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AI Security

Benchmark Contamination Concerns In Security Evals

When the test set is in the training set, the benchmark is broken. Security eval contamination is widespread and the mitigations are specific.

Feb 10, 20262 min read
AI Security

Griffin AI vs Claude Agent Skills for Security

Anthropic's Claude Agent Skills let you package tools and context for Claude. Here's how that primitive compares to Griffin's security-specific workflow scaffolding.

Feb 10, 20267 min read
AI Security

Griffin AI vs Mythos: The Security Platform Comparison

A senior engineer's side-by-side look at Griffin AI and Mythos — why engine-grounded reasoning beats pure-LLM security intuition when the audit clock starts.

Feb 10, 20266 min read
AI Security

Griffin AI vs GPT-5: Context Grounding

A million-token context window is a tool, not a solution. Context grounding for security requires architecture, not just capacity.

Feb 9, 20267 min read
AI Security

Evaluating Security-Specific Reasoning Models

Reasoning models have arrived in security tooling. Evaluating them requires different methodology from evaluating classification or generation models. Here is what good evaluation looks like.

Feb 9, 20267 min read
Industry Analysis

RSA Conference 2026: Supply Chain Themes

RSA Conference 2026 centered on AI governance, software supply chain regulation, and vendor consolidation. Here is the analyst view of what mattered.

Feb 9, 20268 min read
AI Security

Tool-Call Privilege Escalation In Practice

When an agent can call tools, the permission boundary is no longer between the user and the system. It is between the model's current beliefs and everything the model can reach. That is a much harder boundary to defend.

Feb 8, 20268 min read
AI Security

Griffin AI vs Gemini Function Calling: Security

Gemini's function calling is strong and flexible. Griffin AI's tool layer is narrow and opinionated. For security workflows, the opinionated approach wins.

Feb 8, 20268 min read
AI Security

AI Model Weights: Signing, Attestation, Provenance

Model weights are binaries with the privilege of code and the review of documents. Here is what signing, attestation, and provenance should actually look like.

Feb 8, 20267 min read
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