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Best Practices

TPRM Budget Justification For The Board

TPRM budgets get cut because the program cannot quantify what it prevents. Here is the framing that lands with boards: avoided losses, regulatory exposure, and continuity.

Feb 28, 20267 min read
Best Practices

Reachability-Driven Incident Response Playbook

When CVE-X is announced and the world panics, reachability is the data that tells you whether to wake up the on-call team or wait until Monday.

Feb 28, 20263 min read
DevSecOps

Pre-Commit Hooks For Secure Supply Chain Default

Pre-commit hooks are the cheapest place to enforce supply chain hygiene. A practical guide to designing hooks developers leave installed.

Feb 28, 20268 min read
Open Source Security

Polyglot Monorepo: Unified Supply Chain Program

A 2026 unified supply chain program for polyglot monorepos — bringing Node, Python, Go, Java, and more under one set of policies — anchored by Safeguard.

Feb 28, 20267 min read
AI Security

Open-Source LLM Supply Chain Incidents 2026

Open-source LLM ecosystems hit a turning point in 2026 as supply chain incidents — backdoored fine-tunes, compromised weights, malicious adapter packages — moved from rare to recurring.

Feb 28, 20268 min read
AI Security

LLM Selection For Security Workflows

Picking a model for a security workflow is not the same as picking one for a chatbot. Here are the criteria that actually matter and how to weigh them.

Feb 28, 20267 min read
AI Security

Race Condition Detection: Griffin AI vs Mythos

Race conditions are the hardest class of vulnerabilities for static analysis. Specific architectural capabilities separate tools that find them from tools that claim to.

Feb 28, 20263 min read
AI Security

Continuous Eval & Release Gating: Griffin AI vs Mythos

Evals that run once are marketing. Evals that run on every build are infrastructure. Griffin AI runs the harness on every change; Mythos does not describe one.

Feb 28, 20267 min read
AI Security

Griffin AI vs GitHub Copilot for Vulnerability Fixing

GitHub Copilot suggests fixes. Griffin AI generates fix PRs with taint paths and disproof attached. The difference is review burden.

Feb 28, 20262 min read

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