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AI Security

Software Licenses Explained: A Practical Guide for Engineering Teams

Software licenses fall into a few clear buckets — permissive, copyleft, and proprietary — and knowing which is which decides what you can legally ship. Here is the map, without the legalese.

Feb 17, 20265 min read
AI Security

AI Cyber Solutions: What Actually Works in Security

AI cyber solutions are most useful where they reduce analyst toil: triaging alerts, prioritizing vulnerabilities, and drafting remediation. Here is what to trust and what to question.

Feb 17, 20265 min read
AI Security

Griffin AI vs Vertex AI Safety for Enterprise

Vertex AI Safety is Google's approach to enterprise AI controls. For security-specific workflows, Griffin AI adds grounding the Safety layer doesn't.

Feb 16, 20262 min read
AI Security

Bring-Your-Own-Model: Griffin AI vs Mythos

Model lock-in is the quiet liability of pure-LLM vendors. Safeguard's bring-your-own-model story gives enterprises the option Mythos-class competitors cannot match.

Feb 16, 20267 min read
AI Security

Unbounded Output Space And Security Contracts

A function whose output space is finite and enumerable can be secured by testing. A function whose output space is every string of tokens up to some length cannot. That difference quietly invalidates most classical security contracts.

Feb 16, 20267 min read
AI Security

MCP Server Rate-Limiting Patterns

A practical look at rate-limiting patterns for Model Context Protocol servers, covering per-tool quotas, token budgets, burst control, and abuse-resistant designs.

Feb 15, 20267 min read
AI Security

Patch Minimality: Griffin AI vs Mythos

A minimal patch is easier to review, safer to merge, and cheaper to roll back. Griffin AI enforces minimality; Mythos-class tools treat it as optional.

Feb 15, 20266 min read
AI Security

EU AI Act Enforcement: Year One Review

The first enforcement window under the EU AI Act has closed. The actual pattern of enforcement looks different from the one vendors and advocacy groups predicted.

Feb 15, 20267 min read
AI Security

Securing MCP Servers in the Enterprise: A Practical Guide

MCP servers connect AI agents to your infrastructure. Here's how to secure them without killing the productivity gains.

Feb 15, 20267 min read

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