Developer Notes
Technical notes on AI video editing infrastructure, media processing, render verification, object storage, and production-grade creative tools.
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DATA Remediation: Turning User Incidents Into Agent-Trackable Jobs
DATA Remediation is VibeChopper's incident-to-repair pipeline. A user's bug report, feedback item, comment, or voice feedback session becomes a durable job with source context, dedupe, status, allowed file scope, agent events, check results, publish results, and notifications. The goal is not to make production incidents feel magical. The goal is to make them trackable enough for agents, admins, users, and future automation to agree on what is happening.
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Headless Remediation Workers and Public Progress Tracking
VibeChopper's DATA Remediation workers run outside the user request that created the incident, but they do not disappear into a terminal. The worker claims a durable job, dispatches a headless dev runner, reports signed lifecycle events, records checks and verification, publishes when the repair is ready, verifies production, and feeds a public progress tracker that a submitter can refresh at any point.
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Video Editor API Design for AI Agents
An API for AI video editing agents should expose bounded timeline tools, not raw database access or command strings. The durable design uses schemas, ownership checks, idempotency, media provenance, render artifacts, and audit trails so agents can move fast without bypassing the editor.
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