Stop burning your Claude or Codex limits on boilerplate. Delegate multi-file implementation to Cursor's Composer 2.5 over MCP — your frontier model writes the brief and reviews the diff; Composer does the typing, fast, on a separate quota.
Quality Consistency Score (QCS): a metric-agnostic descriptor for video codec assessment that measures how consistently per-frame quality stays above meaningful quality levels.
External, production-minded EC2 watchdog that monitors AWS EC2 instance/system status checks and reboots a target instance only after sustained instance-status impairment with cooldown protection.
A lightweight FastAPI web UI for capturing raw MPEG-TS snippets from live UDP inputs with ffmpeg, featuring manual/fixed captures, keyframe preview thumbnails, schedule-based captures, and safe in-browser download/delete for Linux and EC2 workflows
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