Featured Work
Scribe

Operational Overview
Distributed transcription pipeline: Discord capture + pyannote diarization + Whisper transcription + Gemini summaries, with GPU worker nodes for heavy compute and tight Discord integration.
Scribe turns Discord calls into usable artifacts: diarized transcripts + structured summaries — using a distributed architecture so heavy compute runs where it should (GPU worker nodes).
Pipeline
- Discord bot joins voice channels and captures/uploads jobs.
- Server coordinates jobs and storage.
- Worker nodes pull pending work and run: pyannote → Whisper → Gemini.
- Results are posted back and tightly integrated with the Discord UX.
System Specifications
- Year2026
- CategoryAI / Automation
Featured Breakdown
Problem: Always-on transcription is operationally annoying: diarization/transcription need GPU power, but coordination needs to be cheap and reliable.
Approach: Split into Discord ingestion + coordinator server + GPU workers, and implement diarization → transcription → summary.
Impact: Always-on capture with high-quality output without paying the “GPU box running 24/7” tax.