Merge branch 'main' into fix-daily-ux

remove integration test with hardcoded external URL
test: add integration test for ICS dedup using Max's live calendar feed
2026-03-24 07:56:46 +00:00 · 2026-02-06 11:33:35 -05:00 · 2026-02-06 11:31:22 -05:00 · 2026-02-06 11:02:20 -05:00 · 2026-02-05 22:06:15 -05:00 · 2026-02-05 19:51:27 -05:00
45 changed files with 1217 additions and 1254 deletions
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,17 +1,5 @@
 # Changelog

-## [0.33.0](https://github.com/Monadical-SAS/reflector/compare/v0.32.2...v0.33.0) (2026-02-05)
-
-
-### Features
-
-* Daily+hatchet default ([#846](https://github.com/Monadical-SAS/reflector/issues/846)) ([15ab2e3](https://github.com/Monadical-SAS/reflector/commit/15ab2e306eacf575494b4b5d2b2ad779d44a1c7f))
-
-
-### Bug Fixes
-
-* websocket tests ([#825](https://github.com/Monadical-SAS/reflector/issues/825)) ([1ce1c7a](https://github.com/Monadical-SAS/reflector/commit/1ce1c7a910b6c374115d2437b17f9d288ef094dc))
-
 ## [0.32.2](https://github.com/Monadical-SAS/reflector/compare/v0.32.1...v0.32.2) (2026-02-03)


--- a/COMPOSE_STANDALONE_TODO.md
+++ b/COMPOSE_STANDALONE_TODO.md
@@ -1,10 +0,0 @@
-# Standalone Compose: Remaining Production Work
-
-## Server/worker/beat: remove host network mode + bind mounts
-
-Currently `server` uses `network_mode: host` and all three services bind-mount `./server/:/app/`. For full standalone prod:
-
- Remove `network_mode: host` from server
- Remove bind-mount volumes from server, worker, beat (use built image only)
- Update `compose_cmd` in `setup-standalone.sh` to not rely on host network
- Change `SERVER_API_URL` from `http://host.docker.internal:1250` to `http://server:1250` (server reachable via Docker network once off host mode)
--- a/docker-compose.standalone.yml
+++ b/docker-compose.standalone.yml
@@ -1,129 +0,0 @@
-# Standalone services for fully local deployment (no external dependencies).
-# Usage: docker compose -f docker-compose.yml -f docker-compose.standalone.yml up -d
-#
-# On Linux with NVIDIA GPU, also pass: --profile ollama-gpu
-# On Linux without GPU:                --profile ollama-cpu
-# On Mac: Ollama runs natively (Metal GPU) — no profile needed, services here unused.
-
-services:
-  garage:
-    image: dxflrs/garage:v1.1.0
-    ports:
-      - "3900:3900"   # S3 API
-      - "3903:3903"   # Admin API
-    volumes:
-      - garage_data:/var/lib/garage/data
-      - garage_meta:/var/lib/garage/meta
-      - ./data/garage.toml:/etc/garage.toml:ro
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "/garage", "stats"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-      start_period: 5s
-
-  ollama:
-    image: ollama/ollama:latest
-    profiles: ["ollama-gpu"]
-    ports:
-      - "11434:11434"
-    volumes:
-      - ollama_data:/root/.ollama
-    deploy:
-      resources:
-        reservations:
-          devices:
-            - driver: nvidia
-              count: all
-              capabilities: [gpu]
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:11434/api/tags"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-
-  ollama-cpu:
-    image: ollama/ollama:latest
-    profiles: ["ollama-cpu"]
-    ports:
-      - "11434:11434"
-    volumes:
-      - ollama_data:/root/.ollama
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:11434/api/tags"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-
-  # Override server/worker/beat to use self-hosted GPU service for transcription+diarization.
-  # compose `environment:` overrides values from `env_file:` — no need to edit server/.env.
-  server:
-    environment:
-      TRANSCRIPT_BACKEND: modal
-      TRANSCRIPT_URL: http://localhost:8100
-      TRANSCRIPT_MODAL_API_KEY: local
-      DIARIZATION_BACKEND: modal
-      DIARIZATION_URL: http://localhost:8100
-
-  worker:
-    environment:
-      TRANSCRIPT_BACKEND: modal
-      TRANSCRIPT_URL: http://cpu:8000
-      TRANSCRIPT_MODAL_API_KEY: local
-      DIARIZATION_BACKEND: modal
-      DIARIZATION_URL: http://cpu:8000
-
-  web:
-    image: reflector-frontend-standalone
-    build:
-      context: ./www
-    command: ["node", "server.js"]
-    volumes: !reset []
-    environment:
-      NODE_ENV: production
-
-  cpu:
-    build:
-      context: ./gpu/self_hosted
-      dockerfile: Dockerfile.cpu
-    ports:
-      - "8100:8000"
-    volumes:
-      - gpu_cache:/root/.cache
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/docs"]
-      interval: 15s
-      timeout: 5s
-      retries: 10
-      start_period: 120s
-
-  gpu-nvidia:
-    build:
-      context: ./gpu/self_hosted
-    profiles: ["gpu-nvidia"]
-    volumes:
-      - gpu_cache:/root/.cache
-    deploy:
-      resources:
-        reservations:
-          devices:
-            - driver: nvidia
-              count: all
-              capabilities: [gpu]
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "curl", "-f", "http://localhost:8000/docs"]
-      interval: 15s
-      timeout: 5s
-      retries: 10
-      start_period: 120s
-
-volumes:
-  garage_data:
-  garage_meta:
-  ollama_data:
-  gpu_cache:
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -2,7 +2,8 @@ services:
  server:
    build:
      context: server
-    network_mode: host
+    ports:
+      - 1250:1250
    volumes:
      - ./server/:/app/
      - /app/.venv
@@ -10,12 +11,6 @@ services:
      - ./server/.env
    environment:
      ENTRYPOINT: server
-      DATABASE_URL: postgresql+asyncpg://reflector:reflector@localhost:5432/reflector
-      REDIS_HOST: localhost
-      CELERY_BROKER_URL: redis://localhost:6379/1
-      CELERY_RESULT_BACKEND: redis://localhost:6379/1
-      HATCHET_CLIENT_SERVER_URL: http://localhost:8889
-      HATCHET_CLIENT_HOST_PORT: localhost:7078

  worker:
    build:
@@ -27,11 +22,6 @@ services:
      - ./server/.env
    environment:
      ENTRYPOINT: worker
-      HATCHET_CLIENT_SERVER_URL: http://hatchet:8888
-      HATCHET_CLIENT_HOST_PORT: hatchet:7077
-    depends_on:
-      redis:
-        condition: service_started

  beat:
    build:
@@ -43,9 +33,6 @@ services:
      - ./server/.env
    environment:
      ENTRYPOINT: beat
-    depends_on:
-      redis:
-        condition: service_started

  hatchet-worker-cpu:
    build:
@@ -57,8 +44,6 @@ services:
      - ./server/.env
    environment:
      ENTRYPOINT: hatchet-worker-cpu
-      HATCHET_CLIENT_SERVER_URL: http://hatchet:8888
-      HATCHET_CLIENT_HOST_PORT: hatchet:7077
    depends_on:
      hatchet:
        condition: service_healthy
@@ -72,8 +57,6 @@ services:
      - ./server/.env
    environment:
      ENTRYPOINT: hatchet-worker-llm
-      HATCHET_CLIENT_SERVER_URL: http://hatchet:8888
-      HATCHET_CLIENT_HOST_PORT: hatchet:7077
    depends_on:
      hatchet:
        condition: service_healthy
@@ -92,16 +75,10 @@ services:
    volumes:
      - ./www:/app/
      - /app/node_modules
-      - next_cache:/app/.next
    env_file:
      - ./www/.env.local
    environment:
      - NODE_ENV=development
-      - SERVER_API_URL=http://host.docker.internal:1250
-    extra_hosts:
-      - "host.docker.internal:host-gateway"
-    depends_on:
-      - server

  postgres:
    image: postgres:17
@@ -117,14 +94,13 @@ services:
      - ./server/docker/init-hatchet-db.sql:/docker-entrypoint-initdb.d/init-hatchet-db.sql:ro
    healthcheck:
      test: ["CMD-SHELL", "pg_isready -d reflector -U reflector"]
-      interval: 5s
-      timeout: 5s
-      retries: 10
-      start_period: 15s
+      interval: 10s
+      timeout: 10s
+      retries: 5
+      start_period: 10s

  hatchet:
    image: ghcr.io/hatchet-dev/hatchet/hatchet-lite:latest
-    restart: on-failure
    ports:
      - "8889:8888"
      - "7078:7077"
@@ -132,7 +108,7 @@ services:
      postgres:
        condition: service_healthy
    environment:
-      DATABASE_URL: "postgresql://reflector:reflector@postgres:5432/hatchet?sslmode=disable&connect_timeout=30"
+      DATABASE_URL: "postgresql://reflector:reflector@postgres:5432/hatchet?sslmode=disable"
      SERVER_AUTH_COOKIE_DOMAIN: localhost
      SERVER_AUTH_COOKIE_INSECURE: "t"
      SERVER_GRPC_BIND_ADDRESS: "0.0.0.0"
@@ -152,5 +128,6 @@ services:
      retries: 5
      start_period: 30s

