Date: June 18, 2026 Topic: System Audit Module
The Audit module checks whether the original issue was resolved.
A system remains incomplete until the result is reviewed against the original problem. This module closes the loop by asking whether the original trigger was neutralized and what changed after execution.
If the trigger still exists, the solution may have failed or only reduced symptoms.
Every action changes the baseline. The new context should be documented.
Execution can create new problems, constraints, or opportunities.
The updated context becomes input for future diagnosis, mapping, decisions, and execution.
This module prevents repeated unresolved cycles. It helps users learn from action instead of only moving from one task to the next.
audit_framework.py: Optional Python reference model.