leak-learner

## What problem does it solve? Leak Learner provides a semi-automatic learning loop that records owner feedback, guards against persistent mislearning, and ensures human approval before applying updates to rules and lessons.

## Core Features & Use Cases

• Semi-automatic learning loop: capture owner corrections, generate learning-candidates, and apply changes only after explicit approval.
• Guardrails for stability: separates global rules, skill lessons, and client lessons with an approval gate.
• Nightly morning-review integration: presents candidates for owner decision in daily reports to drive governance.

### Quick Start Configure the leak-learner to semi-automatically learn from owner feedback, record corrections, and generate morning-review learning candidates for approval.