FINAL-Bench ViKernel

Everything Fervor AI has published that touches FINAL-Bench ViKernel — 2 pieces, newest first.

• AI Agent Backdoors Can Pass Your Tests. Guard the Shell Instead.

  A trigger backdoor can sit in a coding agent's weights and pass every behavioral test, so the dependable defense is a layered limit on what the agent's shell can do,…

• Briefing · November 4, 2026 · morning

  Agents now show up on both sides of the security line, while the fix, the cleanup and the proof of what happened still run at human speed.