@dimayip

how-to-harness guides design of closed-loop ai systems with human steering gates, evaluation harnesses, and multi-tier automation via structured socratic dialogue enforcing seven harness principles (hp-1 through hp-7) across six sequential stages.

cert-lifecycle-harness provides a staged framework for certificate renewal across complex infrastructure. it enforces human authorization gates, three-tier review architecture, and path-based complexity scaling (fast/standard/full). structure is explicit but trigger phrases lack concrete tool names; procedures are detailed yet reference-heavy; edge cases addressed piecemeal rather than systematically.

learn-x guides users toward concrete understanding through socratic questioning, structured around diagnosis, path negotiation, and tangible output production rather than content coverage.