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.
FastAPI's Depends() and Pydantic's type validation look airtight but hide real bypass patterns — caching bugs, extra="allow" mass assignment, and leaked test overrides.
SecBench positioned itself as a comprehensive cybersecurity knowledge and reasoning benchmark for LLMs. A methodology review of its construction, scoring, and the gaps that separate the advertised coverage from what the benchmark actually exercises.
Claude Sonnet is the workhorse model Griffin leans on for remediation. Here's how raw Sonnet compares to Sonnet inside Griffin's remediation pipeline.
Data residency is no longer a procurement checkbox. It is an architectural property that most pure-LLM vendors cannot deliver without major rework.
CISA is moving from SBOM guidance to enforcement in 2026. Here's what the mandate requires and how to prepare.
A step-by-step walkthrough for installing, configuring, and using the Safeguard VS Code extension to catch supply chain issues before you commit.
Starlette request smuggling exploits parsing gaps between proxies and Uvicorn/h11. Learn the CL.TE mechanics, a real CVE, and how Safeguard closes the gap.
A concrete breakdown of what security compliance frameworks are, which ones software companies actually need, and how long certification really takes.
A practical walkthrough of the FastAPI JWT security mistakes that lead to broken authentication, plus concrete fixes for OAuth2 flows and token validation.
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