Context-Aware Content Policy Gates: Separating Blockers from Hash-Bound Advisories
How a content pipeline reduced keyword false positives while keeping transaction guidance blocked and making non-blocking review signals tamper-evident.
TAGTags
quality-gates
3 articles
Keeping Hashes, QA, and Capability Certifications Consistent After Reassembly
A derived artifact can pass local checks while downstream QA and capability records still point to an older file. This article shows how to propagate identity changes through the full attestation graph.
Making AI Actors More Believable with Enforceable Production Checks
How reviewed fictional actors, actions driven by visible causes, pre-generation frame review, model routing by shot importance, and file hashes make realism checks repeatable and version-specific.