delivery-gate

A developer accidentally built a closed-loop self-healing system for AI configuration after noticing repeated rule-writing without behavior change. The system uses three files—config-health.py, pendin…

A developer introduced a dual-layer monitoring system for AI agents that produces zero output on success, following Unix conventions of silence for normal operations. The system uses exit codes to com…

A developer created a self-verifying rule system for AI assistants after discovering that 15 rules for an AI assistant were followed zero times in 30 sessions. The system uses embedded markers like [✓…