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Best Practices

Post-Quantum Signing: An Artifact Migration Plan

A concrete migration plan for artifact signing from ECDSA to ML-DSA and SLH-DSA, covering Sigstore, Notary, HSMs, and staged hybrid rollouts.

Mar 5, 20265 min read
DevSecOps

Metrics Developers Care About: Secure By Default

Most security metrics are built for the security team. A guide to picking metrics that developers will actually act on, with examples from secure-by-default workflows.

Mar 5, 20268 min read
AI Security

Griffin AI vs OpenAI Assistants API for SecOps

The OpenAI Assistants API is a general agent framework. SecOps needs more than a framework — it needs the engine-grounded reasoning Griffin AI adds on top.

Mar 5, 20263 min read
AI Security

Context Window Limits: Griffin AI vs Mythos

Context-window size matters less than context quality. A look at how Griffin AI's engine-grounded context beats pure-LLM retrieval at monorepo scale.

Mar 5, 20266 min read
AI Security

Frontier Model Pricing Pressure: Architectural Response

Frontier model pricing is rising even as cheaper alternatives proliferate. The 2026 architectural response is multi-tier model routing — and the security implications are non-trivial.

Mar 5, 20268 min read
AI Security

Eval Harness As Release Gate For AI Features

Shipping AI features without an eval harness is shipping without tests. Here is how to build one that actually gates releases without becoming a bottleneck.

Mar 5, 20268 min read
Industry Analysis

EHR Integration Vendor Controls Blueprint

EHR integrations move PHI between dozens of systems. This blueprint shows how to control the third-party risk surface without breaking interoperability.

Mar 5, 20266 min read
AI Security

Chain-Of-Thought For Vulnerability Reasoning

Chain-of-thought helps LLMs with multi-step problems. For vulnerability reasoning, it helps — but only when the chain is grounded in structured evidence.

Mar 5, 20262 min read
Tools

GitHub Advanced Security 2026: Copilot Autofix Goes GA

GHAS in 2026 made Copilot Autofix generally available, opened secret scanning to Team plans, and shipped extended secret metadata. We walked the upgrade for an org with 800 repos.

Mar 5, 20266 min read

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