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AI Security

Autonomous Security Remediation: The Promise and Peril of Self-Healing Software

Automated vulnerability patching sounds ideal until you consider what happens when the automation gets it wrong. Here's a realistic look at autonomous remediation.

Feb 10, 20266 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
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

The email-validator Python Library: Usage and Security Guide

How the email-validator Python package works, why regex-only validation is a trap, and the deliverability checks that quietly protect your signup flow.

Feb 9, 20266 min read
AI Security

Dark AI: How Attackers Weaponize Generative Models

Dark AI refers to generative models turned to malicious ends, from phishing at scale to malware assistance. Here is what defenders need to understand and do.

Feb 9, 20266 min read
AI Security

AI Model Supply Chain Risks: Hugging Face and the New Attack Surface

As organizations download pre-trained models from Hugging Face and other model hubs, the AI supply chain introduces risks that traditional software security tools don't address.

Feb 8, 20265 min read
AI Security

MCP Server Multi-Tenant Isolation

Practical guidance on isolating tenants on shared Model Context Protocol servers, covering identity, data, compute, and observability boundaries at production scale.

Feb 8, 20267 min read
AI Security

RBAC & Scoping: Griffin AI vs Mythos

An AI that reads your security data needs the same access controls as a human analyst. Most pure-LLM vendors stop at the role name. Safeguard enforces the scope.

Feb 8, 20267 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

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