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Developer Notes

Technical notes on AI video editing infrastructure, media processing, render verification, object storage, and production-grade creative tools.

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A dark VibeChopper production console showing upload, analysis, export, and repair lanes converging into one media processing summary.
Developer Notes17 min read

Durable Media Processing Summaries Across Upload, Analysis, Export, and Repair

VibeChopper treats media processing state as product data, not scattered progress text. A project summary joins upload sessions, matched video records, frames, AI descriptions, audio, transcripts, generated metadata, proxies, active jobs, exports, plan assets, and readiness checks into one durable view that the editor, media panel, AI runs, and repair flows can trust.

media processingasset provenanceupload reliabilityAI video analysis
Read the post A VibeChopper processing console showing browser frame extraction handing off to server-side FFmpeg fallback.
Developer Notes16 min read

Server-Side Frame Extraction as a Fallback for Browser Processing

VibeChopper is browser-first for video processing, but browser-first cannot mean browser-only. The frame extraction fallback lets the editor keep moving when client decoding, memory pressure, unsupported codecs, or upload misses prevent local frames from reaching the AI analysis pipeline.

frame extractionbrowser video processingFFmpegfallbacks
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