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Build a local desktop meeting copilot. Stack: Python 3.11, FastAPI backend, a single HTML page with vanilla JS and a WebSocket, no build step. Run everything on localhost, no accounts, no telemetry, no cloud storage.

Audio capture: use sounddevice to record from a selectable input device at 16kHz mono. Document in the README that capturing the other side of a call requires a loopback device (BlackHole on macOS, a WASAPI loopback device on Windows) and let the user pick it from a dropdown of available inputs. Optionally mix two devices (mic plus loopback) into one stream.

Transcription: faster-whisper with the small.en model by default, configurable via .env. Process audio in 5 second chunks with a 1 second overlap, maintain a rolling transcript in memory, and push each new segment to the browser over the WebSocket with a timestamp.

Assistance loop: every 15 seconds, or on a manual "nudge" button, send the last 2000 characters of transcript plus a short session brief the user typed at the start to an LLM via the OpenAI-compatible API. Key comes from OPENAI_API_KEY in .env. Ask for exactly three things in JSON: two suggested questions to ask next, one factual note or definition worth knowing, and one line of what seems to be at stake. Render these as cards in a right-hand panel, newest on top, with the old ones dimmed rather than deleted.

Session end: on stop, write the full transcript and all generated cards to ./sessions/YYYY-MM-DD-HHMM.md, then make one final call for a summary with action items appended at the top of that file.

UI: two columns. Left is the live transcript, auto-scrolling, with a pause button. Right is the assistance cards. A header with device picker, session brief field, start/stop, and a visible recording indicator. Dark, dense, no animations.

In scope: local recording, streaming transcript, periodic suggestions, markdown export, session list page that greps past files.

Out of scope: mobile, speaker diarization, calendar or Zoom integration, multi-user, auth, hosted anything. Do not add them.

Ship a README with the loopback setup steps, the exact pip install line, a .env.example, and a blunt note that recording other people may require their consent where the user lives.