feat: add LLM_ENABLE_THINKING env var for thinking-mode LLMs

Some LLMs (e.g. GLM-4.5-Air) default to thinking mode which returns content in reasoning_content instead of content field, breaking structured output parsing. This setting passes enable_thinking through extra_body to control the behavior per deployment. Three states: None (default, don't send), True, False.
2026-03-22 07:06:47 +00:00 · 2026-02-06 20:19:53 -05:00
48 changed files with 1118 additions and 2151 deletions
--- a/docker-compose.standalone.yml
+++ b/docker-compose.standalone.yml
@@ -1,219 +0,0 @@
-# Self-contained standalone compose for fully local deployment (no external dependencies).
-# Usage: docker compose -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:
-  server:
-    build:
-      context: server
-    ports:
-      - "1250:1250"
-    extra_hosts:
-      - "host.docker.internal:host-gateway"
-    volumes:
-      - ./server/:/app/
-      - /app/.venv
-    env_file:
-      - ./server/.env
-    environment:
-      ENTRYPOINT: server
-      # Docker DNS names instead of localhost
-      DATABASE_URL: postgresql+asyncpg://reflector:reflector@postgres:5432/reflector
-      REDIS_HOST: redis
-      CELERY_BROKER_URL: redis://redis:6379/1
-      CELERY_RESULT_BACKEND: redis://redis:6379/1
-      # Standalone doesn't run Hatchet
-      HATCHET_CLIENT_SERVER_URL: ""
-      HATCHET_CLIENT_HOST_PORT: ""
-      # Self-hosted transcription/diarization via CPU service
-      TRANSCRIPT_BACKEND: modal
-      TRANSCRIPT_URL: http://cpu:8000
-      TRANSCRIPT_MODAL_API_KEY: local
-      DIARIZATION_BACKEND: modal
-      DIARIZATION_URL: http://cpu:8000
-    depends_on:
-      postgres:
-        condition: service_healthy
-      redis:
-        condition: service_started
-
-  worker:
-    build:
-      context: server
-    volumes:
-      - ./server/:/app/
-      - /app/.venv
-    env_file:
-      - ./server/.env
-    environment:
-      ENTRYPOINT: worker
-      HATCHET_CLIENT_SERVER_URL: ""
-      HATCHET_CLIENT_HOST_PORT: ""
-      TRANSCRIPT_BACKEND: modal
-      TRANSCRIPT_URL: http://cpu:8000
-      TRANSCRIPT_MODAL_API_KEY: local
-      DIARIZATION_BACKEND: modal
-      DIARIZATION_URL: http://cpu:8000
-    depends_on:
-      redis:
-        condition: service_started
-
-  beat:
-    build:
-      context: server
-    volumes:
-      - ./server/:/app/
-      - /app/.venv
-    env_file:
-      - ./server/.env
-    environment:
-      ENTRYPOINT: beat
-    depends_on:
-      redis:
-        condition: service_started
-
-  redis:
-    image: redis:7.2
-    ports:
-      - 6379:6379
-
-  postgres:
-    image: postgres:17
-    command: postgres -c 'max_connections=200'
-    ports:
-      - 5432:5432
-    environment:
-      POSTGRES_USER: reflector
-      POSTGRES_PASSWORD: reflector
-      POSTGRES_DB: reflector
-    volumes:
-      - ./data/postgres:/var/lib/postgresql/data
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -d reflector -U reflector"]
-      interval: 5s
-      timeout: 5s
-      retries: 10
-      start_period: 15s
-
-  web:
-    image: reflector-frontend-standalone
-    build:
-      context: ./www
-    ports:
-      - "3000:3000"
-    command: ["node", "server.js"]
-    environment:
-      NODE_ENV: production
-      # Browser-facing URLs (host-accessible ports)
-      API_URL: http://localhost:1250
-      WEBSOCKET_URL: ws://localhost:1250
-      SITE_URL: http://localhost:3000
-      # Server-side URLs (docker-network internal)
-      SERVER_API_URL: http://server:1250
-      KV_URL: redis://redis:6379
-      KV_USE_TLS: "false"
-      # Standalone: no external auth provider
-      FEATURE_REQUIRE_LOGIN: "false"
-      NEXTAUTH_URL: http://localhost:3000
-      NEXTAUTH_SECRET: standalone-local-secret
-      # Nullify partial auth vars inherited from base env_file
-      AUTHENTIK_ISSUER: ""
-      AUTHENTIK_REFRESH_TOKEN_URL: ""
-
-  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
-
-  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
-
-  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
-
-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.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
@@ -1,544 +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} $*" >&2; }
-
-# --- Helpers ---
-
-dump_diagnostics() {
-    local failed_svc="${1:-}"
-    echo ""
-    err "========== DIAGNOSTICS =========="
-
-    err "Container status:"
-    compose_cmd ps -a --format "table {{.Name}}\t{{.Status}}" 2>/dev/null || true
-    echo ""
-
-    # Show logs for any container that exited
-    local stopped
-    stopped=$(compose_cmd ps -a --format '{{.Name}}\t{{.Status}}' 2>/dev/null \
-        | grep -iv 'up\|running' | awk -F'\t' '{print $1}' || true)
-    for c in $stopped; do
-        err "--- Logs for $c (exited/unhealthy) ---"
-        docker logs --tail 30 "$c" 2>&1 || true
-        echo ""
-    done
-
-    # If a specific service failed, always show its logs
-    if [[ -n "$failed_svc" ]]; then
-        err "--- Logs for $failed_svc (last 40) ---"
-        compose_cmd logs "$failed_svc" --tail 40 2>&1 || true
-        echo ""
-        # Try health check from inside the container as extra signal
-        err "--- Internal health check ($failed_svc) ---"
-        compose_cmd exec -T "$failed_svc" \
-            curl -sf http://localhost:1250/health 2>&1 || echo "(not reachable internally either)"
-    fi
-
-    err "================================="
-}
-
-trap 'dump_diagnostics' ERR
-
-# Get the image ID for a compose service (works even when containers are not running).
-svc_image_id() {
-    local svc="$1"
-    # Extract image name from compose config YAML, fall back to <project>-<service>
-    local img_name
-    img_name=$(compose_cmd config 2>/dev/null \
-        | sed -n "/^  ${svc}:/,/^  [a-z]/p" | grep '^\s*image:' | awk '{print $2}')
-    img_name="${img_name:-reflector-$svc}"
-    docker images -q "$img_name" 2>/dev/null | head -1
-}
-
-# Ensure images with build contexts are up-to-date.
-# Docker layer cache makes this fast (~seconds) when source hasn't changed.
-rebuild_images() {
-    local svc
-    for svc in web cpu; do
-        local old_id
-        old_id=$(svc_image_id "$svc")
-        old_id="${old_id:-<none>}"
-
-        info "Building $svc..."
-        compose_cmd build "$svc"
-
-        local new_id
-        new_id=$(svc_image_id "$svc")
-
-        if [[ "$old_id" == "$new_id" ]]; then
-            ok "$svc unchanged (${new_id:0:12})"
-        else
-            ok "$svc rebuilt (${old_id:0:12} -> ${new_id:0:12})"
-        fi
-    done
-}
-
-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 $ROOT_DIR/docker-compose.standalone.yml"
-    if [[ "$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 $1}' | grep -qxF "$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 $1}' | grep -qxF "$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
-
-    # Rebuild images if source has changed (Docker layer cache makes this fast when unchanged)
-    rebuild_images
-
-    # 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"
-
-    # Quick sanity check — catch containers that exit immediately (bad image, missing file, etc.)
-    sleep 3
-    local exited
-    exited=$(compose_cmd ps -a --format '{{.Name}} {{.Status}}' 2>/dev/null \
-        | grep -i 'exit' || true)
-    if [[ -n "$exited" ]]; then
-        warn "Some containers exited immediately:"
-        echo "$exited" | while read -r line; do warn "  $line"; done
-        dump_diagnostics
-    fi
-
-    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
-
-    # Server may take a long time on first run — alembic migrations run before uvicorn starts.
-    # Use docker exec so this works regardless of network_mode or port mapping.
-    info "Waiting for Server API (first run includes database migrations)..."
-    local server_ok=false
-    for i in $(seq 1 90); do
-        # Check if container is still running
-        local svc_status
-        svc_status=$(compose_cmd ps server --format '{{.Status}}' 2>/dev/null || true)
-        if [[ -z "$svc_status" ]] || echo "$svc_status" | grep -qi 'exit'; then
-            echo ""
-            err "Server container exited unexpectedly"
-            dump_diagnostics server
-            exit 1
-        fi
-        # Health check from inside container (avoids host networking issues)
-        if compose_cmd exec -T server curl -sf http://localhost:1250/health > /dev/null 2>&1; then
-            server_ok=true
-            break
-        fi
-        echo -ne "\r  Waiting for Server API... ($i/90)"
-        sleep 5
-    done
-    echo ""
-    if [[ "$server_ok" == "true" ]]; then
-        ok "Server API healthy"
-    else
-        err "Server API not ready after ~7 minutes"
-        dump_diagnostics server
-        exit 1
-    fi
-
-    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 $ROOT_DIR"
-        err "Run this script from the repo root: ./scripts/setup-standalone.sh"
-        exit 1
-    fi
-
-    # Ensure Docker Compose V2 plugin is available.
-    # Check output for "Compose" — without the plugin, `docker compose version`
-    # may still exit 0 (falling through to `docker version`).
-    if ! docker compose version 2>/dev/null | grep -qi compose; then
-        err "Docker Compose plugin not found."
-        err "Install Docker Desktop, OrbStack, or: brew install docker-compose"
-        exit 1
-    fi
-
-    # Dockerfiles use RUN --mount which requires BuildKit.
-    # Docker Desktop/OrbStack bundle it; Colima/bare engine need docker-buildx.
-    if ! docker buildx version &>/dev/null; then
-        err "Docker BuildKit (buildx) not found."
-        err "Install Docker Desktop, OrbStack, or: brew install docker-buildx"
-        exit 1
-    fi
-
-    # LLM_URL_VALUE is set by step_llm, used by later steps
-    LLM_URL_VALUE=""
-    OLLAMA_PROFILE=""
-
-    # docker-compose.yml may reference env_files that don't exist yet;
-    # touch them so compose_cmd works before the steps that populate them.
-    touch "$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/init.py
+++ b/server/reflector/auth/init.py
@@ -12,5 +12,3 @@ AccessTokenInfo = auth_module.AccessTokenInfo
 authenticated = auth_module.authenticated
 current_user = auth_module.current_user
 current_user_optional = auth_module.current_user_optional
-parse_ws_bearer_token = auth_module.parse_ws_bearer_token
-current_user_ws_optional = auth_module.current_user_ws_optional
--- a/server/reflector/auth/auth_jwt.py
+++ b/server/reflector/auth/auth_jwt.py
@@ -1,9 +1,6 @@
-from typing import TYPE_CHECKING, Annotated, List, Optional
+from typing import Annotated, List, Optional

