skill_coherence_loop

To prevent skill drift, you can enforce bidirectional contracts that coordinate planning reads and post-action writes across subsystems. This maintains a coherent skill set by ensuring capability alignment with evolving intents.

A system skill coherence pass is an automated audit that reads, harmonizes, and aligns all system skills across subsystems. It detects drift and generates a Skill Harvest table for review before any changes are applied.

You audit system skills by initiating a coherence pass that emits a Skill Harvest table. This table details required harmonization actions and enforces gated edits, requiring your explicit approval before applying any changes.

You can automate read and write lifecycles, but the system enforces gated edits for governance. It requires explicit user approval before applying any detected changes from the Skill Harvest table during a session-end audit.

The best way to maintain alignment is using a bidirectional contract for read and write propagation. It coordinates subsystem updates and runs automated coherence passes to keep capabilities aligned with evolving intents.

Your system skill set loses alignment due to drift from uncoordinated post-action writes. Applying bidirectional contracts and running session-end audits prevents this by gating edits and harmonizing the skill set.