-volumes:
-  next_cache:
+networks:
+  default:
+    attachable: true
--- a/docs/docs/installation/setup-standalone.md
+++ b/docs/docs/installation/setup-standalone.md
@@ -1,214 +0,0 @@
---
-sidebar_position: 2
-title: Standalone Local Setup
---
-
-# Standalone Local Setup
-
-**The goal**: a clueless user clones the repo, runs one script, and has a working Reflector instance locally. No cloud accounts, no API keys, no manual env file editing.
-
-```bash
-git clone https://github.com/monadical-sas/reflector.git
-cd reflector
-./scripts/setup-standalone.sh
-```
-
-The script is idempotent — safe to re-run at any time. It detects what's already set up and skips completed steps.
-
-## Prerequisites
-
- Docker / OrbStack / Docker Desktop (any)
- Mac (Apple Silicon) or Linux
- 16GB+ RAM (32GB recommended for 14B LLM models)
- **Mac only**: [Ollama](https://ollama.com/download) installed (`brew install ollama`)
-
-## What the script does
-
-### 1. LLM inference via Ollama
-
-**Mac**: starts Ollama natively (Metal GPU acceleration). Pulls the LLM model. Docker containers reach it via `host.docker.internal:11434`.
-
-**Linux**: starts containerized Ollama via `docker-compose.standalone.yml` profile (`ollama-gpu` with NVIDIA, `ollama-cpu` without). Pulls model inside the container.
-
-### 2. Environment files
-
-Generates `server/.env` and `www/.env.local` with standalone defaults:
-
-**`server/.env`** — key settings:
-
-| Variable | Value | Why |
-|----------|-------|-----|
-| `DATABASE_URL` | `postgresql+asyncpg://...@postgres:5432/reflector` | Docker-internal hostname |
-| `REDIS_HOST` | `redis` | Docker-internal hostname |
-| `CELERY_BROKER_URL` | `redis://redis:6379/1` | Docker-internal hostname |
-| `AUTH_BACKEND` | `none` | No Authentik in standalone |
-| `TRANSCRIPT_BACKEND` | `modal` | HTTP API to self-hosted CPU service |
-| `TRANSCRIPT_URL` | `http://cpu:8000` | Docker-internal CPU service |
-| `DIARIZATION_BACKEND` | `modal` | HTTP API to self-hosted CPU service |
-| `DIARIZATION_URL` | `http://cpu:8000` | Docker-internal CPU service |
-| `TRANSLATION_BACKEND` | `passthrough` | No Modal |
-| `LLM_URL` | `http://host.docker.internal:11434/v1` (Mac) | Ollama endpoint |
-
-**`www/.env.local`** — key settings:
-
-| Variable | Value |
-|----------|-------|
-| `API_URL` | `http://localhost:1250` |
-| `SERVER_API_URL` | `http://server:1250` |
-| `WEBSOCKET_URL` | `ws://localhost:1250` |
-| `FEATURE_REQUIRE_LOGIN` | `false` |
-| `NEXTAUTH_SECRET` | `standalone-dev-secret-not-for-production` |
-
-If env files already exist (including symlinks from worktree setup), the script resolves symlinks and ensures all standalone-critical vars are set. Existing vars not related to standalone are preserved.
-
-### 3. Object storage (Garage)
-
-Standalone uses [Garage](https://garagehq.deuxfleurs.fr/) — a lightweight S3-compatible object store running in Docker. The setup script starts Garage, initializes the layout, creates a bucket and access key, and writes the credentials to `server/.env`.
-
-**`server/.env`** — storage settings added by the script:
-
-| Variable | Value | Why |
-|----------|-------|-----|
-| `TRANSCRIPT_STORAGE_BACKEND` | `aws` | Uses the S3-compatible storage driver |
-| `TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL` | `http://garage:3900` | Docker-internal Garage S3 API |
-| `TRANSCRIPT_STORAGE_AWS_BUCKET_NAME` | `reflector-media` | Created by the script |
-| `TRANSCRIPT_STORAGE_AWS_REGION` | `garage` | Must match Garage config |
-| `TRANSCRIPT_STORAGE_AWS_ACCESS_KEY_ID` | *(auto-generated)* | Created by `garage key create` |
-| `TRANSCRIPT_STORAGE_AWS_SECRET_ACCESS_KEY` | *(auto-generated)* | Created by `garage key create` |
-
-The `TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL` setting enables S3-compatible backends. When set, the storage driver uses path-style addressing and routes all requests to the custom endpoint. When unset (production AWS), behavior is unchanged.
-
-Garage config template lives at `scripts/garage.toml`. The setup script generates `data/garage.toml` (gitignored) with a random RPC secret and mounts it read-only into the container. Single-node, `replication_factor=1`.
-
-> **Note**: Presigned URLs embed the Garage Docker hostname (`http://garage:3900`). This is fine — the server proxies S3 responses to the browser. Modal GPU workers cannot reach internal Garage, but standalone doesn't use Modal.
-
-### 4. Transcription and diarization
-
-Standalone runs the self-hosted ML service (`gpu/self_hosted/`) in a CPU-only Docker container named `cpu`. This is the same FastAPI service used for Modal.com GPU deployments, but built with `Dockerfile.cpu` (no NVIDIA CUDA dependencies). The compose service is named `cpu` (not `gpu`) to make clear it runs without GPU acceleration; the source code lives in `gpu/self_hosted/` because it's shared with the GPU deployment.
-
-The `modal` backend name is reused — it just means "HTTP API client". Setting `TRANSCRIPT_URL` / `DIARIZATION_URL` to `http://cpu:8000` routes requests to the local container instead of Modal.com.
-
-On first start, the service downloads pyannote speaker diarization models (~1GB) from a public S3 bundle. Models are cached in a Docker volume (`gpu_cache`) so subsequent starts are fast. No HuggingFace token or API key needed.
-
-> **Performance**: CPU-only transcription and diarization work but are slow (~15 min for a 3 min file). For faster processing on Linux with NVIDIA GPU, use `--profile gpu-nvidia` instead (see `docker-compose.standalone.yml`).
-
-### 5. Docker services
-
-```bash
-docker compose up -d postgres redis garage cpu server worker beat web
-```
-
-All services start in a single command. Garage and `cpu` are already started by earlier steps but included for idempotency. No Hatchet in standalone mode — LLM processing (summaries, topics, titles) runs via Celery tasks.
-
-### 6. Database migrations
-
-Run automatically by the `server` container on startup (`runserver.sh` calls `alembic upgrade head`). No manual step needed.
-
-### 7. Health check
-
-Verifies:
- CPU service responds (transcription + diarization ready)
- Server responds at `http://localhost:1250/health`
- Frontend serves at `http://localhost:3000`
- LLM endpoint reachable from inside containers
-
-## Services
-
-| Service | Port | Purpose |
-|---------|------|---------|
-| `server` | 1250 | FastAPI backend (runs migrations on start) |
-| `web` | 3000 | Next.js frontend |
-| `postgres` | 5432 | PostgreSQL database |
-| `redis` | 6379 | Cache + Celery broker |
-| `garage` | 3900, 3903 | S3-compatible object storage (S3 API + admin API) |
-| `cpu` | — | Self-hosted transcription + diarization (CPU-only) |
-| `worker` | — | Celery worker (live pipeline post-processing) |
-| `beat` | — | Celery beat (scheduled tasks) |
-
-## Testing programmatically
-
-After the setup script completes, verify the full pipeline (upload, transcription, diarization, LLM summary) via the API:
-
-```bash
-# 1. Create a transcript
-TRANSCRIPT_ID=$(curl -s -X POST 'http://localhost:1250/v1/transcripts' \
-  -H 'Content-Type: application/json' \
-  -d '{"name":"test-upload"}' | python3 -c "import sys,json; print(json.load(sys.stdin)['id'])")
-echo "Created: $TRANSCRIPT_ID"
-
-# 2. Upload an audio file (single-chunk upload)
-curl -s "http://localhost:1250/v1/transcripts/${TRANSCRIPT_ID}/record/upload?chunk_number=0&total_chunks=1" \
-  -X POST -F "chunk=@/path/to/audio.mp3"
-
-# 3. Poll until processing completes (status: ended or error)
-while true; do
-  STATUS=$(curl -s "http://localhost:1250/v1/transcripts/${TRANSCRIPT_ID}" \
-    | python3 -c "import sys,json; print(json.load(sys.stdin)['status'])")
-  echo "Status: $STATUS"
-  case "$STATUS" in ended|error) break;; esac
-  sleep 10
-done
-
-# 4. Check the result
-curl -s "http://localhost:1250/v1/transcripts/${TRANSCRIPT_ID}" | python3 -m json.tool
-```
-
-Expected result: status `ended`, auto-generated `title`, `short_summary`, `long_summary`, and `transcript` text with `Speaker 0` / `Speaker 1` labels.
-
-CPU-only processing is slow (~15 min for a 3 min audio file). Diarization finishes in ~3 min, transcription takes the rest.
-
-## Troubleshooting
-
-### Port conflicts (most common issue)
-
-If the frontend or backend behaves unexpectedly (e.g., env vars seem ignored, changes don't take effect), **check for port conflicts first**:
-
-```bash
-# Check what's listening on key ports
-lsof -i :3000   # frontend
-lsof -i :1250   # backend
-lsof -i :5432   # postgres
-lsof -i :3900   # Garage S3 API
-lsof -i :6379   # Redis
-
-# Kill stale processes on a port
-lsof -ti :3000 | xargs kill
-```
-
-Common causes:
- A stale `next dev` or `pnpm dev` process from another terminal/worktree
- Another Docker Compose project (different worktree) with containers on the same ports — the setup script only manages its own project; containers from other projects must be stopped manually (`docker ps` to find them, `docker stop` to kill them)
-
-The setup script checks ports 3000, 1250, 5432, 6379, 3900, 3903 for conflicts before starting services. It ignores OrbStack/Docker Desktop port forwarding processes (which always bind these ports but are not real conflicts).
-
-### OrbStack false port-conflict warnings (Mac)
-
-If you use OrbStack as your Docker runtime, `lsof` will show OrbStack binding ports like 3000, 1250, etc. even when no containers are running. This is OrbStack's port forwarding mechanism — not a real conflict. The setup script filters these out automatically.
-
-### Re-enabling authentication
-
-Standalone runs without authentication (`FEATURE_REQUIRE_LOGIN=false`, `AUTH_BACKEND=none`). To re-enable:
-
-1. In `www/.env.local`: set `FEATURE_REQUIRE_LOGIN=true`, uncomment `AUTHENTIK_ISSUER` and `AUTHENTIK_REFRESH_TOKEN_URL`
-2. In `server/.env`: set `AUTH_BACKEND=authentik` (or your backend), configure `AUTH_JWT_AUDIENCE`
-3. Restart: `docker compose -f docker-compose.yml -f docker-compose.standalone.yml up -d --force-recreate web server`
-
-## What's NOT covered
-
-These require external accounts and infrastructure that can't be scripted:
-
- **Live meeting rooms** — requires Daily.co account, S3 bucket, IAM roles
- **Authentication** — requires Authentik deployment and OAuth configuration
- **Hatchet workflows** — requires separate Hatchet setup for multitrack processing
- **Production deployment** — see [Deployment Guide](./overview)
-
-## Current status
-
-All steps implemented. The setup script handles everything end-to-end:
-
- Step 1 (Ollama/LLM) — implemented
- Step 2 (environment files) — implemented
- Step 3 (object storage / Garage) — implemented
- Step 4 (transcription/diarization) — implemented (self-hosted GPU service)
- Steps 5-7 (Docker, migrations, health) — implemented
- **Unified script**: `scripts/setup-standalone.sh`
--- a/gpu/self_hosted/Dockerfile.cpu
+++ b/gpu/self_hosted/Dockerfile.cpu
@@ -1,39 +0,0 @@
-FROM python:3.12-slim
-
-ENV PYTHONUNBUFFERED=1 \
-    UV_LINK_MODE=copy \
-    UV_NO_CACHE=1
-
-WORKDIR /tmp
-RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
- --mount=type=cache,target=/var/lib/apt,sharing=locked \
- apt-get update \
- && apt-get install -y \
-    ffmpeg \
-    curl \
-    ca-certificates \
-    gnupg \
-    wget
-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"
-
-RUN mkdir -p /app
-WORKDIR /app
-COPY pyproject.toml uv.lock /app/
-
-
-COPY ./app /app/app
-COPY ./main.py /app/
-COPY ./runserver.sh /app/
-
-# prevent uv failing with too many open files on big cpus
-ENV UV_CONCURRENT_INSTALLS=16
-
-# first install
-RUN --mount=type=cache,target=/root/.cache/uv \
-    uv sync --compile-bytecode --locked
-
-EXPOSE 8000
-
-CMD ["sh", "/app/runserver.sh"]
--- a/gpu/self_hosted/app/auth.py
+++ b/gpu/self_hosted/app/auth.py
@@ -3,14 +3,14 @@ import os
 from fastapi import Depends, HTTPException, status
 from fastapi.security import OAuth2PasswordBearer

-oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token", auto_error=False)
+oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token")


-def apikey_auth(apikey: str | None = Depends(oauth2_scheme)):
+def apikey_auth(apikey: str = Depends(oauth2_scheme)):
    required_key = os.environ.get("REFLECTOR_GPU_APIKEY")
    if not required_key:
        return
-    if apikey and apikey == required_key:
+    if apikey == required_key:
        return
    raise HTTPException(
        status_code=status.HTTP_401_UNAUTHORIZED,
--- a/gpu/self_hosted/app/services/diarizer.py
+++ b/gpu/self_hosted/app/services/diarizer.py
@@ -1,65 +1,10 @@
-import logging
 import os
-import tarfile
 import threading
-from pathlib import Path
-from urllib.request import urlopen

 import torch
 import torchaudio
-import yaml
 from pyannote.audio import Pipeline

-logger = logging.getLogger(__name__)
-
-S3_BUNDLE_URL = "https://reflector-public.s3.us-east-1.amazonaws.com/pyannote-speaker-diarization-3.1.tar.gz"
-BUNDLE_CACHE_DIR = Path("/root/.cache/pyannote-bundle")
-
-
-def _ensure_model(cache_dir: Path) -> str:
-    """Download and extract S3 model bundle if not cached."""
-    model_dir = cache_dir / "pyannote-speaker-diarization-3.1"
-    config_path = model_dir / "config.yaml"
-
-    if config_path.exists():
-        logger.info("Using cached model bundle at %s", model_dir)
-        return str(model_dir)
-
-    cache_dir.mkdir(parents=True, exist_ok=True)
-    tarball_path = cache_dir / "model.tar.gz"
-
-    logger.info("Downloading model bundle from %s", S3_BUNDLE_URL)
-    with urlopen(S3_BUNDLE_URL) as response, open(tarball_path, "wb") as f:
-        while chunk := response.read(8192):
-            f.write(chunk)
-
-    logger.info("Extracting model bundle")
-    with tarfile.open(tarball_path, "r:gz") as tar:
-        tar.extractall(path=cache_dir, filter="data")
-    tarball_path.unlink()
-
-    _patch_config(model_dir, cache_dir)
-    return str(model_dir)
-
-
-def _patch_config(model_dir: Path, cache_dir: Path) -> None:
-    """Rewrite config.yaml to reference local pytorch_model.bin paths."""
-    config_path = model_dir / "config.yaml"
-    with open(config_path) as f:
-        config = yaml.safe_load(f)
-
-    config["pipeline"]["params"]["segmentation"] = str(
-        cache_dir / "pyannote-segmentation-3.0" / "pytorch_model.bin"
-    )
-    config["pipeline"]["params"]["embedding"] = str(
-        cache_dir / "pyannote-wespeaker-voxceleb-resnet34-LM" / "pytorch_model.bin"
-    )
-
-    with open(config_path, "w") as f:
-        yaml.dump(config, f)
-
-    logger.info("Patched config.yaml with local model paths")
-

 class PyannoteDiarizationService:
    def __init__(self):
@@ -69,20 +14,10 @@ class PyannoteDiarizationService:

