Designing Commit-to-Lesson Classifiers with Human-in-the-Loop Guardrails
Advanced framework for commit-topic classification with confidence calibration and reviewer feedback loops.
Designing Redaction-Aware Content Pipelines for Sensitive Domains
An advanced safety architecture to block sensitive inputs before generation and enforce publish-time privacy gates.
How to Build a Reversible Caption Pipeline for Short-Form Video
A practical caption architecture with source timelines, export adapters, and cue-level history for low-friction edits.