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Articles

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AI Security

Taint Propagation: Griffin AI vs Mythos Approaches

Taint tells you whether attacker data actually reaches a sink. Griffin AI propagates it; Mythos-class tools infer it. The difference shows up fast.

Jan 22, 20266 min read
AI Security

MCP Server Discovery Protocol Security

MCP server discovery turns a client connection string into a live capability graph. The protocol mechanics that make this convenient also widen the blast radius when discovery is spoofed, tampered with, or silently reshaped mid-session.

Jan 22, 20266 min read
AI Security

Hugging Face Pickle Backdoor Research 2025

Pickle-serialized model files remain a live attack surface on Hugging Face. Here is what 2025 research disclosed about persistent backdoors and what defenders should do about it.

Jan 22, 20267 min read
AI Security

Adversarial Resistance: Griffin AI vs Mythos

Griffin AI reports 98-100% hold rate against adversarial probes. Most Mythos-class tools have never published an adversarial number at all.

Jan 21, 20267 min read
AI Security

Deserialization Vulnerabilities: Griffin AI vs Mythos

Unsafe deserialization looks obvious on a slide and impossible on a real codebase. Sinks are language-specific, gadgets live in third-party libraries, and the tainted byte can arrive wrapped in six layers of framework ceremony. Griffin's engine-plus-LLM design handles each of those concerns separately; Mythos-style pure-LLM scanners blur them into pattern-matching.

Jan 20, 20267 min read
AI Security

AI Agent Security Risks: Why Autonomous Systems Are the Next Supply Chain Frontier

AI agents are consuming APIs, installing packages, and executing code autonomously. The security implications are massive and largely unaddressed.

Jan 20, 20266 min read
AI Security

Griffin AI vs Cohere Command for SecOps

Jan 19, 20267 min read
AI Security

The Disproof Step: Griffin AI vs Mythos

Most AI bug hunters skip the hardest step: trying to kill their own findings. Here is why Griffin AI's disproof pass is the single biggest lever on false-positive rate.

Jan 19, 20265 min read
AI Security

Model Tiering Strategy: Griffin AI vs Mythos

Opus for reasoning, Sonnet for drafting, Haiku for scale. We break down when each tier earns its keep and why single-model architectures cannot compete.

Jan 19, 20266 min read
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