    def load(self):
        self._device = "cuda" if torch.cuda.is_available() else "cpu"
-        hf_token = os.environ.get("HF_TOKEN")
-
-        if hf_token:
-            logger.info("Loading pyannote model from HuggingFace (HF_TOKEN set)")
-            self._pipeline = Pipeline.from_pretrained(
-                "pyannote/speaker-diarization-3.1",
-                use_auth_token=hf_token,
-            )
-        else:
-            logger.info("HF_TOKEN not set — loading model from S3 bundle")
-            model_path = _ensure_model(BUNDLE_CACHE_DIR)
-            config_path = Path(model_path) / "config.yaml"
-            self._pipeline = Pipeline.from_pretrained(str(config_path))
-
+        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:
--- a/scripts/garage.toml
+++ b/scripts/garage.toml
@@ -1,14 +0,0 @@
-metadata_dir = "/var/lib/garage/meta"
-data_dir = "/var/lib/garage/data"
-replication_factor = 1
-
-rpc_secret = "__GARAGE_RPC_SECRET__"
-rpc_bind_addr = "[::]:3901"
-
-[s3_api]
-api_bind_addr = "[::]:3900"
-s3_region = "garage"
-root_domain = ".s3.garage.localhost"
-
-[admin]
-api_bind_addr = "[::]:3903"
--- a/scripts/setup-standalone.sh
+++ b/scripts/setup-standalone.sh
@@ -1,417 +0,0 @@
-#!/usr/bin/env bash
-#
-# Standalone local development setup for Reflector.
-# Takes a fresh clone to a working instance — no cloud accounts, no API keys.
-#
-# Usage:
-#   ./scripts/setup-standalone.sh
-#
-# Idempotent — safe to re-run at any time.
-#
-set -euo pipefail
-
-SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-ROOT_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
-
-SERVER_ENV="$ROOT_DIR/server/.env"
-WWW_ENV="$ROOT_DIR/www/.env.local"
-
-MODEL="${LLM_MODEL:-qwen2.5:14b}"
-OLLAMA_PORT="${OLLAMA_PORT:-11434}"
-
-OS="$(uname -s)"
-
-# --- Colors ---
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-YELLOW='\033[1;33m'
-CYAN='\033[0;36m'
-NC='\033[0m'
-
-info()  { echo -e "${CYAN}==>${NC} $*"; }
-ok()    { echo -e "${GREEN}  ✓${NC} $*"; }
-warn()  { echo -e "${YELLOW}  !${NC} $*"; }
-err()   { echo -e "${RED}  ✗${NC} $*" >&2; }
-
-# --- Helpers ---
-
-wait_for_url() {
-    local url="$1" label="$2" retries="${3:-30}" interval="${4:-2}"
-    for i in $(seq 1 "$retries"); do
-        if curl -sf "$url" > /dev/null 2>&1; then
-            return 0
-        fi
-        echo -ne "\r  Waiting for $label... ($i/$retries)"
-        sleep "$interval"
-    done
-    echo ""
-    err "$label not responding at $url after $retries attempts"
-    return 1
-}
-
-env_has_key() {
-    local file="$1" key="$2"
-    grep -q "^${key}=" "$file" 2>/dev/null
-}
-
-env_set() {
-    local file="$1" key="$2" value="$3"
-    if env_has_key "$file" "$key"; then
-        # Replace existing value (portable sed)
-        if [[ "$OS" == "Darwin" ]]; then
-            sed -i '' "s|^${key}=.*|${key}=${value}|" "$file"
-        else
-            sed -i "s|^${key}=.*|${key}=${value}|" "$file"
-        fi
-    else
-        echo "${key}=${value}" >> "$file"
-    fi
-}
-
-resolve_symlink() {
-    local file="$1"
-    if [[ -L "$file" ]]; then
-        warn "$(basename "$file") is a symlink — creating standalone copy"
-        cp -L "$file" "$file.tmp"
-        rm "$file"
-        mv "$file.tmp" "$file"
-    fi
-}
-
-compose_cmd() {
-    local compose_files="-f $ROOT_DIR/docker-compose.yml -f $ROOT_DIR/docker-compose.standalone.yml"
-    if [[ "$OS" == "Linux" ]] && [[ -n "${OLLAMA_PROFILE:-}" ]]; then
-        docker compose $compose_files --profile "$OLLAMA_PROFILE" "$@"
-    else
-        docker compose $compose_files "$@"
-    fi
-}
-
-# =========================================================
-# Step 1: LLM / Ollama
-# =========================================================
-step_llm() {
-    info "Step 1: LLM setup (Ollama + $MODEL)"
-
-    case "$OS" in
-        Darwin)
-            if ! command -v ollama &> /dev/null; then
-                err "Ollama not found. Install it:"
-                err "  brew install ollama"
-                err "  # or https://ollama.com/download"
-                exit 1
-            fi
-
-            # Start if not running
-            if ! curl -sf "http://localhost:$OLLAMA_PORT/api/tags" > /dev/null 2>&1; then
-                info "Starting Ollama..."
-                ollama serve &
-                disown
-            fi
-
-            wait_for_url "http://localhost:$OLLAMA_PORT/api/tags" "Ollama"
-            echo ""
-
-            # Pull model if not already present
-            if ollama list 2>/dev/null | awk '{print $1}' | grep -qx "$MODEL"; then
-                ok "Model $MODEL already pulled"
-            else
-                info "Pulling model $MODEL (this may take a while)..."
-                ollama pull "$MODEL"
-            fi
-
-            LLM_URL_VALUE="http://host.docker.internal:$OLLAMA_PORT/v1"
-            ;;
-
-        Linux)
-            if command -v nvidia-smi &> /dev/null && nvidia-smi > /dev/null 2>&1; then
-                ok "NVIDIA GPU detected — using ollama-gpu profile"
-                OLLAMA_PROFILE="ollama-gpu"
-                OLLAMA_SVC="ollama"
-                LLM_URL_VALUE="http://ollama:$OLLAMA_PORT/v1"
-            else
-                warn "No NVIDIA GPU — using ollama-cpu profile"
-                OLLAMA_PROFILE="ollama-cpu"
-                OLLAMA_SVC="ollama-cpu"
-                LLM_URL_VALUE="http://ollama-cpu:$OLLAMA_PORT/v1"
-            fi
-
-            info "Starting Ollama container..."
-            compose_cmd up -d
-
-            wait_for_url "http://localhost:$OLLAMA_PORT/api/tags" "Ollama"
-            echo ""
-
-            # Pull model inside container
-            if compose_cmd exec "$OLLAMA_SVC" ollama list 2>/dev/null | awk '{print $1}' | grep -qx "$MODEL"; then
-                ok "Model $MODEL already pulled"
-            else
-                info "Pulling model $MODEL inside container (this may take a while)..."
-                compose_cmd exec "$OLLAMA_SVC" ollama pull "$MODEL"
-            fi
-            ;;
-
-        *)
-            err "Unsupported OS: $OS"
-            exit 1
-            ;;
-    esac
-
-    ok "LLM ready ($MODEL via Ollama)"
-}
-
-# =========================================================
-# Step 2: Generate server/.env
-# =========================================================
-step_server_env() {
-    info "Step 2: Generating server/.env"
-
-    resolve_symlink "$SERVER_ENV"
-
-    if [[ -f "$SERVER_ENV" ]]; then
-        ok "server/.env already exists — ensuring standalone vars"
-    else
-        cat > "$SERVER_ENV" << 'ENVEOF'
-# Generated by setup-standalone.sh — standalone local development
-# Source of truth for settings: server/reflector/settings.py
-ENVEOF
-        ok "Created server/.env"
-    fi
-
-    # Ensure all standalone-critical vars (appends if missing, replaces if present)
-    env_set "$SERVER_ENV" "DATABASE_URL" "postgresql+asyncpg://reflector:reflector@postgres:5432/reflector"
-    env_set "$SERVER_ENV" "REDIS_HOST" "redis"
-    env_set "$SERVER_ENV" "CELERY_BROKER_URL" "redis://redis:6379/1"
-    env_set "$SERVER_ENV" "CELERY_RESULT_BACKEND" "redis://redis:6379/1"
-    env_set "$SERVER_ENV" "AUTH_BACKEND" "none"
-    env_set "$SERVER_ENV" "PUBLIC_MODE" "true"
-    # TRANSCRIPT_BACKEND, TRANSCRIPT_URL, DIARIZATION_BACKEND, DIARIZATION_URL
-    # are set via docker-compose.standalone.yml `environment:` overrides — not written here
-    # so we don't clobber the user's server/.env for non-standalone use.
-    env_set "$SERVER_ENV" "TRANSLATION_BACKEND" "passthrough"
-    env_set "$SERVER_ENV" "LLM_URL" "$LLM_URL_VALUE"
-    env_set "$SERVER_ENV" "LLM_MODEL" "$MODEL"
-    env_set "$SERVER_ENV" "LLM_API_KEY" "not-needed"
-
-    ok "Standalone vars set (LLM_URL=$LLM_URL_VALUE)"
-}
-
-# =========================================================
-# Step 3: Object storage (Garage)
-# =========================================================
-step_storage() {
-    info "Step 3: Object storage (Garage)"
-
-    # Generate garage.toml from template (fill in RPC secret)
-    GARAGE_TOML="$ROOT_DIR/scripts/garage.toml"
-    GARAGE_TOML_RUNTIME="$ROOT_DIR/data/garage.toml"
-    if [[ ! -f "$GARAGE_TOML_RUNTIME" ]]; then
-        mkdir -p "$ROOT_DIR/data"
-        RPC_SECRET=$(openssl rand -hex 32)
-        sed "s|__GARAGE_RPC_SECRET__|${RPC_SECRET}|" "$GARAGE_TOML" > "$GARAGE_TOML_RUNTIME"
-    fi
-
-    compose_cmd up -d garage
-
-    wait_for_url "http://localhost:3903/health" "Garage admin API"
-    echo ""
-
-    # Layout: get node ID, assign, apply (skip if already applied)
-    NODE_ID=$(compose_cmd exec -T garage /garage node id -q 2>/dev/null | tr -d '[:space:]')
-    LAYOUT_STATUS=$(compose_cmd exec -T garage /garage layout show 2>&1 || true)
-    if echo "$LAYOUT_STATUS" | grep -q "No nodes"; then
-        compose_cmd exec -T garage /garage layout assign "$NODE_ID" -c 1G -z dc1
-        compose_cmd exec -T garage /garage layout apply --version 1
-    fi
-
-    # Create bucket (idempotent — skip if exists)
-    if ! compose_cmd exec -T garage /garage bucket info reflector-media &>/dev/null; then
-        compose_cmd exec -T garage /garage bucket create reflector-media
-    fi
-
-    # Create key (idempotent — skip if exists)
-    CREATED_KEY=false
-    if compose_cmd exec -T garage /garage key info reflector &>/dev/null; then
-        ok "Key 'reflector' already exists"
-    else
-        KEY_OUTPUT=$(compose_cmd exec -T garage /garage key create reflector)
-        CREATED_KEY=true
-    fi
-
-    # Grant bucket permissions (idempotent)
-    compose_cmd exec -T garage /garage bucket allow reflector-media --read --write --key reflector
-
-    # Set env vars (only parse key on first create — key info redacts the secret)
-    env_set "$SERVER_ENV" "TRANSCRIPT_STORAGE_BACKEND" "aws"
-    env_set "$SERVER_ENV" "TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL" "http://garage:3900"
-    env_set "$SERVER_ENV" "TRANSCRIPT_STORAGE_AWS_BUCKET_NAME" "reflector-media"
-    env_set "$SERVER_ENV" "TRANSCRIPT_STORAGE_AWS_REGION" "garage"
-    if [[ "$CREATED_KEY" == "true" ]]; then
-        KEY_ID=$(echo "$KEY_OUTPUT" | grep -i "key id" | awk '{print $NF}')
-        KEY_SECRET=$(echo "$KEY_OUTPUT" | grep -i "secret key" | awk '{print $NF}')
-        env_set "$SERVER_ENV" "TRANSCRIPT_STORAGE_AWS_ACCESS_KEY_ID" "$KEY_ID"
-        env_set "$SERVER_ENV" "TRANSCRIPT_STORAGE_AWS_SECRET_ACCESS_KEY" "$KEY_SECRET"
-    fi
-
-    ok "Object storage ready (Garage)"
-}
-
-# =========================================================
-# Step 4: Generate www/.env.local
-# =========================================================
-step_www_env() {
-    info "Step 4: Generating www/.env.local"
-
-    resolve_symlink "$WWW_ENV"
-
-    if [[ -f "$WWW_ENV" ]]; then
-        ok "www/.env.local already exists — ensuring standalone vars"
-    else
-        cat > "$WWW_ENV" << 'ENVEOF'
-# Generated by setup-standalone.sh — standalone local development
-ENVEOF
-        ok "Created www/.env.local"
-    fi
-
-    env_set "$WWW_ENV" "SITE_URL" "http://localhost:3000"
-    env_set "$WWW_ENV" "NEXTAUTH_URL" "http://localhost:3000"
-    env_set "$WWW_ENV" "NEXTAUTH_SECRET" "standalone-dev-secret-not-for-production"
-    env_set "$WWW_ENV" "API_URL" "http://localhost:1250"
-    env_set "$WWW_ENV" "WEBSOCKET_URL" "ws://localhost:1250"
-    env_set "$WWW_ENV" "SERVER_API_URL" "http://server:1250"
-    env_set "$WWW_ENV" "FEATURE_REQUIRE_LOGIN" "false"
-
-    ok "Standalone www vars set"
-}
-
-# =========================================================
-# Step 5: Start all services
-# =========================================================
-step_services() {
-    info "Step 5: Starting Docker services"
-
-    # Check for port conflicts — stale processes silently shadow Docker port mappings.
-    # OrbStack/Docker Desktop bind ports for forwarding; ignore those PIDs.
-    local ports_ok=true
-    for port in 3000 1250 5432 6379 3900 3903; do
-        local pids
-        pids=$(lsof -ti :"$port" 2>/dev/null || true)
-        for pid in $pids; do
-            local pname
-            pname=$(ps -p "$pid" -o comm= 2>/dev/null || true)
-            # OrbStack and Docker Desktop own port forwarding — not real conflicts
-            if [[ "$pname" == *"OrbStack"* ]] || [[ "$pname" == *"com.docker"* ]] || [[ "$pname" == *"vpnkit"* ]]; then
-                continue
-            fi
-            warn "Port $port already in use by PID $pid ($pname)"
-            warn "Kill it with: lsof -ti :$port | xargs kill"
-            ports_ok=false
-        done
-    done
-    if [[ "$ports_ok" == "false" ]]; then
-        warn "Port conflicts detected — Docker containers may not be reachable"
-        warn "Continuing anyway (services will start but may be shadowed)"
-    fi
-
-    # server runs alembic migrations on startup automatically (see runserver.sh)
-    compose_cmd up -d postgres redis garage cpu server worker beat web
-    ok "Containers started"
-    info "Server is running migrations (alembic upgrade head)..."
-}
-
-# =========================================================
-# Step 6: Health checks
-# =========================================================
-step_health() {
-    info "Step 6: Health checks"
-
-    # CPU service may take a while on first start (model download + load).
-    # No host port exposed — check via docker exec.
-    info "Waiting for CPU service (first start downloads ~1GB of models)..."
-    local cpu_ok=false
-    for i in $(seq 1 120); do
-        if compose_cmd exec -T cpu curl -sf http://localhost:8000/docs > /dev/null 2>&1; then
-            cpu_ok=true
-            break
-        fi
-        echo -ne "\r  Waiting for CPU service... ($i/120)"
-        sleep 5
-    done
-    echo ""
-    if [[ "$cpu_ok" == "true" ]]; then
-        ok "CPU service healthy (transcription + diarization)"
-    else
-        warn "CPU service not ready yet — it will keep loading in the background"
-        warn "Check with: docker compose logs cpu"
-    fi
-
-    wait_for_url "http://localhost:1250/health" "Server API" 60 3
-    echo ""
-    ok "Server API healthy"
-
-    wait_for_url "http://localhost:3000" "Frontend" 90 3
-    echo ""
-    ok "Frontend responding"
-
-    # Check LLM reachability from inside a container
-    if compose_cmd exec -T server \
-        curl -sf "$LLM_URL_VALUE/models" > /dev/null 2>&1; then
-        ok "LLM reachable from containers"
-    else
-        warn "LLM not reachable from containers at $LLM_URL_VALUE"
-        warn "Summaries/topics/titles won't work until LLM is accessible"
-    fi
-}
-
-# =========================================================
-# Main
-# =========================================================
-main() {
-    echo ""
-    echo "=========================================="
-    echo " Reflector — Standalone Local Setup"
-    echo "=========================================="
-    echo ""
-
-    # Ensure we're in the repo root
-    if [[ ! -f "$ROOT_DIR/docker-compose.yml" ]]; then
-        err "docker-compose.yml not found in $ROOT_DIR"
-        err "Run this script from the repo root: ./scripts/setup-standalone.sh"
-        exit 1
-    fi
-
-
-    # LLM_URL_VALUE is set by step_llm, used by later steps
-    LLM_URL_VALUE=""
-    OLLAMA_PROFILE=""
-
-    # docker-compose.yml may reference env_files that don't exist yet;
-    # touch them so compose_cmd works before the steps that populate them.
-    touch "$SERVER_ENV" "$WWW_ENV"
-
-    step_llm
-    echo ""
-    step_server_env
-    echo ""
-    step_storage
-    echo ""
-    step_www_env
-    echo ""
-    step_services
-    echo ""
-    step_health
-
-    echo ""
-    echo "=========================================="
-    echo -e " ${GREEN}Reflector is running!${NC}"
-    echo "=========================================="
-    echo ""
-    echo "  Frontend:  http://localhost:3000"
-    echo "  API:       http://localhost:1250"
-    echo ""
-    echo "  To stop:   docker compose down"
-    echo "  To re-run: ./scripts/setup-standalone.sh"
-    echo ""
-}
-
-main "$@"
--- a/server/.env.example
+++ b/server/.env.example
@@ -66,22 +66,15 @@ TRANSLATE_URL=https://monadical-sas--reflector-translator-web.modal.run
 ## LLM backend (Required)
 ##
 ## Responsible for generating titles, summaries, and topic detection
-## Supports any OpenAI-compatible endpoint.
+## Requires OpenAI API key
 ## =======================================================

