manager import get_ws_manager
-
-router = APIRouter()
-
-# Close code for unauthorized WebSocket connections
-UNAUTHORISED = 4401
-
-
-@router.websocket("/events")
-async def user_events_websocket(websocket: WebSocket):
-    # Browser can't send Authorization header for WS; use subprotocol: ["bearer", token]
-    raw_subprotocol = websocket.headers.get("sec-websocket-protocol") or ""
-    parts = [p.strip() for p in raw_subprotocol.split(",") if p.strip()]
-    token: Optional[str] = None
-    negotiated_subprotocol: Optional[str] = None
-    if len(parts) >= 2 and parts[0].lower() == "bearer":
-        negotiated_subprotocol = "bearer"
-        token = parts[1]
-
-    user_id: Optional[str] = None
-    if not token:
-        await websocket.close(code=UNAUTHORISED)
-        return
-
-    try:
-        payload = JWTAuth().verify_token(token)
-        user_id = payload.get("sub")
-    except Exception:
-        await websocket.close(code=UNAUTHORISED)
-        return
-
-    if not user_id:
-        await websocket.close(code=UNAUTHORISED)
-        return
-
-    room_id = f"user:{user_id}"
-    ws_manager = get_ws_manager()
-
-    await ws_manager.add_user_to_room(
-        room_id, websocket, subprotocol=negotiated_subprotocol
-    )
-
-    try:
-        while True:
-            await websocket.receive()
-    finally:
-        if room_id:
-            await ws_manager.remove_user_from_room(room_id, websocket)

server/reflector/worker/app.py

@@ -20,7 +20,7 @@ else:
             "reflector.worker.healthcheck",
             "reflector.worker.process",
             "reflector.worker.cleanup",
-            "reflector.worker.ics_sync",
+            "reflector.worker.jitsi_events",
         ]
     )
 
@@ -34,18 +34,14 @@ else:
             "task": "reflector.worker.process.process_meetings",
             "schedule": float(settings.SQS_POLLING_TIMEOUT_SECONDS),
         },
+        "process_jitsi_events": {
+            "task": "reflector.worker.jitsi_events.process_jitsi_events",
+            "schedule": 5.0,  # Process every 5 seconds
+        },
         "reprocess_failed_recordings": {
             "task": "reflector.worker.process.reprocess_failed_recordings",
             "schedule": crontab(hour=5, minute=0),  # Midnight EST
         },
-        "sync_all_ics_calendars": {
-            "task": "reflector.worker.ics_sync.sync_all_ics_calendars",
-            "schedule": 60.0,  # Run every minute to check which rooms need sync
-        },
-        "create_upcoming_meetings": {
-            "task": "reflector.worker.ics_sync.create_upcoming_meetings",
-            "schedule": 30.0,  # Run every 30 seconds to create upcoming meetings
-        },
     }
 
     if settings.PUBLIC_MODE: