Providing feedback

Feedback loops enable continuous improvement of agent performance.

Feedback Channels

1. Build/Test Results

   • Automatic integration with CI/CD

   • Agent analyzes failures

   • Iterative fixes applied

2. PR Comments

   • Human review feedback

   • Specific change requests

   • General guidance

3. Chat Interface

   • Direct agent interaction

   • Clarification requests

   • Strategy adjustments

Feedback Processing

Feedback Type        Agent Response
─────────────        ──────────────
Build Failure        Analyze logs, fix code
Test Failure         Debug issue, update tests
Review Comment       Interpret, implement change
General Guidance     Update approach, retry

Global Learning

Selected feedback can be captured as global context:

• Common error patterns

• Team preferences

• Domain-specific knowledge

• Best practices