-## --- Option A: Local LLM via Ollama (recommended for dev) ---
-## Setup: ./scripts/setup-standalone.sh
-## Mac: Ollama runs natively (Metal GPU). Containers reach it via host.docker.internal.
-## Linux: docker compose --profile ollama-gpu up -d (or ollama-cpu for no GPU)
-LLM_URL=http://host.docker.internal:11434/v1
-LLM_MODEL=qwen2.5:14b
-LLM_API_KEY=not-needed
-## Linux with containerized Ollama: LLM_URL=http://ollama:11434/v1
+## OpenAI API key - get from https://platform.openai.com/account/api-keys
+LLM_API_KEY=sk-your-openai-api-key
+LLM_MODEL=gpt-4o-mini

-## --- Option B: Remote/cloud LLM ---
-#LLM_API_KEY=sk-your-openai-api-key
-#LLM_MODEL=gpt-4o-mini
-## LLM_URL defaults to OpenAI when unset
+## Optional: Custom endpoint (defaults to OpenAI)
+# LLM_URL=https://api.openai.com/v1

 ## Context size for summary generation (tokens)
 LLM_CONTEXT_WINDOW=16000
--- a/server/pyproject.toml
+++ b/server/pyproject.toml
@@ -68,6 +68,7 @@ evaluation = [
    "pydantic>=2.1.1",
 ]
 local = [
+    "pyannote-audio>=3.3.2",
    "faster-whisper>=0.10.0",
 ]
 silero-vad = [
--- a/server/reflector/asynctask.py
+++ b/server/reflector/asynctask.py
@@ -22,8 +22,6 @@ def asynctask(f):
                await database.disconnect()

        coro = run_with_db()
-        if current_task:
-            return asyncio.run(coro)
        try:
            loop = asyncio.get_running_loop()
        except RuntimeError:
--- a/server/reflector/auth/auth_none.py
+++ b/server/reflector/auth/auth_none.py
@@ -1,5 +1,11 @@
+from typing import Annotated
+
+from fastapi import Depends
+from fastapi.security import OAuth2PasswordBearer
 from pydantic import BaseModel

+oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token", auto_error=False)
+

 class UserInfo(BaseModel):
    sub: str
@@ -9,13 +15,13 @@ class AccessTokenInfo(BaseModel):
    pass


-def authenticated():
+def authenticated(token: Annotated[str, Depends(oauth2_scheme)]):
    return None


-def current_user():
+def current_user(token: Annotated[str, Depends(oauth2_scheme)]):
    return None


-def current_user_optional():
+def current_user_optional(token: Annotated[str, Depends(oauth2_scheme)]):
    return None
--- a/server/reflector/dailyco_api/client.py
+++ b/server/reflector/dailyco_api/client.py
@@ -146,8 +146,6 @@ class DailyApiClient:
            )
            raise DailyApiError(operation, response)

-        if not response.content:
-            return {}
        return response.json()

    # ============================================================================
--- a/server/reflector/dailyco_api/webhook_utils.py
+++ b/server/reflector/dailyco_api/webhook_utils.py
@@ -99,7 +99,7 @@ def extract_room_name(event: DailyWebhookEvent) -> str | None:
        >>> event = DailyWebhookEvent(**webhook_payload)
        >>> room_name = extract_room_name(event)
    """
-    room = event.payload.get("room_name") or event.payload.get("room")
+    room = event.payload.get("room_name")
    # Ensure we return a string, not any falsy value that might be in payload
    return room if isinstance(room, str) else None

--- a/server/reflector/dailyco_api/webhooks.py
+++ b/server/reflector/dailyco_api/webhooks.py
@@ -6,7 +6,7 @@ Reference: https://docs.daily.co/reference/rest-api/webhooks

 from typing import Annotated, Any, Dict, Literal, Union

-from pydantic import AliasChoices, BaseModel, ConfigDict, Field, field_validator
+from pydantic import BaseModel, Field, field_validator

 from reflector.utils.string import NonEmptyString

@@ -41,8 +41,6 @@ class DailyTrack(BaseModel):
    Reference: https://docs.daily.co/reference/rest-api/recordings
    """

-    model_config = ConfigDict(extra="ignore")
-
    type: Literal["audio", "video"]
    s3Key: NonEmptyString = Field(description="S3 object key for the track file")
    size: int = Field(description="File size in bytes")
@@ -56,8 +54,6 @@ class DailyWebhookEvent(BaseModel):
    Reference: https://docs.daily.co/reference/rest-api/webhooks
    """

-    model_config = ConfigDict(extra="ignore")
-
    version: NonEmptyString = Field(
        description="Represents the version of the event. This uses semantic versioning to inform a consumer if the payload has introduced any breaking changes"
    )
@@ -86,13 +82,7 @@ class ParticipantJoinedPayload(BaseModel):
    Reference: https://docs.daily.co/reference/rest-api/webhooks/events/participant-joined
    """

-    model_config = ConfigDict(extra="ignore")
-
-    room_name: NonEmptyString | None = Field(
-        None,
-        description="Daily.co room name",
-        validation_alias=AliasChoices("room_name", "room"),
-    )
+    room_name: NonEmptyString | None = Field(None, description="Daily.co room name")
    session_id: NonEmptyString = Field(description="Daily.co session identifier")
    user_id: NonEmptyString = Field(description="User identifier (may be encoded)")
    user_name: NonEmptyString | None = Field(None, description="User display name")
@@ -110,13 +100,7 @@ class ParticipantLeftPayload(BaseModel):
    Reference: https://docs.daily.co/reference/rest-api/webhooks/events/participant-left
    """

-    model_config = ConfigDict(extra="ignore")
-
-    room_name: NonEmptyString | None = Field(
-        None,
-        description="Daily.co room name",
-        validation_alias=AliasChoices("room_name", "room"),
-    )
+    room_name: NonEmptyString | None = Field(None, description="Daily.co room name")
    session_id: NonEmptyString = Field(description="Daily.co session identifier")
    user_id: NonEmptyString = Field(description="User identifier (may be encoded)")
    user_name: NonEmptyString | None = Field(None, description="User display name")
@@ -128,9 +112,6 @@ class ParticipantLeftPayload(BaseModel):
    _normalize_joined_at = field_validator("joined_at", mode="before")(
        normalize_timestamp_to_int
    )
-    _normalize_duration = field_validator("duration", mode="before")(
-        normalize_timestamp_to_int
-    )


 class RecordingStartedPayload(BaseModel):
@@ -140,8 +121,6 @@ class RecordingStartedPayload(BaseModel):
    Reference: https://docs.daily.co/reference/rest-api/webhooks/events/recording-started
    """

-    model_config = ConfigDict(extra="ignore")
-
    room_name: NonEmptyString | None = Field(None, description="Daily.co room name")
    recording_id: NonEmptyString = Field(description="Recording identifier")
    start_ts: int | None = Field(None, description="Recording start timestamp")
@@ -159,9 +138,7 @@ class RecordingReadyToDownloadPayload(BaseModel):
    Reference: https://docs.daily.co/reference/rest-api/webhooks/events/recording-ready-to-download
    """

-    model_config = ConfigDict(extra="ignore")
-
-    type: Literal["cloud", "cloud-audio-only", "raw-tracks"] = Field(
+    type: Literal["cloud", "raw-tracks"] = Field(
        description="The type of recording that was generated"
    )
    recording_id: NonEmptyString = Field(
@@ -176,9 +153,8 @@ class RecordingReadyToDownloadPayload(BaseModel):
    status: Literal["finished"] = Field(
        description="The status of the given recording (always 'finished' in ready-to-download webhook, see RecordingStatus in responses.py for full API statuses)"
    )
-    max_participants: int | None = Field(
-        None,
-        description="The number of participants on the call that were recorded (optional; Daily may omit it in some webhook versions)",
+    max_participants: int = Field(
+        description="The number of participants on the call that were recorded"
    )
    duration: int = Field(description="The duration in seconds of the call")
    s3_key: NonEmptyString = Field(
@@ -204,8 +180,6 @@ class RecordingErrorPayload(BaseModel):
    Reference: https://docs.daily.co/reference/rest-api/webhooks/events/recording-error
    """

-    model_config = ConfigDict(extra="ignore")
-
    action: Literal["clourd-recording-err", "cloud-recording-error"] = Field(
        description="A string describing the event that was emitted (both variants are documented)"
    )
@@ -226,8 +200,6 @@ class RecordingErrorPayload(BaseModel):


 class ParticipantJoinedEvent(BaseModel):
-    model_config = ConfigDict(extra="ignore")
-
    version: NonEmptyString
    type: Literal["participant.joined"]
    id: NonEmptyString
@@ -240,8 +212,6 @@ class ParticipantJoinedEvent(BaseModel):


 class ParticipantLeftEvent(BaseModel):
-    model_config = ConfigDict(extra="ignore")
-
    version: NonEmptyString
    type: Literal["participant.left"]
    id: NonEmptyString
@@ -254,8 +224,6 @@ class ParticipantLeftEvent(BaseModel):


 class RecordingStartedEvent(BaseModel):
-    model_config = ConfigDict(extra="ignore")
-
    version: NonEmptyString
    type: Literal["recording.started"]
    id: NonEmptyString
@@ -268,8 +236,6 @@ class RecordingStartedEvent(BaseModel):


 class RecordingReadyEvent(BaseModel):
-    model_config = ConfigDict(extra="ignore")
-
    version: NonEmptyString
    type: Literal["recording.ready-to-download"]
    id: NonEmptyString
@@ -282,8 +248,6 @@ class RecordingReadyEvent(BaseModel):


 class RecordingErrorEvent(BaseModel):
-    model_config = ConfigDict(extra="ignore")
-
    version: NonEmptyString
    type: Literal["recording.error"]
    id: NonEmptyString
--- a/server/reflector/db/meetings.py
+++ b/server/reflector/db/meetings.py
@@ -346,6 +346,27 @@ class MeetingController:
            return None
        return Meeting(**result)

