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Part V—Multi-Agent and HITL

Modular Agent Group​

  • CoordinatorAgent: Tower. Integrates/summarizes specialized agent results. Decides HITL escalation.

  • SecurityAgent: SAST/SCA, Prompt inspection, Model integrity.

  • PerformanceAgent: Big-O, Profiling, Load test aggregation.

  • MAIntAInabilityAgent: Complexity/Style/Naming/Smells.

  • CorrectnessAgent: Logical correctness / Adversarial test generation.

HITL Protocol​

  • Assign Confidence Score to all findings

  • Auto-escalation by threshold/risk

  • Humans grasp Reason / Basis / Uncertainty at a glance

  • Turn override reasons into training data -> Reduce false positives, advance domain adaptation