 from fastapi import Depends, HTTPException
-
-if TYPE_CHECKING:
-    from fastapi import WebSocket
 from fastapi.security import APIKeyHeader, OAuth2PasswordBearer
 from jose import JWTError, jwt
 from pydantic import BaseModel
@@ -127,20 +124,3 @@ async def current_user_optional(
    jwtauth: JWTAuth = Depends(),
 ):
    return await _authenticate_user(jwt_token, api_key, jwtauth)
-
-
-def parse_ws_bearer_token(
-    websocket: "WebSocket",
-) -> tuple[Optional[str], Optional[str]]:
-    raw = websocket.headers.get("sec-websocket-protocol") or ""
-    parts = [p.strip() for p in raw.split(",") if p.strip()]
-    if len(parts) >= 2 and parts[0].lower() == "bearer":
-        return parts[1], "bearer"
-    return None, None
-
-
-async def current_user_ws_optional(websocket: "WebSocket") -> Optional[UserInfo]:
-    token, _ = parse_ws_bearer_token(websocket)
-    if not token:
-        return None
-    return await _authenticate_user(token, None, JWTAuth())
--- 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
@@ -9,21 +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():
-    return None
-
-
-def parse_ws_bearer_token(websocket):
-    return None, None
-
-
-async def current_user_ws_optional(websocket):
+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/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
@@ -5,10 +5,7 @@ import shutil
 from contextlib import asynccontextmanager
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Literal, Sequence
-
-if TYPE_CHECKING:
-    from reflector.ws_events import TranscriptEventName
+from typing import Any, Literal, Sequence

 import sqlalchemy
 from fastapi import HTTPException
@@ -187,7 +184,7 @@ class TranscriptWaveform(BaseModel):


 class TranscriptEvent(BaseModel):
-    event: str  # Typed at call sites via ws_events.TranscriptEventName; str here for DB compat
+    event: str
    data: dict


@@ -236,9 +233,7 @@ class Transcript(BaseModel):
            dt = dt.replace(tzinfo=timezone.utc)
        return dt.isoformat()

-    def add_event(
-        self, event: "TranscriptEventName", data: BaseModel
-    ) -> TranscriptEvent:
+    def add_event(self, event: str, data: BaseModel) -> TranscriptEvent:
        ev = TranscriptEvent(event=event, data=data.model_dump())
        self.events.append(ev)
        return ev
@@ -411,7 +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:
@@ -693,7 +688,7 @@ class TranscriptController:
    async def append_event(
        self,
        transcript: Transcript,
-        event: "TranscriptEventName",
+        event: str,
        data: Any,
    ) -> TranscriptEvent:
        """
--- a/server/reflector/hatchet/broadcast.py
+++ b/server/reflector/hatchet/broadcast.py
@@ -12,11 +12,10 @@ import structlog

 from reflector.db.transcripts import Transcript, TranscriptEvent, transcripts_controller
 from reflector.utils.string import NonEmptyString
-from reflector.ws_events import TranscriptEventName
 from reflector.ws_manager import get_ws_manager

 # Events that should also be sent to user room (matches Celery behavior)
-USER_ROOM_EVENTS: set[TranscriptEventName] = {"STATUS", "FINAL_TITLE", "DURATION"}
+USER_ROOM_EVENTS = {"STATUS", "FINAL_TITLE", "DURATION"}


 async def broadcast_event(
@@ -82,7 +81,8 @@ async def set_status_and_broadcast(
 async def append_event_and_broadcast(
    transcript_id: NonEmptyString,
    transcript: Transcript,
-    event_name: TranscriptEventName,
+    event_name: NonEmptyString,
+    # TODO proper dictionary event => type
    data: Any,
    logger: structlog.BoundLogger,
 ) -> TranscriptEvent:
--- 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
@@ -217,6 +206,12 @@ class LLM:
        """Configure llamaindex Settings with OpenAILike LLM"""
        session_id = llm_session_id.get() or f"fallback-{uuid4().hex}"

