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AI Security

From Finding To Merged Fix In An Hour

A one-hour cycle from vulnerability finding to merged fix is achievable in 2026, but only with a pipeline designed for it. Here is what that pipeline looks like.

Mar 24, 20268 min read
AI Security

Tool-Call Hijacking: Griffin AI vs Mythos

A hijacked tool call is more consequential than a hijacked response. The defence requires the tool layer to police the model, not the other way around.

Mar 24, 20263 min read
AI Security

Griffin AI vs Sourcegraph Cody for Security Use

Cody's codebase-wide context is valuable for security review. Griffin AI adds reachability, taint, and policy grounding that Cody doesn't target.

Mar 24, 20262 min read
AI Security

AI Explainability: Why It Matters for Security and Trust

AI explainability is the ability to understand why a model produced a given output. In security, it is the difference between an alert you can act on and one you cannot.

Mar 24, 20267 min read
AI Security

AI Accelerators: A Security Guide to the Hardware Running Your Models

AI accelerators are the specialized chips that make model training and inference fast, and they bring their own attack surface: memory leakage, driver stacks, and firmware you did not write. Here is what to secure.

Mar 24, 20266 min read
AI Security

Guardrails for Autonomous Code-Fixing Agents

AI agents can now open pull requests that patch vulnerabilities on their own. Without guardrails — scoped permissions, test gates, human merge approval — they can also break builds and introduce new flaws at machine speed.

Mar 24, 20266 min read
AI Security

The OWASP AI Top 10 Explained: LLM Risks for 2025 and Beyond

The OWASP AI Top 10 is the community list of the most critical security risks in LLM applications, led by prompt injection. Here is what each entry means and how to defend against it.

Mar 24, 20266 min read
AI Security

What Is AI-Powered Cybersecurity? A Practical Security Guide

AI-powered cybersecurity means using machine learning and language models to detect, triage, and remediate threats faster than rule-based tooling alone. Here is where it genuinely helps and where the hype outruns reality.

Mar 24, 20266 min read
AI Security

Enterprise AI Center Of Excellence Blueprint

An AI Center of Excellence is not a committee. It is the function that makes AI adoption coherent across business units. The blueprint is specific.

Mar 23, 20262 min read
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