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