+        extra_body: dict = {"litellm_session_id": session_id}
+        # Only send enable_thinking when explicitly set (not None/unset).
+        # Models that don't support it will ignore the param.
+        if self.settings_obj.LLM_ENABLE_THINKING is not None:
+            extra_body["enable_thinking"] = self.settings_obj.LLM_ENABLE_THINKING
+
        Settings.llm = OpenAILike(
            model=self.model_name,
            api_base=self.url,
@@ -226,7 +221,7 @@ class LLM:
            is_function_calling_model=False,
            temperature=self.temperature,
            max_tokens=self.max_tokens,
-            additional_kwargs={"extra_body": {"litellm_session_id": session_id}},
+            additional_kwargs={"extra_body": extra_body},
        )

    async def get_response(
--- a/server/reflector/pipelines/main_live_pipeline.py
+++ b/server/reflector/pipelines/main_live_pipeline.py
@@ -62,8 +62,6 @@ from reflector.processors.types import (
 from reflector.processors.types import Transcript as TranscriptProcessorType
 from reflector.settings import settings
 from reflector.storage import get_transcripts_storage
-from reflector.views.transcripts import GetTranscriptTopic
-from reflector.ws_events import TranscriptEventName
 from reflector.ws_manager import WebsocketManager, get_ws_manager
 from reflector.zulip import (
    get_zulip_message,
@@ -91,11 +89,7 @@ def broadcast_to_sockets(func):
        if transcript and transcript.user_id:
            # Emit only relevant events to the user room to avoid noisy updates.
            # Allowed: STATUS, FINAL_TITLE, DURATION. All are prefixed with TRANSCRIPT_
-            allowed_user_events: set[TranscriptEventName] = {
-                "STATUS",
-                "FINAL_TITLE",
-                "DURATION",
-            }
+            allowed_user_events = {"STATUS", "FINAL_TITLE", "DURATION"}
            if resp.event in allowed_user_events:
                await self.ws_manager.send_json(
                    room_id=f"user:{transcript.user_id}",
@@ -250,14 +244,13 @@ class PipelineMainBase(PipelineRunner[PipelineMessage], Generic[PipelineMessage]
        )
        if isinstance(data, TitleSummaryWithIdProcessorType):
            topic.id = data.id
-        get_topic = GetTranscriptTopic.from_transcript_topic(topic)
        async with self.transaction():
            transcript = await self.get_transcript()
            await transcripts_controller.upsert_topic(transcript, topic)
            return await transcripts_controller.append_event(
                transcript=transcript,
                event="TOPIC",
-                data=get_topic,
+                data=topic,
            )

    @broadcast_to_sockets
--- 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
@@ -76,6 +75,7 @@ class Settings(BaseSettings):
    LLM_URL: str | None = None
    LLM_API_KEY: str | None = None
    LLM_CONTEXT_WINDOW: int = 16000
+    LLM_ENABLE_THINKING: bool | None = None

    LLM_PARSE_MAX_RETRIES: int = (
        3  # Max retries for JSON/validation errors (total attempts = retries + 1)
@@ -85,7 +85,9 @@ 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 +96,9 @@ 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/transcripts_websocket.py
+++ b/server/reflector/views/transcripts_websocket.py
@@ -4,22 +4,18 @@ Transcripts websocket API

 """

-from fastapi import APIRouter, HTTPException, WebSocket, WebSocketDisconnect
+from typing import Optional
+
+from fastapi import APIRouter, Depends, HTTPException, WebSocket, WebSocketDisconnect

 import reflector.auth as auth
 from reflector.db.transcripts import transcripts_controller
-from reflector.ws_events import TranscriptWsEvent
 from reflector.ws_manager import get_ws_manager

 router = APIRouter()


-@router.get(
-    "/transcripts/{transcript_id}/events",
-    response_model=TranscriptWsEvent,
-    summary="Transcript WebSocket event schema",
-    description="Stub exposing the discriminated union of all transcript-level WS events for OpenAPI type generation. Real events are delivered over the WebSocket at the same path.",
-)
+@router.get("/transcripts/{transcript_id}/events")
 async def transcript_get_websocket_events(transcript_id: str):
    pass

@@ -28,9 +24,8 @@ async def transcript_get_websocket_events(transcript_id: str):
 async def transcript_events_websocket(
    transcript_id: str,
    websocket: WebSocket,
+    user: Optional[auth.UserInfo] = Depends(auth.current_user_optional),
 ):
-    _, negotiated_subprotocol = auth.parse_ws_bearer_token(websocket)
-    user = await auth.current_user_ws_optional(websocket)
    user_id = user["sub"] if user else None
    transcript = await transcripts_controller.get_by_id_for_http(
        transcript_id, user_id=user_id
@@ -42,9 +37,7 @@ async def transcript_events_websocket(
    # use ts:transcript_id as room id
    room_id = f"ts:{transcript_id}"
    ws_manager = get_ws_manager()
-    await ws_manager.add_user_to_room(
-        room_id, websocket, subprotocol=negotiated_subprotocol
-    )
+    await ws_manager.add_user_to_room(room_id, websocket)

    try:
        # on first connection, send all events only to the current user
--- a/server/reflector/views/user_websocket.py
+++ b/server/reflector/views/user_websocket.py
@@ -1,25 +1,13 @@
 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
-from reflector.ws_events import UserWsEvent
 from reflector.ws_manager import get_ws_manager

 router = APIRouter()

-
-@router.get(
-    "/events",
-    response_model=UserWsEvent,
-    summary="User WebSocket event schema",
-    description="Stub exposing the discriminated union of all user-level WS events for OpenAPI type generation. Real events are delivered over the WebSocket at the same path.",
-)
-async def user_get_websocket_events():
-    pass
-
-
 # Close code for unauthorized WebSocket connections
 UNAUTHORISED = 4401

