human-in-the-loop reviewHuman-in-the-Loop for AI Agents: Most Approval Gates Rubber-Stamp
Claude Code users approve 93% of permission prompts, and human reviewers caught 13.6% of harmful actions in Anthropic's tests. Gate only irreversible agent actions, sample the rest with planted errors, and use the free gate in LangGraph or the OpenAI Agents SDK.
October 4, 2026 · 14 min readMicrosoft Build 2026Azure Agent Mesh Just Made Windows a $1.5M Agent Platform
Microsoft shipped the full agent stack at Build 2026: WAF open-sourced, Agent Mesh GA Q4. ROI math, readiness assessment, and the LangChain question for CIOs.
June 1, 2026 · 14 min readMicrosoftMicrosoft Computer-Use GA: RPA's $100K Tax Just Ended
Microsoft Copilot Studio computer-use agents hit GA. Visual reasoning replaces brittle RPA. See ROI math, decision matrix, 12-week pilot plan.
May 23, 2026 · 12 min read