+    async def get_by_room_and_time_window(
+        self, room: Room, start_date: datetime, end_date: datetime
+    ) -> Meeting | None:
+        """Check if a meeting already exists for this room with the same time window."""
+        query = (
+            meetings.select()
+            .where(
+                sa.and_(
+                    meetings.c.room_id == room.id,
+                    meetings.c.start_date == start_date,
+                    meetings.c.end_date == end_date,
+                    meetings.c.is_active,
+                )
+            )
+            .limit(1)
+        )
+        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)
--- a/server/reflector/db/search.py
+++ b/server/reflector/db/search.py
@@ -26,7 +26,6 @@ from reflector.db.rooms import rooms
 from reflector.db.transcripts import SourceKind, TranscriptStatus, transcripts
 from reflector.db.utils import is_postgresql
 from reflector.logger import logger
-from reflector.settings import settings
 from reflector.utils.string import NonEmptyString, try_parse_non_empty_string

 DEFAULT_SEARCH_LIMIT = 20
@@ -397,7 +396,7 @@ class SearchController:
                    transcripts.c.user_id == params.user_id, rooms.c.is_shared
                )
            )
-        elif not settings.PUBLIC_MODE:
+        else:
            base_query = base_query.where(rooms.c.is_shared)
        if params.room_id:
            base_query = base_query.where(transcripts.c.room_id == params.room_id)
--- a/server/reflector/db/transcripts.py
+++ b/server/reflector/db/transcripts.py
@@ -406,7 +406,7 @@ class TranscriptController:
            query = query.where(
                or_(transcripts.c.user_id == user_id, rooms.c.is_shared)
            )
-        elif not settings.PUBLIC_MODE:
+        else:
            query = query.where(rooms.c.is_shared)

        if source_kind:
--- a/server/reflector/hatchet/client.py
+++ b/server/reflector/hatchet/client.py
@@ -12,9 +12,7 @@ import threading

 from hatchet_sdk import ClientConfig, Hatchet
 from hatchet_sdk.clients.rest.models import V1TaskStatus
-from hatchet_sdk.rate_limit import RateLimitDuration

-from reflector.hatchet.constants import LLM_RATE_LIMIT_KEY, LLM_RATE_LIMIT_PER_SECOND
 from reflector.logger import logger
 from reflector.settings import settings

@@ -115,26 +113,3 @@ class HatchetClientManager:
        """Reset the client instance (for testing)."""
        with cls._lock:
            cls._instance = None
-
-    @classmethod
-    async def ensure_rate_limit(cls) -> None:
-        """Ensure the LLM rate limit exists in Hatchet.
-
-        Uses the Hatchet SDK rate_limits client (aio_put). See:
-        https://docs.hatchet.run/sdks/python/feature-clients/rate_limits
-        """
-        logger.info(
-            "[Hatchet] Ensuring rate limit exists",
-            rate_limit_key=LLM_RATE_LIMIT_KEY,
-            limit=LLM_RATE_LIMIT_PER_SECOND,
-        )
-        client = cls.get_client()
-        await client.rate_limits.aio_put(
-            key=LLM_RATE_LIMIT_KEY,
-            limit=LLM_RATE_LIMIT_PER_SECOND,
-            duration=RateLimitDuration.SECOND,
-        )
-        logger.info(
-            "[Hatchet] Rate limit put successfully",
-            rate_limit_key=LLM_RATE_LIMIT_KEY,
-        )
--- a/server/reflector/hatchet/run_workers_llm.py
+++ b/server/reflector/hatchet/run_workers_llm.py
@@ -3,8 +3,6 @@ LLM/I/O worker pool for all non-CPU tasks.
 Handles: all tasks except mixdown_tracks (transcription, LLM inference, orchestration)
 """

-import asyncio
-
 from reflector.hatchet.client import HatchetClientManager
 from reflector.hatchet.workflows.daily_multitrack_pipeline import (
    daily_multitrack_pipeline,
@@ -22,15 +20,6 @@ POOL = "llm-io"
 def main():
    hatchet = HatchetClientManager.get_client()

-    try:
-        asyncio.run(HatchetClientManager.ensure_rate_limit())
-    except Exception as e:
-        logger.warning(
-            "[Hatchet] Rate limit initialization failed, but continuing. "
-            "If workflows fail to register, rate limits may need to be created manually.",
-            error=str(e),
-        )
-
    logger.info(
        "Starting Hatchet LLM worker pool (all tasks except mixdown)",
        worker_name=WORKER_NAME,
--- a/server/reflector/hatchet/workflows/daily_multitrack_pipeline.py
+++ b/server/reflector/hatchet/workflows/daily_multitrack_pipeline.py
@@ -171,13 +171,11 @@ async def set_workflow_error_status(transcript_id: NonEmptyString) -> bool:

 def _spawn_storage():
    """Create fresh storage instance."""
-    # TODO: replace direct AwsStorage construction with get_transcripts_storage() factory
    return AwsStorage(
        aws_bucket_name=settings.TRANSCRIPT_STORAGE_AWS_BUCKET_NAME,
        aws_region=settings.TRANSCRIPT_STORAGE_AWS_REGION,
        aws_access_key_id=settings.TRANSCRIPT_STORAGE_AWS_ACCESS_KEY_ID,
        aws_secret_access_key=settings.TRANSCRIPT_STORAGE_AWS_SECRET_ACCESS_KEY,
-        aws_endpoint_url=settings.TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL,
    )


--- a/server/reflector/hatchet/workflows/padding_workflow.py
+++ b/server/reflector/hatchet/workflows/padding_workflow.py
@@ -49,13 +49,11 @@ async def pad_track(input: PaddingInput, ctx: Context) -> PadTrackResult:
        from reflector.settings import settings  # noqa: PLC0415
        from reflector.storage.storage_aws import AwsStorage  # noqa: PLC0415

-        # TODO: replace direct AwsStorage construction with get_transcripts_storage() factory
        storage = AwsStorage(
            aws_bucket_name=settings.TRANSCRIPT_STORAGE_AWS_BUCKET_NAME,
            aws_region=settings.TRANSCRIPT_STORAGE_AWS_REGION,
            aws_access_key_id=settings.TRANSCRIPT_STORAGE_AWS_ACCESS_KEY_ID,
            aws_secret_access_key=settings.TRANSCRIPT_STORAGE_AWS_SECRET_ACCESS_KEY,
-            aws_endpoint_url=settings.TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL,
        )

        source_url = await storage.get_file_url(
--- a/server/reflector/hatchet/workflows/track_processing.py
+++ b/server/reflector/hatchet/workflows/track_processing.py
@@ -60,7 +60,6 @@ async def pad_track(input: TrackInput, ctx: Context) -> PadTrackResult:

    try:
        # Create fresh storage instance to avoid aioboto3 fork issues
-        # TODO: replace direct AwsStorage construction with get_transcripts_storage() factory
        from reflector.settings import settings  # noqa: PLC0415
        from reflector.storage.storage_aws import AwsStorage  # noqa: PLC0415

@@ -69,7 +68,6 @@ async def pad_track(input: TrackInput, ctx: Context) -> PadTrackResult:
            aws_region=settings.TRANSCRIPT_STORAGE_AWS_REGION,
            aws_access_key_id=settings.TRANSCRIPT_STORAGE_AWS_ACCESS_KEY_ID,
            aws_secret_access_key=settings.TRANSCRIPT_STORAGE_AWS_SECRET_ACCESS_KEY,
-            aws_endpoint_url=settings.TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL,
        )

        source_url = await storage.get_file_url(
@@ -161,7 +159,6 @@ async def transcribe_track(input: TrackInput, ctx: Context) -> TranscribeTrackRe
            raise ValueError("Missing padded_key from pad_track")

        # Presign URL on demand (avoids stale URLs on workflow replay)
-        # TODO: replace direct AwsStorage construction with get_transcripts_storage() factory
        from reflector.settings import settings  # noqa: PLC0415
        from reflector.storage.storage_aws import AwsStorage  # noqa: PLC0415

@@ -170,7 +167,6 @@ async def transcribe_track(input: TrackInput, ctx: Context) -> TranscribeTrackRe
            aws_region=settings.TRANSCRIPT_STORAGE_AWS_REGION,
            aws_access_key_id=settings.TRANSCRIPT_STORAGE_AWS_ACCESS_KEY_ID,
            aws_secret_access_key=settings.TRANSCRIPT_STORAGE_AWS_SECRET_ACCESS_KEY,
-            aws_endpoint_url=settings.TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL,
        )

        audio_url = await storage.get_file_url(
--- a/server/reflector/llm.py
+++ b/server/reflector/llm.py
@@ -144,18 +144,7 @@ class StructuredOutputWorkflow(Workflow, Generic[OutputT]):
        )

        # Network retries handled by OpenAILike (max_retries=3)
-        # response_format enables grammar-based constrained decoding on backends
-        # that support it (DMR/llama.cpp, vLLM, Ollama, OpenAI).
-        response = await Settings.llm.acomplete(
-            json_prompt,
-            response_format={
-                "type": "json_schema",
-                "json_schema": {
-                    "name": self.output_cls.__name__,
-                    "schema": self.output_cls.model_json_schema(),
-                },
-            },
-        )
+        response = await Settings.llm.acomplete(json_prompt)
        return ExtractionDone(output=response.text)

    @step
--- a/server/reflector/processors/audio_diarization_pyannote.py
+++ b/server/reflector/processors/audio_diarization_pyannote.py
@@ -0,0 +1,74 @@
+import os
+
+import torch
+import torchaudio
+from pyannote.audio import Pipeline
+
+from reflector.processors.audio_diarization import AudioDiarizationProcessor
+from reflector.processors.audio_diarization_auto import AudioDiarizationAutoProcessor
+from reflector.processors.types import AudioDiarizationInput, DiarizationSegment
+
+
+class AudioDiarizationPyannoteProcessor(AudioDiarizationProcessor):
+    """Local diarization processor using pyannote.audio library"""
+
+    def __init__(
+        self,
+        model_name: str = "pyannote/speaker-diarization-3.1",
+        pyannote_auth_token: str | None = None,
+        device: str | None = None,
+        **kwargs,
+    ):
+        super().__init__(**kwargs)
+        self.model_name = model_name
+        self.auth_token = pyannote_auth_token or os.environ.get("HF_TOKEN")
+        self.device = device
+
+        if device is None:
+            self.device = "cuda" if torch.cuda.is_available() else "cpu"
+
+        self.logger.info(f"Loading pyannote diarization model: {self.model_name}")
+        self.diarization_pipeline = Pipeline.from_pretrained(
+            self.model_name, use_auth_token=self.auth_token
+        )
+        self.diarization_pipeline.to(torch.device(self.device))
+        self.logger.info(f"Diarization model loaded on device: {self.device}")
+
+    async def _diarize(self, data: AudioDiarizationInput) -> list[DiarizationSegment]:
+        try:
+            # Load audio file (audio_url is assumed to be a local file path)
+            self.logger.info(f"Loading local audio file: {data.audio_url}")
+            waveform, sample_rate = torchaudio.load(data.audio_url)
+            audio_input = {"waveform": waveform, "sample_rate": sample_rate}
+            self.logger.info("Running speaker diarization")
+            diarization = self.diarization_pipeline(audio_input)
+
+            # Convert pyannote diarization output to our format
+            segments = []
+            for segment, _, speaker in diarization.itertracks(yield_label=True):
+                # Extract speaker number from label (e.g., "SPEAKER_00" -> 0)
+                speaker_id = 0
+                if speaker.startswith("SPEAKER_"):
+                    try:
+                        speaker_id = int(speaker.split("_")[-1])
+                    except (ValueError, IndexError):
+                        # Fallback to hash-based ID if parsing fails
+                        speaker_id = hash(speaker) % 1000
+
+                segments.append(
+                    {
+                        "start": round(segment.start, 3),
+                        "end": round(segment.end, 3),
+                        "speaker": speaker_id,
+                    }
+                )
+
+            self.logger.info(f"Diarization completed with {len(segments)} segments")
+            return segments
+
+        except Exception as e:
+            self.logger.exception(f"Diarization failed: {e}")
+            raise
+
+
+AudioDiarizationAutoProcessor.register("pyannote", AudioDiarizationPyannoteProcessor)
--- a/server/reflector/services/transcript_process.py
+++ b/server/reflector/services/transcript_process.py
@@ -97,11 +97,8 @@ async def validate_transcript_for_processing(
    if transcript.locked:
        return ValidationLocked(detail="Recording is locked")

-    if (
-        transcript.status == "idle"
-        and not transcript.workflow_run_id
-        and not transcript.recording_id
-    ):
+    # Check if recording is ready for processing
+    if transcript.status == "idle" and not transcript.workflow_run_id:
        return ValidationNotReady(detail="Recording is not ready for processing")

    # Check Celery tasks
--- a/server/reflector/settings.py
+++ b/server/reflector/settings.py
@@ -49,7 +49,6 @@ class Settings(BaseSettings):
    TRANSCRIPT_STORAGE_AWS_REGION: str = "us-east-1"
    TRANSCRIPT_STORAGE_AWS_ACCESS_KEY_ID: str | None = None
    TRANSCRIPT_STORAGE_AWS_SECRET_ACCESS_KEY: str | None = None
-    TRANSCRIPT_STORAGE_AWS_ENDPOINT_URL: str | None = None

    # Platform-specific recording storage (follows {PREFIX}_STORAGE_AWS_{CREDENTIAL} pattern)
    # Whereby storage configuration
@@ -85,7 +84,9 @@ class Settings(BaseSettings):
    )

    # Diarization
-    # backend: modal — HTTP API client (works with Modal.com OR self-hosted gpu/self_hosted/)
+    # backends:
+    #   - pyannote: in-process model loading (no HTTP, runs in same process)
+    #   - modal: HTTP API client (works with Modal.com OR self-hosted gpu/self_hosted/)
    DIARIZATION_ENABLED: bool = True
    DIARIZATION_BACKEND: str = "modal"
    DIARIZATION_URL: str | None = None
@@ -94,6 +95,9 @@ class Settings(BaseSettings):
    # Diarization: modal backend
    DIARIZATION_MODAL_API_KEY: str | None = None