@@ -72,8 +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/ws_events.py
+++ b/server/reflector/ws_events.py
@@ -1,188 +0,0 @@
-"""Typed WebSocket event models.
-
-Defines Pydantic models with Literal discriminators for all WS events.
-Exposed via stub GET endpoints so ``pnpm openapi`` generates TS discriminated unions.
-"""
-
-from typing import Annotated, Literal, Union
-
-from pydantic import BaseModel, Discriminator
-
-from reflector.db.transcripts import (
-    TranscriptActionItems,
-    TranscriptDuration,
-    TranscriptFinalLongSummary,
-    TranscriptFinalShortSummary,
-    TranscriptFinalTitle,
-    TranscriptStatus,
-    TranscriptText,
-    TranscriptWaveform,
-)
-from reflector.utils.string import NonEmptyString
-from reflector.views.transcripts import GetTranscriptTopic
-
-# ---------------------------------------------------------------------------
-# Transcript-level event name literal
-# ---------------------------------------------------------------------------
-
-TranscriptEventName = Literal[
-    "TRANSCRIPT",
-    "TOPIC",
-    "STATUS",
-    "FINAL_TITLE",
-    "FINAL_LONG_SUMMARY",
-    "FINAL_SHORT_SUMMARY",
-    "ACTION_ITEMS",
-    "DURATION",
-    "WAVEFORM",
-]
-
-# ---------------------------------------------------------------------------
-# Transcript-level WS event wrappers
-# ---------------------------------------------------------------------------
-
-
-class TranscriptWsTranscript(BaseModel):
-    event: Literal["TRANSCRIPT"] = "TRANSCRIPT"
-    data: TranscriptText
-
-
-class TranscriptWsTopic(BaseModel):
-    event: Literal["TOPIC"] = "TOPIC"
-    data: GetTranscriptTopic
-
-
-class TranscriptWsStatusData(BaseModel):
-    value: TranscriptStatus
-
-
-class TranscriptWsStatus(BaseModel):
-    event: Literal["STATUS"] = "STATUS"
-    data: TranscriptWsStatusData
-
-
-class TranscriptWsFinalTitle(BaseModel):
-    event: Literal["FINAL_TITLE"] = "FINAL_TITLE"
-    data: TranscriptFinalTitle
-
-
-class TranscriptWsFinalLongSummary(BaseModel):
-    event: Literal["FINAL_LONG_SUMMARY"] = "FINAL_LONG_SUMMARY"
-    data: TranscriptFinalLongSummary
-
-
-class TranscriptWsFinalShortSummary(BaseModel):
-    event: Literal["FINAL_SHORT_SUMMARY"] = "FINAL_SHORT_SUMMARY"
-    data: TranscriptFinalShortSummary
-
-
-class TranscriptWsActionItems(BaseModel):
-    event: Literal["ACTION_ITEMS"] = "ACTION_ITEMS"
-    data: TranscriptActionItems
-
-
-class TranscriptWsDuration(BaseModel):
-    event: Literal["DURATION"] = "DURATION"
-    data: TranscriptDuration
-
-
-class TranscriptWsWaveform(BaseModel):
-    event: Literal["WAVEFORM"] = "WAVEFORM"
-    data: TranscriptWaveform
-
-
-TranscriptWsEvent = Annotated[
-    Union[
-        TranscriptWsTranscript,
-        TranscriptWsTopic,
-        TranscriptWsStatus,
-        TranscriptWsFinalTitle,
-        TranscriptWsFinalLongSummary,
-        TranscriptWsFinalShortSummary,
-        TranscriptWsActionItems,
-        TranscriptWsDuration,
-        TranscriptWsWaveform,
-    ],
-    Discriminator("event"),
-]
-
-# ---------------------------------------------------------------------------
-# User-level event name literal
-# ---------------------------------------------------------------------------
-
-UserEventName = Literal[
-    "TRANSCRIPT_CREATED",
-    "TRANSCRIPT_DELETED",
-    "TRANSCRIPT_STATUS",
-    "TRANSCRIPT_FINAL_TITLE",
-    "TRANSCRIPT_DURATION",
-]
-
-# ---------------------------------------------------------------------------
-# User-level WS event data models
-# ---------------------------------------------------------------------------
-
-
-class UserTranscriptCreatedData(BaseModel):
-    id: NonEmptyString
-
-
-class UserTranscriptDeletedData(BaseModel):
-    id: NonEmptyString
-
-
-class UserTranscriptStatusData(BaseModel):
-    id: NonEmptyString
-    value: TranscriptStatus
-
-
-class UserTranscriptFinalTitleData(BaseModel):
-    id: NonEmptyString
-    title: NonEmptyString
-
-
-class UserTranscriptDurationData(BaseModel):
-    id: NonEmptyString
-    duration: float
-
-
-# ---------------------------------------------------------------------------
-# User-level WS event wrappers
-# ---------------------------------------------------------------------------
-
-
-class UserWsTranscriptCreated(BaseModel):
-    event: Literal["TRANSCRIPT_CREATED"] = "TRANSCRIPT_CREATED"
-    data: UserTranscriptCreatedData
-
-
-class UserWsTranscriptDeleted(BaseModel):
-    event: Literal["TRANSCRIPT_DELETED"] = "TRANSCRIPT_DELETED"
-    data: UserTranscriptDeletedData
-
-
-class UserWsTranscriptStatus(BaseModel):
-    event: Literal["TRANSCRIPT_STATUS"] = "TRANSCRIPT_STATUS"
-    data: UserTranscriptStatusData
-
-
-class UserWsTranscriptFinalTitle(BaseModel):
-    event: Literal["TRANSCRIPT_FINAL_TITLE"] = "TRANSCRIPT_FINAL_TITLE"
-    data: UserTranscriptFinalTitleData
-
-
-class UserWsTranscriptDuration(BaseModel):
-    event: Literal["TRANSCRIPT_DURATION"] = "TRANSCRIPT_DURATION"
-    data: UserTranscriptDurationData
-
-
-UserWsEvent = Annotated[
-    Union[
-        UserWsTranscriptCreated,
-        UserWsTranscriptDeleted,
-        UserWsTranscriptStatus,
-        UserWsTranscriptFinalTitle,
-        UserWsTranscriptDuration,
-    ],
-    Discriminator("event"),
-]
--- 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_llm_retry.py
+++ b/server/tests/test_llm_retry.py
@@ -8,6 +8,7 @@ from pydantic import BaseModel, Field
 from workflows.errors import WorkflowRuntimeError, WorkflowTimeoutError

 from reflector.llm import LLM, LLMParseError, StructuredOutputWorkflow
+from reflector.settings import Settings
 from reflector.utils.retry import RetryException


@@ -26,6 +27,57 @@ def make_completion_response(text: str):
    return response


+class TestLLMEnableThinking:
+    """Test that LLM_ENABLE_THINKING setting is passed through to OpenAILike"""
+
+    def test_enable_thinking_false_passed_in_extra_body(self):
+        """enable_thinking=False should be in extra_body when LLM_ENABLE_THINKING=False"""
+        settings = Settings(
+            LLM_ENABLE_THINKING=False,
+            LLM_URL="http://fake",
+            LLM_API_KEY="fake",
+        )
+
+        with (
+            patch("reflector.llm.OpenAILike") as mock_openai,
+            patch("reflector.llm.Settings"),
+        ):
+            LLM(settings=settings)
+            extra_body = mock_openai.call_args.kwargs["additional_kwargs"]["extra_body"]
+            assert extra_body["enable_thinking"] is False
+
+    def test_enable_thinking_true_passed_in_extra_body(self):
+        """enable_thinking=True should be in extra_body when LLM_ENABLE_THINKING=True"""
+        settings = Settings(
+            LLM_ENABLE_THINKING=True,
+            LLM_URL="http://fake",
+            LLM_API_KEY="fake",
+        )
+
+        with (
+            patch("reflector.llm.OpenAILike") as mock_openai,
+            patch("reflector.llm.Settings"),
+        ):
+            LLM(settings=settings)
+            extra_body = mock_openai.call_args.kwargs["additional_kwargs"]["extra_body"]
+            assert extra_body["enable_thinking"] is True
+
+    def test_enable_thinking_none_not_in_extra_body(self):
+        """enable_thinking should not be in extra_body when LLM_ENABLE_THINKING is None (default)"""
+        settings = Settings(
+            LLM_URL="http://fake",
+            LLM_API_KEY="fake",
+        )
+
+        with (
+            patch("reflector.llm.OpenAILike") as mock_openai,
+            patch("reflector.llm.Settings"),
+        ):
+            LLM(settings=settings)
+            extra_body = mock_openai.call_args.kwargs["additional_kwargs"]["extra_body"]
+            assert "enable_thinking" not in extra_body
+
+
 class TestLLMParseErrorRecovery:
    """Test parse error recovery with Workflow feedback loop"""

