Human-in-the-Loop Governance
P1Checkpoint and approval patterns maintaining human oversight over autonomous agent execution - escalation thresholds, approval gates, remediation policies, and audit trails.
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Recommended entry points for exploring this thread.
Checkpoints Documentation
Three checkpoint types, one rule: Claude automates everything it can, then stops precisely where human judgment is irreplaceable
Escalation Thresholds and Remediation Policies
The rules for when an AI agent should stop retrying, stop guessing, and surface the problem to a human - before a fixable issue becomes an architectural mess
GSD Narration Script: Human-in-the-Loop Infrastructure
A four-minute explainer script that walks through why autonomous AI coding fails without orchestration - and how human-in-the-loop infrastructure fixes it
TOG AI Strategic Plan Gap Analysis
A systematic audit of the TOG-AI platform against its strategic plan - validating claims, correcting assessments, and mapping the exact gaps between vision and implementation across four architectural pillars