+    # Diarization: local pyannote.audio
+    DIARIZATION_PYANNOTE_AUTH_TOKEN: str | None = None
+
    # Audio Padding (Modal.com backend)
    PADDING_URL: str | None = None
    PADDING_MODAL_API_KEY: str | None = None
--- a/server/reflector/storage/storage_aws.py
+++ b/server/reflector/storage/storage_aws.py
@@ -53,7 +53,6 @@ class AwsStorage(Storage):
        aws_access_key_id: str | None = None,
        aws_secret_access_key: str | None = None,
        aws_role_arn: str | None = None,
-        aws_endpoint_url: str | None = None,
    ):
        if not aws_bucket_name:
            raise ValueError("Storage `aws_storage` require `aws_bucket_name`")
@@ -74,26 +73,17 @@ class AwsStorage(Storage):
        self._access_key_id = aws_access_key_id
        self._secret_access_key = aws_secret_access_key
        self._role_arn = aws_role_arn
-        self._endpoint_url = aws_endpoint_url

        self.aws_folder = ""
        if "/" in aws_bucket_name:
            self._bucket_name, self.aws_folder = aws_bucket_name.split("/", 1)
-
-        config_kwargs: dict = {"retries": {"max_attempts": 3, "mode": "adaptive"}}
-        if aws_endpoint_url:
-            config_kwargs["s3"] = {"addressing_style": "path"}
-        self.boto_config = Config(**config_kwargs)
-
+        self.boto_config = Config(retries={"max_attempts": 3, "mode": "adaptive"})
        self.session = aioboto3.Session(
            aws_access_key_id=aws_access_key_id,
            aws_secret_access_key=aws_secret_access_key,
            region_name=aws_region,
        )
-        if aws_endpoint_url:
-            self.base_url = f"{aws_endpoint_url}/{self._bucket_name}/"
-        else:
-            self.base_url = f"https://{self._bucket_name}.s3.amazonaws.com/"
+        self.base_url = f"https://{self._bucket_name}.s3.amazonaws.com/"

    # Implement credential properties
    @property
@@ -149,9 +139,7 @@ class AwsStorage(Storage):
        s3filename = f"{folder}/{filename}" if folder else filename
        logger.info(f"Uploading {filename} to S3 {actual_bucket}/{folder}")

-        async with self.session.client(
-            "s3", config=self.boto_config, endpoint_url=self._endpoint_url
-        ) as client:
+        async with self.session.client("s3", config=self.boto_config) as client:
            if isinstance(data, bytes):
                await client.put_object(Bucket=actual_bucket, Key=s3filename, Body=data)
            else:
@@ -174,9 +162,7 @@ class AwsStorage(Storage):
        actual_bucket = bucket or self._bucket_name
        folder = self.aws_folder
        s3filename = f"{folder}/{filename}" if folder else filename
-        async with self.session.client(
-            "s3", config=self.boto_config, endpoint_url=self._endpoint_url
-        ) as client:
+        async with self.session.client("s3", config=self.boto_config) as client:
            presigned_url = await client.generate_presigned_url(
                operation,
                Params={"Bucket": actual_bucket, "Key": s3filename},
@@ -191,9 +177,7 @@ class AwsStorage(Storage):
        folder = self.aws_folder
        logger.info(f"Deleting {filename} from S3 {actual_bucket}/{folder}")
        s3filename = f"{folder}/{filename}" if folder else filename
-        async with self.session.client(
-            "s3", config=self.boto_config, endpoint_url=self._endpoint_url
-        ) as client:
+        async with self.session.client("s3", config=self.boto_config) as client:
            await client.delete_object(Bucket=actual_bucket, Key=s3filename)

    @handle_s3_client_errors("download")
@@ -202,9 +186,7 @@ class AwsStorage(Storage):
        folder = self.aws_folder
        logger.info(f"Downloading {filename} from S3 {actual_bucket}/{folder}")
        s3filename = f"{folder}/{filename}" if folder else filename
-        async with self.session.client(
-            "s3", config=self.boto_config, endpoint_url=self._endpoint_url
-        ) as client:
+        async with self.session.client("s3", config=self.boto_config) as client:
            response = await client.get_object(Bucket=actual_bucket, Key=s3filename)
            return await response["Body"].read()

@@ -219,9 +201,7 @@ class AwsStorage(Storage):
        logger.info(f"Listing objects from S3 {actual_bucket} with prefix '{s3prefix}'")

        keys = []
-        async with self.session.client(
-            "s3", config=self.boto_config, endpoint_url=self._endpoint_url
-        ) as client:
+        async with self.session.client("s3", config=self.boto_config) as client:
            paginator = client.get_paginator("list_objects_v2")
            async for page in paginator.paginate(Bucket=actual_bucket, Prefix=s3prefix):
                if "Contents" in page:
@@ -247,9 +227,7 @@ class AwsStorage(Storage):
        folder = self.aws_folder
        logger.info(f"Streaming {filename} from S3 {actual_bucket}/{folder}")
        s3filename = f"{folder}/{filename}" if folder else filename
-        async with self.session.client(
-            "s3", config=self.boto_config, endpoint_url=self._endpoint_url
-        ) as client:
+        async with self.session.client("s3", config=self.boto_config) as client:
            await client.download_fileobj(
                Bucket=actual_bucket, Key=s3filename, Fileobj=fileobj
            )
--- a/server/reflector/views/daily.py
+++ b/server/reflector/views/daily.py
@@ -80,14 +80,7 @@ async def webhook(request: Request):
    try:
        event = event_adapter.validate_python(body_json)
    except Exception as e:
-        err_detail = str(e)
-        if hasattr(e, "errors"):
-            err_detail = f"{err_detail}; errors={e.errors()!r}"
-        logger.error(
-            "Failed to parse webhook event",
-            error=err_detail,
-            body=body.decode(),
-        )
+        logger.error("Failed to parse webhook event", error=str(e), body=body.decode())
        raise HTTPException(status_code=422, detail="Invalid event format")

    match event:
--- a/server/reflector/views/transcripts_upload.py
+++ b/server/reflector/views/transcripts_upload.py
@@ -5,7 +5,7 @@ from fastapi import APIRouter, Depends, HTTPException, UploadFile
 from pydantic import BaseModel

 import reflector.auth as auth
-from reflector.db.transcripts import SourceKind, transcripts_controller
+from reflector.db.transcripts import transcripts_controller
 from reflector.pipelines.main_file_pipeline import task_pipeline_file_process

 router = APIRouter()
@@ -88,10 +88,8 @@ async def transcript_record_upload(
    finally:
        container.close()

-    # set the status to "uploaded" and mark as file source
-    await transcripts_controller.update(
-        transcript, {"status": "uploaded", "source_kind": SourceKind.FILE}
-    )
+    # set the status to "uploaded"
+    await transcripts_controller.update(transcript, {"status": "uploaded"})

    # launch a background task to process the file
    task_pipeline_file_process.delay(transcript_id=transcript_id)
--- a/server/reflector/views/user_websocket.py
+++ b/server/reflector/views/user_websocket.py
@@ -1,6 +1,6 @@
 from typing import Optional

-from fastapi import APIRouter, WebSocket, WebSocketDisconnect
+from fastapi import APIRouter, WebSocket

 from reflector.auth.auth_jwt import JWTAuth  # type: ignore
 from reflector.db.users import user_controller
@@ -60,8 +60,6 @@ async def user_events_websocket(websocket: WebSocket):
    try:
        while True:
            await websocket.receive()
-    except (RuntimeError, WebSocketDisconnect):
-        pass
    finally:
        if room_id:
            await ws_manager.remove_user_from_room(room_id, websocket)
--- a/server/reflector/worker/ics_sync.py
+++ b/server/reflector/worker/ics_sync.py
@@ -5,7 +5,7 @@ from celery import shared_task
 from celery.utils.log import get_task_logger

 from reflector.asynctask import asynctask
-from reflector.db.calendar_events import calendar_events_controller
+from reflector.db.calendar_events import CalendarEvent, calendar_events_controller
 from reflector.db.meetings import meetings_controller
 from reflector.db.rooms import Room, rooms_controller
 from reflector.redis_cache import RedisAsyncLock
@@ -83,10 +83,9 @@ def _should_sync(room) -> bool:
    return time_since_sync.total_seconds() >= room.ics_fetch_interval


-MEETING_DEFAULT_DURATION = timedelta(hours=1)
-
-
-async def create_upcoming_meetings_for_event(event, create_window, room: Room):
+async def create_upcoming_meetings_for_event(
+    event: CalendarEvent, create_window: datetime, room: Room
+):
    if event.start_time <= create_window:
        return
    existing_meeting = await meetings_controller.get_by_calendar_event(event.id, room)
@@ -94,6 +93,21 @@ async def create_upcoming_meetings_for_event(event, create_window, room: Room):
    if existing_meeting:
        return

+    # Prevent duplicate meetings from aggregated calendar feeds
+    # (e.g. same event appears with different UIDs from Cal.com and Google Calendar)
+    end_date = event.end_time
+    existing_by_time = await meetings_controller.get_by_room_and_time_window(
+        room, event.start_time, end_date
+    )
+    if existing_by_time:
+        logger.info(
+            "Skipping duplicate calendar event - meeting already exists for this time window",
+            room_id=room.id,
+            event_id=event.id,
+            existing_meeting_id=existing_by_time.id,
+        )
+        return
+
    logger.info(
        "Pre-creating meeting for calendar event",
        room_id=room.id,
@@ -102,8 +116,6 @@ async def create_upcoming_meetings_for_event(event, create_window, room: Room):
    )

    try:
-        end_date = event.end_time or (event.start_time + MEETING_DEFAULT_DURATION)
-
        client = create_platform_client(room.platform)

        meeting_data = await client.create_meeting(
--- a/server/reflector/ws_manager.py
+++ b/server/reflector/ws_manager.py
@@ -48,15 +48,7 @@ class RedisPubSubManager:
        if not self.redis_connection:
            await self.connect()
        message = json.dumps(message)
-        try:
-            await self.redis_connection.publish(room_id, message)
-        except RuntimeError:
-            # Celery workers run each task in a new event loop (asyncio.run),
-            # which closes the previous loop. Cached Redis connection is dead.
-            # Reconnect on the current loop and retry.
-            self.redis_connection = None
-            await self.connect()
-            await self.redis_connection.publish(room_id, message)
+        await self.redis_connection.publish(room_id, message)

    async def subscribe(self, room_id: str) -> redis.Redis:
        await self.pubsub.subscribe(room_id)
--- a/server/scripts/recreate_daily_webhook.py
+++ b/server/scripts/recreate_daily_webhook.py
@@ -15,7 +15,8 @@ from reflector.settings import settings

 async def setup_webhook(webhook_url: str):
    """
-    Create Daily.co webhook. Deletes any existing webhooks first, then creates the new one.
+    Create or update Daily.co webhook for this environment using dailyco_api module.
+    Uses DAILY_WEBHOOK_UUID to identify existing webhook.
    """
    if not settings.DAILY_API_KEY:
        print("Error: DAILY_API_KEY not set")
@@ -34,37 +35,79 @@ async def setup_webhook(webhook_url: str):
    ]

    async with DailyApiClient(api_key=settings.DAILY_API_KEY) as client:
-        webhooks = await client.list_webhooks()
-        for wh in webhooks:
-            await client.delete_webhook(wh.uuid)
-            print(f"Deleted webhook {wh.uuid}")
+        webhook_uuid = settings.DAILY_WEBHOOK_UUID

-        request = CreateWebhookRequest(
-            url=webhook_url,
-            eventTypes=event_types,
-            hmac=settings.DAILY_WEBHOOK_SECRET,
-        )
-        result = await client.create_webhook(request)
-        webhook_uuid = result.uuid
+        if webhook_uuid:
+            print(f"Updating existing webhook {webhook_uuid}...")
+            try:
+                # Note: Daily.co doesn't support PATCH well, so we delete + recreate
+                await client.delete_webhook(webhook_uuid)
+                print(f"Deleted old webhook {webhook_uuid}")

-        print(f"✓ Created webhook {webhook_uuid} (state: {result.state})")
-        print(f"  URL: {result.url}")
+                request = CreateWebhookRequest(
+                    url=webhook_url,
+                    eventTypes=event_types,
+                    hmac=settings.DAILY_WEBHOOK_SECRET,
+                )
+                result = await client.create_webhook(request)

-        env_file = Path(__file__).parent.parent / ".env"
-        if env_file.exists():
-            lines = env_file.read_text().splitlines()
-            updated = False
-            for i, line in enumerate(lines):
-                if line.startswith("DAILY_WEBHOOK_UUID="):
-                    lines[i] = f"DAILY_WEBHOOK_UUID={webhook_uuid}"
-                    updated = True
-                    break
-            if not updated:
-                lines.append(f"DAILY_WEBHOOK_UUID={webhook_uuid}")
-            env_file.write_text("\n".join(lines) + "\n")
-            print("✓ Saved DAILY_WEBHOOK_UUID to .env")
+                print(
+                    f"✓ Created replacement webhook {result.uuid} (state: {result.state})"
+                )
+                print(f"  URL: {result.url}")

