kybernetes

Govern adaptive work by selecting the smallest reliable harness, owning canonical state, negotiating runtime capability, and closing evidence-backed control loops.

Design a bounded execution contract using dynamically generated independent lenses when decision consequence and unresolved uncertainty justify architecture work.

Convert repeated or high-confidence failure evidence into reviewable, scoped, enforceable learning proposals without silently rewriting governance.

Checkpoint, hand off, or retire bounded loop machinery while preserving canonical state, evidence, and governor authority.

Independently test a completion claim against DONE with explicit coverage, provenance, gaps, rerun instructions, and rejection authority.