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
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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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
Software Supply Chain Security
What is Software Provenance
Software provenance proves where an artifact came from and how it was built. Learn what it is, why it matters, and how to verify it with SLSA and Sigstore.
Mar 5, 20267 min read
Industry Analysis
The Future of Software Signing Is Keyless
Long-lived signing keys are operational debt that every security team eventually pays down the hard way. Keyless signing is not an experiment anymore — it is the mainstream design.
Mar 5, 20268 min read
Threat Intelligence
The Supply Chain Attack Kill Chain: A Framework for Defense
We propose a kill chain framework specific to software supply chain attacks, mapping attacker techniques to defensive controls at each stage.
Mar 5, 20266 min read
Comparisons
Snyk Code vs Snyk Open Source: What's the Difference
Snyk Code scans first-party source for flaws; Snyk Open Source scans dependencies for known vulnerabilities — different engines, different findings, and both are needed for full coverage.
Mar 5, 20265 min read
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