--- 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 },
+]
+
 [[package]]
 name = "async-timeout"
 version = "5.0.1"
@@ -582,6 +603,56 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/a7/06/3d6badcf13db419e25b07041d9c7b4a2c331d3f4e7134445ec5df57714cd/coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934", size = 46018 },
 ]

+[[package]]
+name = "colorlog"
+version = "6.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d3/7a/359f4d5df2353f26172b3cc39ea32daa39af8de522205f512f458923e677/colorlog-6.9.0.tar.gz", hash = "sha256:bfba54a1b93b94f54e1f4fe48395725a3d92fd2a4af702f6bd70946bdc0c6ac2", size = 16624 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e3/51/9b208e85196941db2f0654ad0357ca6388ab3ed67efdbfc799f35d1f83aa/colorlog-6.9.0-py3-none-any.whl", hash = "sha256:5906e71acd67cb07a71e779c47c4bcb45fb8c2993eebe9e5adcd6a6f1b283eff", size = 11424 },
+]
+
+[[package]]
+name = "contourpy"
+version = "1.3.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174 }
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+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+    { name = "hyperpyyaml" },
+    { name = "joblib" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "scipy" },
+    { name = "sentencepiece" },
+    { 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 = "torchaudio", version = "2.8.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or sys_platform == 'darwin'" },
+    { name = "torchaudio", version = "2.8.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
+    { name = "tqdm" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ab/10/87e666544a4e0cec7cbdc09f26948994831ae0f8bbc58de3bf53b68285ff/speechbrain-1.0.3.tar.gz", hash = "sha256:fcab3c6e90012cecb1eed40ea235733b550137e73da6bfa2340ba191ec714052", size = 747735 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/58/13/e61f1085aebee17d5fc2df19fcc5177c10379be52578afbecdd615a831c9/speechbrain-1.0.3-py3-none-any.whl", hash = "sha256:9859d4c1b1fb3af3b85523c0c89f52e45a04f305622ed55f31aa32dd2fba19e9", size = 864091 },
+]
+
 [[package]]
 name = "sqlalchemy"
 version = "1.4.54"
@@ -3291,6 +3883,15 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5", size = 6299353 },
 ]

+[[package]]
+name = "tabulate"
+version = "0.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ec/fe/802052aecb21e3797b8f7902564ab6ea0d60ff8ca23952079064155d1ae1/tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c", size = 81090 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f", size = 35252 },
+]
+
 [[package]]
 name = "tenacity"
 version = "9.1.2"
@@ -3300,6 +3901,29 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/e5/30/643397144bfbfec6f6ef821f36f33e57d35946c44a2352d3c9f0ae847619/tenacity-9.1.2-py3-none-any.whl", hash = "sha256:f77bf36710d8b73a50b2dd155c97b870017ad21afe6ab300326b0371b3b05138", size = 28248 },
 ]

+[[package]]
+name = "tensorboardx"
+version = "2.6.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "protobuf" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2b/c5/d4cc6e293fb837aaf9f76dd7745476aeba8ef7ef5146c3b3f9ee375fe7a5/tensorboardx-2.6.4.tar.gz", hash = "sha256:b163ccb7798b31100b9f5fa4d6bc22dad362d7065c2f24b51e50731adde86828", size = 4769801 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e0/1d/b5d63f1a6b824282b57f7b581810d20b7a28ca951f2d5b59f1eb0782c12b/tensorboardx-2.6.4-py3-none-any.whl", hash = "sha256:5970cf3a1f0a6a6e8b180ccf46f3fe832b8a25a70b86e5a237048a7c0beb18e2", size = 87201 },
+]
+
+[[package]]
+name = "threadpoolctl"
+version = "3.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b7/4d/08c89e34946fce2aec4fbb45c9016efd5f4d7f24af8e5d93296e935631d8/threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e", size = 21274 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/32/d5/f9a850d79b0851d1d4ef6456097579a9005b31fea68726a4ae5f2d82ddd9/threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb", size = 18638 },
+]
+
 [[package]]
 name = "tiktoken"
 version = "0.9.0"
@@ -3440,6 +4064,40 @@ wheels = [
    { url = "https://download.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-win_arm64.whl", hash = "sha256:99fc421a5d234580e45957a7b02effbf3e1c884a5dd077afc85352c77bf41434" },
 ]

+[[package]]
+name = "torch-audiomentations"
+version = "0.12.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "julius" },
+    { 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 = "torch-pitch-shift" },
+    { name = "torchaudio", version = "2.8.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or sys_platform == 'darwin'" },
+    { name = "torchaudio", version = "2.8.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/31/8d/2f8fd7e34c75f5ee8de4310c3bd3f22270acd44d1f809e2fe7c12fbf35f8/torch_audiomentations-0.12.0.tar.gz", hash = "sha256:b02d4c5eb86376986a53eb405cca5e34f370ea9284411237508e720c529f7888", size = 52094 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/21/9d/1ee04f49c15d2d632f6f7102061d7c07652858e6d91b58a091531034e84f/torch_audiomentations-0.12.0-py3-none-any.whl", hash = "sha256:1b80b91d2016ccf83979622cac8f702072a79b7dcc4c2bee40f00b26433a786b", size = 48506 },
+]
+
+[[package]]
+name = "torch-pitch-shift"
+version = "1.2.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "packaging" },
+    { name = "primepy" },
+    { 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 = "torchaudio", version = "2.8.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or sys_platform == 'darwin'" },
+    { name = "torchaudio", version = "2.8.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/79/a6/722a832bca75d5079f6731e005b3d0c2eec7c6c6863d030620952d143d57/torch_pitch_shift-1.2.5.tar.gz", hash = "sha256:6e1c7531f08d0f407a4c55e5ff8385a41355c5c5d27ab7fa08632e51defbd0ed", size = 4725 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/4c/96ac2a09efb56cc3c41fb3ce9b6f4d8c0604499f7481d4a13a7b03e21382/torch_pitch_shift-1.2.5-py3-none-any.whl", hash = "sha256:6f8500cbc13f1c98b11cde1805ce5084f82cdd195c285f34287541f168a7c6a7", size = 5005 },
+]
+
 [[package]]
 name = "torchaudio"
 version = "2.8.0"
@@ -3487,6 +4145,22 @@ wheels = [
    { url = "https://download.pytorch.org/whl/cpu/torchaudio-2.8.0%2Bcpu-cp312-cp312-win_amd64.whl", hash = "sha256:9b302192b570657c1cc787a4d487ae4bbb7f2aab1c01b1fcc46757e7f86f391e" },
 ]

