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in-progress · 2026

Clipping automation pipeline

A queue-orchestrated media pipeline that clips and processes video with a human-in-the-loop review dashboard.

  • BullMQ
  • Redis
  • Playwright
  • whisper
  • ffmpeg
  • Node.js

problem

Turning long-form video into clips by hand is slow and inconsistent, and the work needs to scale without removing human judgement.

approach

BullMQ/Redis orchestration drives Playwright, whisper and ffmpeg workers with retries and backpressure, and a dashboard keeps a person in the loop.

outcome / metrics — available on request