Pre-action boundary checking — validates agent tool calls against declared capabilities and task contracts

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Auto-detect project context and optimize harness — deactivate unused agents/skills, suggest missing experts, generate project profile

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Adversarial code review using attacker mindset — trust boundary, attack surface, business logic, and defense evaluation

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Apache Airflow best practices for DAG authoring, testing, and production deployment

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Alembic migration patterns for naming conventions, safety checks, expand-contract, env.py configuration, and CI integration

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Pre-routing ambiguity analysis — scores request clarity and asks clarifying questions when needed (inspired by ouroboros)

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