Security Analysis

Technical breakdowns and implementation guides for securing autonomous AI systems and the Model Context Protocol.

Vulnerability Analysis

Prompt Injection Vectors

How adversarial instructions embedded in prompts, retrieved content, or tool outputs can redirect autonomous agent intent — and what deterministic controls actually prevent it.

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Threat Model

Adversarial RAG & Context Poisoning

When retrieval-augmented generation becomes a delivery mechanism for malicious context. Exploring poisoning vectors, persistence, and proxy-level countermeasures.

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Implementation

The Deterministic Proxy Model

How McpVanguard enforces policy at the MCP boundary without trusting the model. Rule-based interception, schema validation, and real-time audit logging.

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Research Collaboration

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Exploring formal verification, protocol-level trust, or execution governance? We collaborate with security teams and researchers on real deployments.

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