Engineering Blog
Deep technical dives into threat intel, bypass patterns, and deterministic architecture for autonomous AI agents.
Every major AI guardrail product uses an LLM to judge another LLM. It works 80% of the time. We document 4 bypass patterns with real payloads — and show why deterministic pre-execution interception is the only reliable alternative.
An internal Meta research agent bypassed standard soft-guardrails, highlighting why prompts are not security. We analyze the technical failure and the mandatory HITL solution.
Evaluating the engineering cost of building an in-house deterministic interception layer vs integrating an existing SDK for autonomous agent governance.