Test hybrid workflow with manual fixes

[dcasota]

Task Description

Test integration with lecturer doing detection/assessment, but manual fixes.

Test Workflow

1. Run lecturer analyze (detection)
2. Run auditor with lecturer quality metrics
3. Editor: MANUAL fixes based on plan.md
4. PR-bot: Create PR with lecturer metrics

Validation Points

• Does detection work end-to-end?
• Are quality metrics useful?
• Does manual fixing still work?
• Is PR creation smooth?

Acceptance Criteria

• ✅ Detection tested and working
• ✅ Quality metrics validated
• ✅ Manual fixes applied successfully
• ✅ PR created with metrics
• ✅ No regressions in existing workflow

Related

• Integration Analysis: Strategy 2 (Hybrid Approach)
• Integration Analysis: Short-term Actions feat(docs-maintenance): Add comprehensive PLAN-SPECIFICATION.md v2.0 #7

Labels

lecturer-integration, testing, workflow, medium