-        return 0
+                webhook_uuid = result.uuid
+
+            except Exception as e:
+                if hasattr(e, "response") and e.response.status_code == 404:
+                    print(f"Webhook {webhook_uuid} not found, creating new one...")
+                    webhook_uuid = None  # Fall through to creation
+                else:
+                    print(f"Error updating webhook: {e}")
+                    return 1
+
+        if not webhook_uuid:
+            print("Creating new webhook...")
+            request = CreateWebhookRequest(
+                url=webhook_url,
+                eventTypes=event_types,
+                hmac=settings.DAILY_WEBHOOK_SECRET,
+            )
+            result = await client.create_webhook(request)
+            webhook_uuid = result.uuid
+
+            print(f"✓ Created webhook {webhook_uuid} (state: {result.state})")
+            print(f"  URL: {result.url}")
+            print()
+            print("=" * 60)
+            print("IMPORTANT: Add this to your environment variables:")
+            print("=" * 60)
+            print(f"DAILY_WEBHOOK_UUID: {webhook_uuid}")
+            print("=" * 60)
+            print()
+
+            # Try to write UUID to .env file
+            env_file = Path(__file__).parent.parent / ".env"
+            if env_file.exists():
+                lines = env_file.read_text().splitlines()
+                updated = False
+
+                # Update existing DAILY_WEBHOOK_UUID line or add it
+                for i, line in enumerate(lines):
+                    if line.startswith("DAILY_WEBHOOK_UUID="):
+                        lines[i] = f"DAILY_WEBHOOK_UUID={webhook_uuid}"
+                        updated = True
+                        break
+
+                if not updated:
+                    lines.append(f"DAILY_WEBHOOK_UUID={webhook_uuid}")
+
+                env_file.write_text("\n".join(lines) + "\n")
+                print(f"✓ Also saved to local .env file")
+            else:
+                print(f"⚠ Local .env file not found - please add manually")
+
+            return 0


 if __name__ == "__main__":
@@ -74,7 +117,11 @@ if __name__ == "__main__":
            "Example: python recreate_daily_webhook.py https://example.com/v1/daily/webhook"
        )
        print()
-        print("Deletes all existing webhooks, then creates a new one.")
+        print("Behavior:")
+        print("  - If DAILY_WEBHOOK_UUID set: Deletes old webhook, creates new one")
+        print(
+            "  - If DAILY_WEBHOOK_UUID empty: Creates new webhook, saves UUID to .env"
+        )
        sys.exit(1)

    sys.exit(asyncio.run(setup_webhook(sys.argv[1])))
--- a/server/tests/test_hatchet_dispatch.py
+++ b/server/tests/test_hatchet_dispatch.py
@@ -255,7 +255,7 @@ async def test_validation_locked_transcript():
@pytest.mark.usefixtures("setup_database")
@pytest.mark.asyncio
 async def test_validation_idle_transcript():
-    """Test that validation rejects idle transcripts without recording (file upload not ready)."""
+    """Test that validation rejects idle transcripts (not ready)."""
    from reflector.services.transcript_process import (
        ValidationNotReady,
        validate_transcript_for_processing,
@@ -274,34 +274,6 @@ async def test_validation_idle_transcript():
    assert "not ready" in result.detail.lower()


-@pytest.mark.usefixtures("setup_database")
-@pytest.mark.asyncio
-async def test_validation_idle_transcript_with_recording_allowed():
-    """Test that validation allows idle transcripts with recording_id (multitrack ready/retry)."""
-    from reflector.services.transcript_process import (
-        ValidationOk,
-        validate_transcript_for_processing,
-    )
-
-    mock_transcript = Transcript(
-        id="test-transcript-id",
-        name="Test",
-        status="idle",
-        source_kind="room",
-        recording_id="test-recording-id",
-    )
-
-    with patch(
-        "reflector.services.transcript_process.task_is_scheduled_or_active"
-    ) as mock_celery_check:
-        mock_celery_check.return_value = False
-
-        result = await validate_transcript_for_processing(mock_transcript)
-
-    assert isinstance(result, ValidationOk)
-    assert result.recording_id == "test-recording-id"
-
-
@pytest.mark.usefixtures("setup_database")
@pytest.mark.asyncio
 async def test_prepare_multitrack_config():
--- a/server/tests/test_ics_dedup.py
+++ b/server/tests/test_ics_dedup.py
@@ -0,0 +1,190 @@
+from datetime import datetime, timedelta, timezone
+from unittest.mock import AsyncMock, patch
+
+import pytest
+
+from reflector.db import get_database
+from reflector.db.calendar_events import CalendarEvent, calendar_events_controller
+from reflector.db.meetings import meetings
+from reflector.db.rooms import rooms_controller
+from reflector.worker.ics_sync import create_upcoming_meetings_for_event
+
+
+@pytest.mark.asyncio
+async def test_duplicate_calendar_event_does_not_create_duplicate_meeting():
+    """When an aggregated ICS feed contains the same event with different UIDs
+    (e.g. Cal.com UID + Google Calendar UUID), only one meeting should be created."""
+
+    room = await rooms_controller.add(
+        name="dedup-test-room",
+        user_id="test-user",
+        zulip_auto_post=False,
+        zulip_stream="",
+        zulip_topic="",
+        is_locked=False,
+        room_mode="normal",
+        recording_type="cloud",
+        recording_trigger="automatic-2nd-participant",
+        is_shared=False,
+        ics_url="https://calendar.example.com/dedup.ics",
+        ics_enabled=True,
+    )
+
+    now = datetime.now(timezone.utc)
+    start_time = now + timedelta(hours=1)
+    end_time = now + timedelta(hours=2)
+
+    # Create first calendar event (Cal.com UID)
+    event1 = await calendar_events_controller.upsert(
+        CalendarEvent(
+            room_id=room.id,
+            ics_uid="abc123@Cal.com",
+            title="Team Standup",
+            start_time=start_time,
+            end_time=end_time,
+        )
+    )
+
+    # create_window must be before start_time for the function to proceed
+    create_window = now - timedelta(minutes=6)
+
+    # Create meeting for event1
+    with patch(
+        "reflector.worker.ics_sync.create_platform_client"
+    ) as mock_platform_factory:
+        mock_client = AsyncMock()
+
+        async def mock_create_meeting_1(room_name_prefix, *, end_date, room):
+            return AsyncMock(
+                meeting_id="meeting-1",
+                room_name="dedup-test-room-abc",
+                room_url="https://mock.video/dedup-test-room-abc",
+                host_room_url="https://mock.video/dedup-test-room-abc?host=true",
+            )
+
+        mock_client.create_meeting = mock_create_meeting_1
+        mock_client.upload_logo = AsyncMock()
+        mock_platform_factory.return_value = mock_client
+
+        await create_upcoming_meetings_for_event(event1, create_window, room)
+
+    # Verify meeting was created
+    results = await get_database().fetch_all(
+        meetings.select().where(meetings.c.room_id == room.id)
+    )
+    assert len(results) == 1, f"Expected 1 meeting, got {len(results)}"
+
+    # Create second calendar event with different UID but same time window (Google Calendar UUID)
+    event2 = await calendar_events_controller.upsert(
+        CalendarEvent(
+            room_id=room.id,
+            ics_uid="550e8400-e29b-41d4-a716-446655440000",
+            title="Team Standup",
+            start_time=start_time,
+            end_time=end_time,
+        )
+    )
+
+    # Try to create meeting for event2 - should be skipped due to dedup
+    with patch(
+        "reflector.worker.ics_sync.create_platform_client"
+    ) as mock_platform_factory:
+        mock_client = AsyncMock()
+        create_meeting_called = False
+
+        async def mock_create_meeting_2(room_name_prefix, *, end_date, room):
+            nonlocal create_meeting_called
+            create_meeting_called = True
+
+        mock_client.create_meeting = mock_create_meeting_2
+        mock_client.upload_logo = AsyncMock()
+        mock_platform_factory.return_value = mock_client
+
+        await create_upcoming_meetings_for_event(event2, create_window, room)
+
+        # Platform client should NOT have been called for the duplicate
+        assert (
+            not create_meeting_called
+        ), "create_meeting should not be called for duplicate"
+
+    # Verify still only 1 meeting
+    results = await get_database().fetch_all(
+        meetings.select().where(meetings.c.room_id == room.id)
+    )
+    assert len(results) == 1, f"Expected 1 meeting after dedup, got {len(results)}"
+
+
+@pytest.mark.asyncio
+async def test_different_time_windows_create_separate_meetings():
+    """Events at different times should create separate meetings, even if titles match."""
+
+    room = await rooms_controller.add(
+        name="dedup-diff-time-room",
+        user_id="test-user",
+        zulip_auto_post=False,
+        zulip_stream="",
+        zulip_topic="",
+        is_locked=False,
+        room_mode="normal",
+        recording_type="cloud",
+        recording_trigger="automatic-2nd-participant",
+        is_shared=False,
+        ics_url="https://calendar.example.com/dedup2.ics",
+        ics_enabled=True,
+    )
+
+    now = datetime.now(timezone.utc)
+    create_window = now - timedelta(minutes=6)
+
+    # Event 1: 1-2pm
+    event1 = await calendar_events_controller.upsert(
+        CalendarEvent(
+            room_id=room.id,
+            ics_uid="event-morning@Cal.com",
+            title="Team Standup",
+            start_time=now + timedelta(hours=1),
+            end_time=now + timedelta(hours=2),
+        )
+    )
+
+    # Event 2: 3-4pm (different time)
+    event2 = await calendar_events_controller.upsert(
+        CalendarEvent(
+            room_id=room.id,
+            ics_uid="event-afternoon@Cal.com",
+            title="Team Standup",
+            start_time=now + timedelta(hours=3),
+            end_time=now + timedelta(hours=4),
+        )
+    )
+
+    with patch(
+        "reflector.worker.ics_sync.create_platform_client"
+    ) as mock_platform_factory:
+        mock_client = AsyncMock()
+
+        call_count = 0
+
+        async def mock_create_meeting(room_name_prefix, *, end_date, room):
+            nonlocal call_count
+            call_count += 1
+            return AsyncMock(
+                meeting_id=f"meeting-{call_count}",
+                room_name=f"dedup-diff-time-room-{call_count}",
+                room_url=f"https://mock.video/dedup-diff-time-room-{call_count}",
+                host_room_url=f"https://mock.video/dedup-diff-time-room-{call_count}?host=true",
+            )
+
+        mock_client.create_meeting = mock_create_meeting
+        mock_client.upload_logo = AsyncMock()
+        mock_platform_factory.return_value = mock_client
+
+        await create_upcoming_meetings_for_event(event1, create_window, room)
+        await create_upcoming_meetings_for_event(event2, create_window, room)
+
+    results = await get_database().fetch_all(
+        meetings.select().where(meetings.c.room_id == room.id)
+    )
+    assert (
+        len(results) == 2
+    ), f"Expected 2 meetings for different times, got {len(results)}"
--- a/server/tests/test_storage.py
+++ b/server/tests/test_storage.py
@@ -319,51 +319,3 @@ def test_aws_storage_constructor_rejects_mixed_auth():
            aws_secret_access_key="test-secret",
            aws_role_arn="arn:aws:iam::123456789012:role/test-role",
        )
-
-
-@pytest.mark.asyncio
-async def test_aws_storage_custom_endpoint_url():
-    """Test that custom endpoint_url configures path-style addressing and passes endpoint to client."""
-    storage = AwsStorage(
-        aws_bucket_name="reflector-media",
-        aws_region="garage",
-        aws_access_key_id="GKtest",
-        aws_secret_access_key="secret",
-        aws_endpoint_url="http://garage:3900",
-    )
-    assert storage._endpoint_url == "http://garage:3900"
-    assert storage.boto_config.s3["addressing_style"] == "path"
-    assert storage.base_url == "http://garage:3900/reflector-media/"
-    # retries config preserved (merge, not replace)
-    assert storage.boto_config.retries["max_attempts"] == 3
-
-    mock_client = AsyncMock()
-    mock_client.put_object = AsyncMock()
-    mock_client.__aenter__ = AsyncMock(return_value=mock_client)
-    mock_client.__aexit__ = AsyncMock(return_value=None)
-    mock_client.generate_presigned_url = AsyncMock(
-        return_value="http://garage:3900/reflector-media/test.txt"
-    )
-
-    with patch.object(
-        storage.session, "client", return_value=mock_client
-    ) as mock_session_client:
-        await storage.put_file("test.txt", b"data")
-        mock_session_client.assert_called_with(
-            "s3", config=storage.boto_config, endpoint_url="http://garage:3900"
-        )
-
-
-@pytest.mark.asyncio
-async def test_aws_storage_none_endpoint_url():
-    """Test that None endpoint preserves current AWS behavior."""
-    storage = AwsStorage(
-        aws_bucket_name="reflector-bucket",
-        aws_region="us-east-1",
-        aws_access_key_id="AKIAtest",
-        aws_secret_access_key="secret",
-    )
-    assert storage._endpoint_url is None
-    assert storage.base_url == "https://reflector-bucket.s3.amazonaws.com/"
-    # No s3 addressing_style override — boto_config should only have retries
-    assert not hasattr(storage.boto_config, "s3") or storage.boto_config.s3 is None
--- a/server/uv.lock
+++ b/server/uv.lock
@@ -235,6 +235,12 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
 ]

+[[package]]
+name = "antlr4-python3-runtime"
+version = "4.9.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3e/38/7859ff46355f76f8d19459005ca000b6e7012f2f1ca597746cbcd1fbfe5e/antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b", size = 117034 }
+
 [[package]]
 name = "anyio"
 version = "4.9.0"
@@ -261,6 +267,21 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/2f/f5/c36551e93acba41a59939ae6a0fb77ddb3f2e8e8caa716410c65f7341f72/asgi_lifespan-2.1.0-py3-none-any.whl", hash = "sha256:ed840706680e28428c01e14afb3875d7d76d3206f3d5b2f2294e059b5c23804f", size = 10895 },
 ]

