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Articles

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AI Security

Safeguard Griffin AI: Eval Benchmarks Published

Griffin AI's evaluation harness results published for the first time. Benchmark methodology, comparison against baselines, and what the numbers mean for production use.

Apr 1, 20266 min read
AI Security

OpenAI API Key Leakage on GitHub at Scale

A senior engineer's view of OpenAI API key leakage on GitHub at scale, why automated secret scanning misses so many, and what actually stops the bleeding.

Apr 1, 20267 min read
AI Security

AI Agent Frameworks: A Security Assessment of the New Autonomous Frontier

AI agents that can execute code, browse the web, and manage infrastructure are proliferating. The security implications of these autonomous frameworks demand scrutiny.

Mar 31, 20266 min read
AI Security

Responsible Disclosure For Discovered Zero-Days

When your pipeline starts producing zero-days, you inherit responsible disclosure obligations. Here is how to do it well, with the artefacts the pipeline already gives you.

Mar 31, 20267 min read
AI Security

LLM-Augmented Bug Discovery Methodology

A practitioner's methodology for using LLMs to augment — not replace — traditional bug discovery workflows, with patterns that hold up under real review load.

Mar 30, 20269 min read
AI Security

Tool-Call Audit: The Missing AI Observability Layer

Most AI observability stacks log prompts and completions. The actual security signal is in the tool calls. Here is how to capture it.

Mar 30, 20267 min read
AI Security

AI Coding Assistant Data Leak Incidents Trend

AI coding assistants are now standard developer tooling. The incident data from 2025 and early 2026 shows a recurring pattern of source code, credential, and customer data leaking through them.

Mar 30, 20267 min read
AI Security

Transitive Dependency Fix Cascades, Managed

Fixing a transitive dependency is rarely a single bump. It is a cascade. Here is how to manage those cascades without flooding reviewers or breaking builds.

Mar 29, 20267 min read
AI Security

MCP Protocol Security: What the Model Context Protocol Means for Supply Chains

Anthropic's Model Context Protocol standardizes how AI models interact with external tools. The security implications for software supply chains are significant.

Mar 28, 20266 min read

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