+[[package]]
+name = "torchmetrics"
+version = "1.8.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "lightning-utilities" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { 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'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/85/2e/48a887a59ecc4a10ce9e8b35b3e3c5cef29d902c4eac143378526e7485cb/torchmetrics-1.8.2.tar.gz", hash = "sha256:cf64a901036bf107f17a524009eea7781c9c5315d130713aeca5747a686fe7a5", size = 580679 }
+wheels = [
+    { 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
@@ -1,22 +1,18 @@
 import { useEffect, useState } from "react";
 import { Topic, FinalSummary, Status } from "./webSocketTypes";
 import { useError } from "../../(errors)/errorContext";
-import type { components, operations } from "../../reflector-api";
+import type { components } from "../../reflector-api";
 type AudioWaveform = components["schemas"]["AudioWaveform"];
 type GetTranscriptSegmentTopic =
  components["schemas"]["GetTranscriptSegmentTopic"];
 import { useQueryClient } from "@tanstack/react-query";
-import { WEBSOCKET_URL } from "../../lib/apiClient";
+import { $api, WEBSOCKET_URL } from "../../lib/apiClient";
 import {
  invalidateTranscript,
  invalidateTranscriptTopics,
  invalidateTranscriptWaveform,
 } from "../../lib/apiHooks";
-import { useAuth } from "../../lib/AuthProvider";
-import { parseNonEmptyString } from "../../lib/utils";
-
-type TranscriptWsEvent =
-  operations["v1_transcript_get_websocket_events"]["responses"][200]["content"]["application/json"];
+import { NonEmptyString } from "../../lib/utils";

 export type UseWebSockets = {
  transcriptTextLive: string;
@@ -31,7 +27,6 @@ export type UseWebSockets = {
 };

 export const useWebSockets = (transcriptId: string | null): UseWebSockets => {
-  const auth = useAuth();
  const [transcriptTextLive, setTranscriptTextLive] = useState<string>("");
  const [translateText, setTranslateText] = useState<string>("");
  const [title, setTitle] = useState<string>("");
@@ -336,168 +331,155 @@ export const useWebSockets = (transcriptId: string | null): UseWebSockets => {
    };

    if (!transcriptId) return;
-    const tsId = parseNonEmptyString(transcriptId);

-    const MAX_RETRIES = 10;
    const url = `${WEBSOCKET_URL}/v1/transcripts/${transcriptId}/events`;
-    let ws: WebSocket | null = null;
-    let retryCount = 0;
-    let retryTimeout: ReturnType<typeof setTimeout> | null = null;
-    let intentionalClose = false;
+    let ws = new WebSocket(url);

-    const connect = () => {
-      const subprotocols = auth.accessToken
-        ? ["bearer", auth.accessToken]
-        : undefined;
-      ws = new WebSocket(url, subprotocols);
+    ws.onopen = () => {
+      console.debug("WebSocket connection opened");
+    };

-      ws.onopen = () => {
-        console.debug("WebSocket connection opened");
-        retryCount = 0;
-      };
+    ws.onmessage = (event) => {
+      const message = JSON.parse(event.data);

-      ws.onmessage = (event) => {
-        const message: TranscriptWsEvent = JSON.parse(event.data);
+      try {
+        switch (message.event) {
+          case "TRANSCRIPT":
+            const newText = (message.data.text ?? "").trim();
+            const newTranslation = (message.data.translation ?? "").trim();

-        try {
-          switch (message.event) {
-            case "TRANSCRIPT": {
-              const newText = (message.data.text ?? "").trim();
-              const newTranslation = (message.data.translation ?? "").trim();
+            if (!newText) break;

-              if (!newText) break;
+            console.debug("TRANSCRIPT event:", newText);
+            setTextQueue((prevQueue) => [...prevQueue, newText]);
+            setTranslationQueue((prevQueue) => [...prevQueue, newTranslation]);

-              console.debug("TRANSCRIPT event:", newText);
-              setTextQueue((prevQueue) => [...prevQueue, newText]);
-              setTranslationQueue((prevQueue) => [
-                ...prevQueue,
-                newTranslation,
-              ]);
+            setAccumulatedText((prevText) => prevText + " " + newText);
+            break;

-              setAccumulatedText((prevText) => prevText + " " + newText);
-              break;
-            }
-
-            case "TOPIC":
-              setTopics((prevTopics) => {
-                const topic = message.data;
-                const index = prevTopics.findIndex(
-                  (prevTopic) => prevTopic.id === topic.id,
-                );
-                if (index >= 0) {
-                  prevTopics[index] = topic;
-                  return prevTopics;
-                }
-                setAccumulatedText((prevText) =>
-                  prevText.slice(topic.transcript?.length ?? 0),
-                );
-                return [...prevTopics, topic];
-              });
-              console.debug("TOPIC event:", message.data);
-              invalidateTranscriptTopics(queryClient, tsId);
-              break;
-
-            case "FINAL_SHORT_SUMMARY":
-              console.debug("FINAL_SHORT_SUMMARY event:", message.data);
-              break;
-
-            case "FINAL_LONG_SUMMARY":
-              setFinalSummary({ summary: message.data.long_summary });
-              invalidateTranscript(queryClient, tsId);
-              break;
-
-            case "FINAL_TITLE":
-              console.debug("FINAL_TITLE event:", message.data);
-              setTitle(message.data.title);
-              invalidateTranscript(queryClient, tsId);
-              break;
-
-            case "WAVEFORM":
-              console.debug(
-                "WAVEFORM event length:",
-                message.data.waveform.length,
+          case "TOPIC":
+            setTopics((prevTopics) => {
+              const topic = message.data as Topic;
+              const index = prevTopics.findIndex(
+                (prevTopic) => prevTopic.id === topic.id,
              );
-              setWaveForm({ data: message.data.waveform });
-              invalidateTranscriptWaveform(queryClient, tsId);
-              break;
-
-            case "DURATION":
-              console.debug("DURATION event:", message.data);
-              setDuration(message.data.duration);
-              break;
-
-            case "STATUS":
-              console.log("STATUS event:", message.data);
-              if (message.data.value === "error") {
-                setError(
-                  Error("Websocket error status"),
-                  "There was an error processing this meeting.",
-                );
+              if (index >= 0) {
+                prevTopics[index] = topic;
+                return prevTopics;
              }
-              setStatus(message.data);
-              invalidateTranscript(queryClient, tsId);
-              if (message.data.value === "ended") {
-                intentionalClose = true;
-                ws?.close();
-              }
-              break;
-
-            case "ACTION_ITEMS":
-              console.debug("ACTION_ITEMS event:", message.data);
-              invalidateTranscript(queryClient, tsId);
-              break;
-
-            default: {
-              const _exhaustive: never = message;
-              console.warn(
-                `Received unknown WebSocket event: ${(_exhaustive as TranscriptWsEvent).event}`,
+              setAccumulatedText((prevText) =>
+                prevText.slice(topic.transcript.length),
              );
-            }
-          }
-        } catch (error) {
-          setError(error);
-        }
-      };

