Developer Notes
Technical notes on AI video editing infrastructure, media processing, render verification, object storage, and production-grade creative tools.
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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.
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Making Batch Video Upload Reliable Under Memory Pressure
Batch upload is where a browser video editor stops being a demo and starts being a product. VibeChopper keeps the workflow reliable by treating memory as a shared resource, streaming frame work in bounded batches, separating derived media stages, and making progress recoverable when pressure hits.
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