ai-work-governance
AI Work Governance
Patterns for AI agents that file work items autonomously. Without these gates, agents create busy work that doesn't compound product value, flood queues, and leak sensitive data into issue trackers.
Design Principle
Governance lives in output schema and machine-enforced ceilings, not in process checklists. Human review gates erode within weeks without active discipline; machine gates run forever. Order of reliability: config-enforced ceilings > regex scans > schema field presence > agent self-checks > human review files > human per-item review. Design your system so it degrades gracefully to machine-only enforcement — the human layer is augmentation, not the critical path.
Budget Cap (Most Durable Gate)
A hard config-enforced ceiling is the single most important control. Even a fully unsupervised agent cannot cause catastrophic queue flooding if the cap holds.
Configuration
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