Examples & Case Studies

Real-world scenarios demonstrating CT Toolkit's identity protection in action.

• Financial Auditor Integrity (SSC)

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  Mother agent enforces ethics on sub-agents. Context compression monitored with real Qwen3 models on LM Studio.

  View example

• Staged Approval (Cooldown)

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  Verify risky kernel updates in a sandbox using shadow requests before promoting to production.

  View example

• Hierarchical Agent Safety

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  Constitutional Kernels propagating across a CrewAI hierarchy, preventing rule violations in complex workflows.

  View example

• Standalone Auditor (Qwen3)

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  A FastAPI endpoint that audits a local Qwen3 model's identity health using the ICM probe battery.

  View example

• FastAPI Integration Test Project

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  External reference app for developers who want to validate CT Toolkit end-to-end with FastAPI, pytest, local LM Studio, and Ollama.

  Open repository

• Military Medical Use Case

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  medical template + defense kernel combination. COMPATIBLE profile with defense priority.

  View example