-      ws.onerror = (error) => {
-        console.error("WebSocket error:", error);
-      };
-
-      ws.onclose = (event) => {
-        console.debug("WebSocket connection closed, code:", event.code);
-        if (intentionalClose) return;
-
-        const normalCodes = [1000, 1001, 1005];
-        if (normalCodes.includes(event.code)) return;
-
-        if (retryCount < MAX_RETRIES) {
-          const delay = Math.min(1000 * Math.pow(2, retryCount), 30000);
-          console.log(
-            `WebSocket reconnecting in ${delay}ms (attempt ${retryCount + 1}/${MAX_RETRIES})`,
-          );
-          if (retryCount === 0) {
-            setError(
-              new Error("WebSocket connection lost"),
-              "Connection lost. Reconnecting...",
+              return [...prevTopics, topic];
+            });
+            console.debug("TOPIC event:", message.data);
+            // Invalidate topics query to sync with WebSocket data
+            invalidateTranscriptTopics(
+              queryClient,
+              transcriptId as NonEmptyString,
            );
-          }
-          retryCount++;
-          retryTimeout = setTimeout(connect, delay);
-        } else {
+            break;
+
+          case "FINAL_SHORT_SUMMARY":
+            console.debug("FINAL_SHORT_SUMMARY event:", message.data);
+            break;
+
+          case "FINAL_LONG_SUMMARY":
+            if (message.data) {
+              setFinalSummary(message.data);
+              // Invalidate transcript query to sync summary
+              invalidateTranscript(queryClient, transcriptId as NonEmptyString);
+            }
+            break;
+
+          case "FINAL_TITLE":
+            console.debug("FINAL_TITLE event:", message.data);
+            if (message.data) {
+              setTitle(message.data.title);
+              // Invalidate transcript query to sync title
+              invalidateTranscript(queryClient, transcriptId as NonEmptyString);
+            }
+            break;
+
+          case "WAVEFORM":
+            console.debug(
+              "WAVEFORM event length:",
+              message.data.waveform.length,
+            );
+            if (message.data) {
+              setWaveForm(message.data.waveform);
+              invalidateTranscriptWaveform(
+                queryClient,
+                transcriptId as NonEmptyString,
+              );
+            }
+            break;
+          case "DURATION":
+            console.debug("DURATION event:", message.data);
+            if (message.data) {
+              setDuration(message.data.duration);
+            }
+            break;
+
+          case "STATUS":
+            console.log("STATUS event:", message.data);
+            if (message.data.value === "error") {
+              setError(
+                Error("Websocket error status"),
+                "There was an error processing this meeting.",
+              );
+            }
+            setStatus(message.data);
+            if (message.data.value === "ended") {
+              ws.close();
+            }
+            break;
+
+          default:
+            setError(
+              new Error(`Received unknown WebSocket event: ${message.event}`),
+            );
+        }
+      } catch (error) {
+        setError(error);
+      }
+    };
+
+    ws.onerror = (error) => {
+      console.error("WebSocket error:", error);
+      setError(new Error("A WebSocket error occurred."));
+    };
+
+    ws.onclose = (event) => {
+      console.debug("WebSocket connection closed");
+      switch (event.code) {
+        case 1000: // Normal Closure:
+          break;
+        case 1005: // Closure by client FF
+          break;
+        case 1001: // Navigate away
+          break;
+        case 1006: // Closed by client Chrome
+          console.warn(
+            "WebSocket closed by client, likely duplicated connection in react dev mode",
+          );
+          break;
+        default:
          setError(
            new Error(`WebSocket closed unexpectedly with code: ${event.code}`),
            "Disconnected from the server. Please refresh the page.",
          );
-        }
-      };
+          console.log(
+            "Socket is closed. Reconnect will be attempted in 1 second.",
+            event.reason,
+          );
+        // todo handle reconnect with socket.io
+      }
    };

-    connect();
-
    return () => {
-      intentionalClose = true;
-      if (retryTimeout) clearTimeout(retryTimeout);
-      ws?.close();
+      ws.close();
    };
  }, [transcriptId]);

--- a/www/app/lib/UserEventsProvider.tsx
+++ b/www/app/lib/UserEventsProvider.tsx
@@ -4,12 +4,14 @@ import React, { useEffect, useRef } from "react";
 import { useQueryClient } from "@tanstack/react-query";
 import { WEBSOCKET_URL } from "./apiClient";
 import { useAuth } from "./AuthProvider";
-import { invalidateTranscript, invalidateTranscriptLists } from "./apiHooks";
-import { parseNonEmptyString } from "./utils";
-import type { operations } from "../reflector-api";
+import { z } from "zod";
+import { invalidateTranscriptLists, TRANSCRIPT_SEARCH_URL } from "./apiHooks";

-type UserWsEvent =
-  operations["v1_user_get_websocket_events"]["responses"][200]["content"]["application/json"];
+const UserEvent = z.object({
+  event: z.string(),
+});
+
+type UserEvent = z.TypeOf<typeof UserEvent>;

 class UserEventsStore {
  private socket: WebSocket | null = null;
@@ -131,26 +133,23 @@ export function UserEventsProvider({
    if (!detachRef.current) {
      const onMessage = (event: MessageEvent) => {
        try {
-          const msg: UserWsEvent = JSON.parse(event.data);
+          const msg = UserEvent.parse(JSON.parse(event.data));
+          const eventName = msg.event;

-          switch (msg.event) {
+          const invalidateList = () => invalidateTranscriptLists(queryClient);
+
+          switch (eventName) {
            case "TRANSCRIPT_CREATED":
            case "TRANSCRIPT_DELETED":
            case "TRANSCRIPT_STATUS":
            case "TRANSCRIPT_FINAL_TITLE":
            case "TRANSCRIPT_DURATION":
-              invalidateTranscriptLists(queryClient).then(() => {});
-              invalidateTranscript(
-                queryClient,
-                parseNonEmptyString(msg.data.id),
-              ).then(() => {});
+              invalidateList().then(() => {});
+              break;
+
+            default:
+              // Ignore other content events for list updates
              break;
-            default: {
-              const _exhaustive: never = msg;
-              console.warn(
-                `Unknown user event: ${(_exhaustive as UserWsEvent).event}`,
-              );
-            }
          }
        } catch (err) {
          console.warn("Invalid user event message", event.data);
--- a/www/app/lib/apiHooks.ts
+++ b/www/app/lib/apiHooks.ts
@@ -7,7 +7,6 @@ import type { components } from "../reflector-api";
 import { useAuth } from "./AuthProvider";
 import { MeetingId } from "./types";
 import { NonEmptyString } from "./utils";
-import type { TranscriptStatus } from "./transcript";

 /*
 * XXX error types returned from the hooks are not always correct; declared types are ValidationError but real type could be string or any other
@@ -105,12 +104,6 @@ export function useTranscriptProcess() {
  });
 }

