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
Resources
Supply Chain Security, in plain English.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
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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
Incident Analysis
Confluence Zero-Day Lessons: What CVE-2023-22515 Showed About SaaS-Adjacent On-Prem Risk
The Confluence broken access control zero-day from October 2023 hit thousands of self-hosted instances. A 2026 look at the exploit, the response, and the durable lessons.
Mar 5, 20265 min read
DevSecOps
Free Online Code Checkers: What They Actually Catch
An online python code checker or a free JS linter will catch syntax errors and style issues fast, but here is exactly where that coverage ends and real security scanning has to start.
Mar 5, 20266 min read
Supply Chain
SCA in Cyber Security: What It Actually Means
SCA in cyber security stands for software composition analysis — the practice of identifying every open-source component in an application and checking it against known vulnerabilities and licenses.
Mar 5, 20265 min read
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