Adversa AI

Everything FervorAI has published that touches Adversa AI — 2 pieces, newest first.

• Nine Coding-Agent Data-Loss Incidents and the Gap Between What the Model Meant and What the Shell Did

  Coding-agent data loss is mostly a substrate mismatch, not a model failure, because the approval layer inspects command text while the shell expands, unquotes and…

• Briefing · August 5, 2026 · morning

  Four separate disclosures in 48 hours all land on the same control surface, a human reading a diff, and the same week's biggest launch is an orchestrator built to run…