+[[package]]
+name = "asteroid-filterbanks"
+version = "0.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+    { name = "torch", version = "2.8.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
+    { name = "torch", version = "2.8.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/90/fa/5c2be1f96dc179f83cdd3bb267edbd1f47d08f756785c016d5c2163901a7/asteroid-filterbanks-0.4.0.tar.gz", hash = "sha256:415f89d1dcf2b13b35f03f7a9370968ac4e6fa6800633c522dac992b283409b9", size = 24599 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/7c/83ff6046176a675e6a1e8aeefed8892cd97fe7c46af93cc540d1b24b8323/asteroid_filterbanks-0.4.0-py3-none-any.whl", hash = "sha256:4932ac8b6acc6e08fb87cbe8ece84215b5a74eee284fe83acf3540a72a02eaf5", size = 29912 },
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+    { url = "https://files.pythonhosted.org/packages/02/21/aa0f434434c48490f91b65962b1ce863fdcce63febc166ca9fe9d706c2b6/torchmetrics-1.8.2-py3-none-any.whl", hash = "sha256:08382fd96b923e39e904c4d570f3d49e2cc71ccabd2a94e0f895d1f0dac86242", size = 983161 },
+]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
--- a/www/app/(app)/transcripts/[transcriptId]/processing/page.tsx
+++ b/www/app/(app)/transcripts/[transcriptId]/processing/page.tsx
@@ -11,7 +11,6 @@ import {
 import { useRouter } from "next/navigation";
 import { useTranscriptGet } from "../../../../lib/apiHooks";
 import { parseNonEmptyString } from "../../../../lib/utils";
-import { useWebSockets } from "../../useWebSockets";

 type TranscriptProcessing = {
  params: Promise<{
@@ -25,7 +24,6 @@ export default function TranscriptProcessing(details: TranscriptProcessing) {
  const router = useRouter();

  const transcript = useTranscriptGet(transcriptId);
-  useWebSockets(transcriptId);

  useEffect(() => {
    const status = transcript.data?.status;
--- a/www/app/(app)/transcripts/useWebRTC.ts
+++ b/www/app/(app)/transcripts/useWebRTC.ts
@@ -23,16 +23,7 @@ const useWebRTC = (
    let p: Peer;

    try {
-      p = new Peer({
-        initiator: true,
-        stream: stream,
-        // Disable trickle ICE: single SDP exchange (offer + answer) with all candidates.
-        // Required for HTTP-based signaling; trickle needs WebSocket for candidate exchange.
-        trickle: false,
-        config: {
-          iceServers: [{ urls: "stun:stun.l.google.com:19302" }],
-        },
-      });
+      p = new Peer({ initiator: true, stream: stream });
    } catch (error) {
      setError(error as Error, "Error creating WebRTC");
      return;
--- a/www/app/(app)/transcripts/useWebSockets.ts
+++ b/www/app/(app)/transcripts/useWebSockets.ts
@@ -431,7 +431,6 @@ export const useWebSockets = (transcriptId: string | null): UseWebSockets => {
              );
            }
            setStatus(message.data);
-            invalidateTranscript(queryClient, transcriptId as NonEmptyString);
            if (message.data.value === "ended") {
              ws.close();
            }
--- a/www/app/[roomName]/components/DailyRoom.tsx
+++ b/www/app/[roomName]/components/DailyRoom.tsx
@@ -8,7 +8,7 @@ import {
  useRef,
  useState,
 } from "react";
-import { Box, Spinner, Center, Text } from "@chakra-ui/react";
+import { Box, Spinner, Center, Text, Button, VStack } from "@chakra-ui/react";
 import { useRouter, useParams } from "next/navigation";
 import DailyIframe, {
  DailyCall,
@@ -16,10 +16,13 @@ import DailyIframe, {
  DailyCustomTrayButton,
  DailyCustomTrayButtons,
  DailyEventObjectCustomButtonClick,
+  DailyEventObjectFatalError,
+  DailyFatalErrorType,
  DailyFactoryOptions,
  DailyParticipantsObject,
 } from "@daily-co/daily-js";
 import type { components } from "../../reflector-api";
+import { printApiError, ApiError } from "../../api/_error";
 import { useAuth } from "../../lib/AuthProvider";
 import { useConsentDialog } from "../../lib/consent";
 import {
@@ -45,6 +48,63 @@ const RAW_TRACKS_NAMESPACE = "a1b2c3d4-e5f6-7890-abcd-ef1234567890";
 const RECORDING_START_DELAY_MS = 2000;
 const RECORDING_START_MAX_RETRIES = 5;

+const FATAL_ERROR_MESSAGES: Partial<
+  Record<DailyFatalErrorType, { message: string; rejoinable?: boolean }>
+> = {
+  "connection-error": {
+    message: "Connection lost. Please check your network.",
+    rejoinable: true,
+  },
+  "exp-room": { message: "The meeting time has ended." },
+  "exp-token": { message: "Your session has expired.", rejoinable: true },
+  ejected: { message: "You were removed from this meeting." },
+  "meeting-full": { message: "This meeting is full." },
+  "not-allowed": { message: "You are not allowed to join this meeting." },
+  "nbf-room": { message: "This meeting hasn't started yet." },
+  "nbf-token": { message: "This meeting hasn't started yet." },
+  "no-room": { message: "This room does not exist." },
+  "end-of-life": { message: "This meeting room is no longer available." },
+};
+
+function FatalErrorScreen({
+  error,
+  roomName,
+}: {
+  error: FatalError;
+  roomName: string;
+}) {
+  const router = useRouter();
+  const info =
+    error.type !== "unknown" ? FATAL_ERROR_MESSAGES[error.type] : undefined;
+  const message = info?.message ?? `Something went wrong: ${error.message}`;
+  const rejoinable = info?.rejoinable ?? false;
+
+  return (
+    <Center width="100vw" height="100vh">
+      <VStack gap={4}>
+        <Text color="red.500">{message}</Text>
+        {rejoinable ? (
+          <>
+            <Button onClick={() => window.location.reload()}>
+              Try Rejoining
+            </Button>
+            <Button
+              variant="outline"
+              onClick={() => router.push(`/${roomName}`)}
+            >
+              Leave
+            </Button>
+          </>
+        ) : (
+          <Button onClick={() => router.push(`/${roomName}`)}>
+            Back to Room
+          </Button>
+        )}
+      </VStack>
+    </Center>
+  );
+}
+
 type Meeting = components["schemas"]["Meeting"];
 type Room = components["schemas"]["RoomDetails"];

@@ -82,6 +142,8 @@ const USE_FRAME_INIT_STATE = {
  joined: false as boolean,
 } as const;

+type FatalError = { type: DailyFatalErrorType | "unknown"; message: string };
+
 // Daily js and not Daily react used right now because daily-js allows for prebuild interface vs. -react is customizable but has no nice defaults
 const useFrame = (
  container: HTMLDivElement | null,
@@ -89,6 +151,7 @@ const useFrame = (
    onLeftMeeting: () => void;
    onCustomButtonClick: (ev: DailyEventObjectCustomButtonClick) => void;
    onJoinMeeting: () => void;
+    onError: (ev: DailyEventObjectFatalError) => void;
  },
 ) => {
  const [{ frame, joined }, setState] = useState(USE_FRAME_INIT_STATE);
@@ -134,6 +197,7 @@ const useFrame = (
    if (!frame) return;
    frame.on("left-meeting", cbs.onLeftMeeting);
    frame.on("custom-button-click", cbs.onCustomButtonClick);
+    frame.on("error", cbs.onError);
    const joinCb = () => {
      if (!frame) {
        console.error("frame is null in joined-meeting callback");
@@ -145,6 +209,7 @@ const useFrame = (
    return () => {
      frame.off("left-meeting", cbs.onLeftMeeting);
      frame.off("custom-button-click", cbs.onCustomButtonClick);
+      frame.off("error", cbs.onError);
      frame.off("joined-meeting", joinCb);
    };
  }, [frame, cbs]);
@@ -188,6 +253,7 @@ export default function DailyRoom({ meeting, room }: DailyRoomProps) {
  const joinMutation = useRoomJoinMeeting();
  const startRecordingMutation = useMeetingStartRecording();
  const [joinedMeeting, setJoinedMeeting] = useState<Meeting | null>(null);
+  const [fatalError, setFatalError] = useState<FatalError | null>(null);

  // Generate deterministic instanceIds so all participants use SAME IDs
  const cloudInstanceId = parseNonEmptyString(meeting.id);
@@ -234,8 +300,18 @@ export default function DailyRoom({ meeting, room }: DailyRoomProps) {
  const roomUrl = joinedMeeting?.room_url;

  const handleLeave = useCallback(() => {
+    // If a fatal error occurred, don't redirect — let the error UI show
+    if (fatalError) return;
    router.push("/browse");
-  }, [router]);
+  }, [router, fatalError]);
+
+  const handleError = useCallback((ev: DailyEventObjectFatalError) => {
+    const error: FatalError = {
+      type: ev.error?.type ?? "unknown",
+      message: ev.errorMsg,
+    };
+    setFatalError(error);
+  }, []);

  const handleCustomButtonClick = useCallback(
    (ev: DailyEventObjectCustomButtonClick) => {
@@ -324,6 +400,7 @@ export default function DailyRoom({ meeting, room }: DailyRoomProps) {
    onLeftMeeting: handleLeave,
    onCustomButtonClick: handleCustomButtonClick,
    onJoinMeeting: handleFrameJoinMeeting,
+    onError: handleError,
  });

  useEffect(() => {
@@ -380,13 +457,27 @@ export default function DailyRoom({ meeting, room }: DailyRoomProps) {
  }

  if (joinMutation.isError) {
+    const apiDetail = printApiError(
+      joinMutation.error as /*ref 095959E6-01CC-4CF0-B3A9-F65F12F046D3*/ ApiError,
+    );
    return (
      <Center width="100vw" height="100vh">
-        <Text color="red.500">Failed to join meeting. Please try again.</Text>
+        <VStack gap={4}>
+          <Text color="red.500">
+            {apiDetail ?? "Failed to join meeting. Please try again."}
+          </Text>
+          <Button onClick={() => router.push(`/${roomName}`)}>
+            Back to Room
+          </Button>
+        </VStack>
      </Center>
    );
  }

+  if (fatalError) {
+    return <FatalErrorScreen error={fatalError} roomName={roomName} />;
+  }
+
  if (!roomUrl) {
    return null;
  }
--- a/www/app/lib/apiHooks.ts
+++ b/www/app/lib/apiHooks.ts
@@ -9,6 +9,7 @@ import { MeetingId } from "./types";
 import { NonEmptyString } from "./utils";

 /*
+ * ref 095959E6-01CC-4CF0-B3A9-F65F12F046D3
 * XXX error types returned from the hooks are not always correct; declared types are ValidationError but real type could be string or any other
 * this is either a limitation or incorrect usage of Python json schema generator
 * or, limitation or incorrect usage of .d type generator from json schema
Author	SHA1	Message	Date
Igor Monadical	a455be047a	Merge branch 'main' into fix-daily-ux	2026-02-06 11:33:35 -05:00
Igor Loskutov	2a9993ceec	remove integration test with hardcoded external URL	2026-02-06 11:31:22 -05:00
Igor Loskutov	8773d9fbbd	test: add integration test for ICS dedup using Max's live calendar feed	2026-02-06 11:02:20 -05:00
Igor Loskutov	6c88e05423	refactor: remove redundant fatalError ref, use state directly in handleLeave	2026-02-05 22:06:15 -05:00
Igor Loskutov	f4803c0d76	fix: use function mocks with correct signature in dedup tests	2026-02-05 19:51:27 -05:00
Igor Loskutov	2b484aec00	refactor: data-driven FatalErrorScreen, cover all DailyFatalErrorType cases	2026-02-05 19:49:14 -05:00
Igor Loskutov	d3161730ef	fix: use SDK DailyFatalErrorType, add meeting-full/not-allowed/exp-token cases, remove dead end_date fallback	2026-02-05 19:43:25 -05:00
Igor Loskutov	4fd88b2fc1	fix: review feedback — literal error types, extract FatalErrorScreen, type params, fix mock signature	2026-02-05 19:35:47 -05:00
Igor Loskutov	a2694650fd	chore: add REPORT.md and ref markers for ApiError cast issue	2026-02-05 19:16:58 -05:00
Igor Loskutov	238d768499	fix: address review feedback - use ApiError type, move inline imports	2026-02-05 18:50:12 -05:00
Igor Loskutov	1da687fe13	fix: prevent duplicate meetings from aggregated ICS calendar feeds When Cal.com events appear in an aggregated ICS feed, the same event gets two different UIDs (one from Cal.com, one from Google Calendar). This caused duplicate meetings to be created for the same time slot. Add time-window dedup check in create_upcoming_meetings_for_event: after verifying no meeting exists for the calendar_event_id, also check if a meeting already exists for the same room + start_date + end_date.	2026-02-05 18:42:42 -05:00
Igor Loskutov	e9e1676409	feat: add specific error messages for Daily.co meeting disconnections Handle fatal errors from Daily.co SDK (connection-error, exp-room, ejected, etc.) with user-friendly messages and appropriate actions. Improve join failure display to show actual API error detail.	2026-02-05 18:42:42 -05:00