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Audit and set up a codebase for agentic AI development using the 16-principle manifesto

Reflect on the cycle and capture high-quality lessons for future sessions

Full-cycle orchestrator chaining all five phases with gates and controls

Multi-agent review with lesson-calibrated reviewers, runtime verification, and severity classification

Multi-phase test suite optimization with adversarial review

Team-based TDD execution with adaptive complexity and agent delegation