-const ACTIVE_TRANSCRIPT_STATUSES = new Set<TranscriptStatus>([
-  "processing",
-  "uploaded",
-  "recording",
-]);
-
 export function useTranscriptGet(transcriptId: NonEmptyString | null) {
  return $api.useQuery(
    "get",
@@ -124,10 +117,6 @@ export function useTranscriptGet(transcriptId: NonEmptyString | null) {
    },
    {
      enabled: !!transcriptId,
-      refetchInterval: (query) => {
-        const status = query.state.data?.status;
-        return status && ACTIVE_TRANSCRIPT_STATUSES.has(status) ? 5000 : false;
-      },
    },
  );
 }
--- a/www/app/reflector-api.d.ts
+++ b/www/app/reflector-api.d.ts
@@ -568,10 +568,7 @@ export interface paths {
      path?: never;
      cookie?: never;
    };
-    /**
-     * Transcript WebSocket event schema
-     * @description Stub exposing the discriminated union of all transcript-level WS events for OpenAPI type generation. Real events are delivered over the WebSocket at the same path.
-     */
+    /** Transcript Get Websocket Events */
    get: operations["v1_transcript_get_websocket_events"];
    put?: never;
    post?: never;
@@ -667,26 +664,6 @@ export interface paths {
    patch?: never;
    trace?: never;
  };
-  "/v1/events": {
-    parameters: {
-      query?: never;
-      header?: never;
-      path?: never;
-      cookie?: never;
-    };
-    /**
-     * User WebSocket event schema
-     * @description Stub exposing the discriminated union of all user-level WS events for OpenAPI type generation. Real events are delivered over the WebSocket at the same path.
-     */
-    get: operations["v1_user_get_websocket_events"];
-    put?: never;
-    post?: never;
-    delete?: never;
-    options?: never;
-    head?: never;
-    patch?: never;
-    trace?: never;
-  };
  "/v1/zulip/streams": {
    parameters: {
      query?: never;
@@ -1900,33 +1877,6 @@ export interface components {
      /** Name */
      name: string;
    };
-    /** TranscriptActionItems */
-    TranscriptActionItems: {
-      /** Action Items */
-      action_items: {
-        [key: string]: unknown;
-      };
-    };
-    /** TranscriptDuration */
-    TranscriptDuration: {
-      /** Duration */
-      duration: number;
-    };
-    /** TranscriptFinalLongSummary */
-    TranscriptFinalLongSummary: {
-      /** Long Summary */
-      long_summary: string;
-    };
-    /** TranscriptFinalShortSummary */
-    TranscriptFinalShortSummary: {
-      /** Short Summary */
-      short_summary: string;
-    };
-    /** TranscriptFinalTitle */
-    TranscriptFinalTitle: {
-      /** Title */
-      title: string;
-    };
    /** TranscriptParticipant */
    TranscriptParticipant: {
      /** Id */
@@ -1967,113 +1917,6 @@ export interface components {
      /** End */
      end: number;
    };
-    /** TranscriptText */
-    TranscriptText: {
-      /** Text */
-      text: string;
-      /** Translation */
-      translation: string | null;
-    };
-    /** TranscriptWaveform */
-    TranscriptWaveform: {
-      /** Waveform */
-      waveform: number[];
-    };
-    /** TranscriptWsActionItems */
-    TranscriptWsActionItems: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "ACTION_ITEMS";
-      data: components["schemas"]["TranscriptActionItems"];
-    };
-    /** TranscriptWsDuration */
-    TranscriptWsDuration: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "DURATION";
-      data: components["schemas"]["TranscriptDuration"];
-    };
-    /** TranscriptWsFinalLongSummary */
-    TranscriptWsFinalLongSummary: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "FINAL_LONG_SUMMARY";
-      data: components["schemas"]["TranscriptFinalLongSummary"];
-    };
-    /** TranscriptWsFinalShortSummary */
-    TranscriptWsFinalShortSummary: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "FINAL_SHORT_SUMMARY";
-      data: components["schemas"]["TranscriptFinalShortSummary"];
-    };
-    /** TranscriptWsFinalTitle */
-    TranscriptWsFinalTitle: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "FINAL_TITLE";
-      data: components["schemas"]["TranscriptFinalTitle"];
-    };
-    /** TranscriptWsStatus */
-    TranscriptWsStatus: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "STATUS";
-      data: components["schemas"]["TranscriptWsStatusData"];
-    };
-    /** TranscriptWsStatusData */
-    TranscriptWsStatusData: {
-      /**
-       * Value
-       * @enum {string}
-       */
-      value:
-        | "idle"
-        | "uploaded"
-        | "recording"
-        | "processing"
-        | "error"
-        | "ended";
-    };
-    /** TranscriptWsTopic */
-    TranscriptWsTopic: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "TOPIC";
-      data: components["schemas"]["GetTranscriptTopic"];
-    };
-    /** TranscriptWsTranscript */
-    TranscriptWsTranscript: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "TRANSCRIPT";
-      data: components["schemas"]["TranscriptText"];
-    };
-    /** TranscriptWsWaveform */
-    TranscriptWsWaveform: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "WAVEFORM";
-      data: components["schemas"]["TranscriptWaveform"];
-    };
    /** UpdateParticipant */
    UpdateParticipant: {
      /** Speaker */
@@ -2144,82 +1987,6 @@ export interface components {
      /** Email */
      email: string | null;
    };
-    /** UserTranscriptCreatedData */
-    UserTranscriptCreatedData: {
-      /** Id */
-      id: string;
-    };
-    /** UserTranscriptDeletedData */
-    UserTranscriptDeletedData: {
-      /** Id */
-      id: string;
-    };
-    /** UserTranscriptDurationData */
-    UserTranscriptDurationData: {
-      /** Id */
-      id: string;
-      /** Duration */
-      duration: number;
-    };
-    /** UserTranscriptFinalTitleData */
-    UserTranscriptFinalTitleData: {
-      /** Id */
-      id: string;
-      /** Title */
-      title: string;
-    };
-    /** UserTranscriptStatusData */
-    UserTranscriptStatusData: {
-      /** Id */
-      id: string;
-      /** Value */
-      value: string;
-    };
-    /** UserWsTranscriptCreated */
-    UserWsTranscriptCreated: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "TRANSCRIPT_CREATED";
-      data: components["schemas"]["UserTranscriptCreatedData"];
-    };
-    /** UserWsTranscriptDeleted */
-    UserWsTranscriptDeleted: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "TRANSCRIPT_DELETED";
-      data: components["schemas"]["UserTranscriptDeletedData"];
-    };
-    /** UserWsTranscriptDuration */
-    UserWsTranscriptDuration: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "TRANSCRIPT_DURATION";
-      data: components["schemas"]["UserTranscriptDurationData"];
-    };
-    /** UserWsTranscriptFinalTitle */
-    UserWsTranscriptFinalTitle: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "TRANSCRIPT_FINAL_TITLE";
-      data: components["schemas"]["UserTranscriptFinalTitleData"];
-    };
-    /** UserWsTranscriptStatus */
-    UserWsTranscriptStatus: {
-      /**
-       * @description discriminator enum property added by openapi-typescript
-       * @enum {string}
-       */
-      event: "TRANSCRIPT_STATUS";
-      data: components["schemas"]["UserTranscriptStatusData"];
-    };
    /** ValidationError */
    ValidationError: {
      /** Location */
@@ -3656,16 +3423,7 @@ export interface operations {
          [name: string]: unknown;
        };
        content: {
-          "application/json":
-            | components["schemas"]["TranscriptWsTranscript"]
-            | components["schemas"]["TranscriptWsTopic"]
-            | components["schemas"]["TranscriptWsStatus"]
-            | components["schemas"]["TranscriptWsFinalTitle"]
-            | components["schemas"]["TranscriptWsFinalLongSummary"]
-            | components["schemas"]["TranscriptWsFinalShortSummary"]
-            | components["schemas"]["TranscriptWsActionItems"]
-            | components["schemas"]["TranscriptWsDuration"]
-            | components["schemas"]["TranscriptWsWaveform"];
+          "application/json": unknown;
        };
      };
      /** @description Validation Error */
@@ -3849,31 +3607,6 @@ export interface operations {
      };
    };
  };
-  v1_user_get_websocket_events: {
-    parameters: {
-      query?: never;
-      header?: never;
-      path?: never;
-      cookie?: never;
-    };
-    requestBody?: never;
-    responses: {
-      /** @description Successful Response */
-      200: {
-        headers: {
-          [name: string]: unknown;
-        };
-        content: {
-          "application/json":
-            | components["schemas"]["UserWsTranscriptCreated"]
-            | components["schemas"]["UserWsTranscriptDeleted"]
-            | components["schemas"]["UserWsTranscriptStatus"]
-            | components["schemas"]["UserWsTranscriptFinalTitle"]
-            | components["schemas"]["UserWsTranscriptDuration"];
-        };
-      };
-    };
-  };
  v1_zulip_get_streams: {
    parameters: {
      query?: never;