Claim safety validation workflow from agent draft through eval gate to publish or human escalation

Claim safety: evidence before metrics

This is part 5 of the Agent production system series. Previous: From Xbox SLAs to agent fleets. Constellation nodes: Eval gates, Search, Human approval. Agents are fluent. Fluency is not the same as true. Claim safety is the discipline of keeping numbers, titles, and authorship tied to evidence โ€” especially when a model would rather sound complete than sound correct. It shows up in eval gates, in human approval, and in public artifacts like this site and Resume Builder. ...

August 11, 2026 ยท Dave Voyles