Tagged:

2 posts

• Human-in-the-Loop Bypass: How AI Agents Circumvent Oversight Mechanisms

  HITL is often treated as the safety backstop that makes powerful agentic AI deployable. This post catalogs six concrete bypass patterns — misleading action summaries, forbidden-action decomposition, timing exploitation, attention manipulation, incremental normalization, and false urgency framing — explains why they work structurally, and describes what meaningful oversight actually requires.

  Jul 14, 2026 agent-security human-in-the-loop oversight ai-safety agentic-ai red-teaming langchain langgraph autogen crewai eu-ai-act nist-rmf approval-bypass

• Circuit Breakers for AI Agents: Designing Controllability, Action Budgets, and Emergency Stops

  Your agent will eventually get confused. The question is whether it fails safely or catastrophically. Here are the engineering patterns — borrowed from distributed systems and adapted for AI agents — that make the difference.

  Jul 9, 2026 agent-security controllability circuit-breakers owasp excessive-agency action-budgets human-in-the-loop ai-safety architecture ai-agents