AI Security
False Positive Cost: Griffin AI vs Mythos
A false positive is not free. It costs engineer attention, trust in the tool, and eventually the security programme's credibility. We price the difference.
Feb 27, 20267 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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Injection Path Detection: Griffin AI vs Mythos
Injection vulnerabilities are not really about the sink. They are about the path from untrusted input to the sink. The path is where Griffin AI and Mythos-class tools diverge.
Feb 27, 20265 min read
AI Security
Griffin AI vs Open Weights: On-Prem Tradeoffs
Open-weight models let you run everything locally. The tradeoff is quality, cost, and operational overhead. Griffin AI provides a different answer to the same on-prem need.
Feb 27, 20263 min read
Container Security
Helm Chart Supply Chain Defence Blueprint
Helm charts are the most common Kubernetes deployment artifact and the least scrutinised. This blueprint covers chart provenance, signing, value validation, and the runtime correspondence checks that close the loop.
Feb 27, 20267 min read
Best Practices
SecOps Staffing For The Modern Program
Staffing a modern SecOps program is not about hiring more analysts. It is about defining roles that match how supply chain security work actually flows in 2026.
Feb 27, 20267 min read
SBOM & Compliance
Signed SBOMs As Procurement Leverage
Unsigned SBOMs are paperwork. Signed SBOMs with in-toto attestations are leverage. Here is how mature procurement programmes use signing to harden vendor relationships.
Feb 27, 20267 min read
AI Security
Fine-Tuning Poisoning Detection for Supply Chains
Fine-tuning inherits every problem of the base model and adds dataset provenance as a new one. Here is how detection actually works in practice.
Feb 27, 20267 min read
Incident Analysis
ProxyNotShell Postmortem: What the Exchange CVEs Taught About Patch Triage
ProxyNotShell forced enterprises to triage Exchange Server patching under pressure with confusing vendor guidance. A look back at CVE-2022-41040 and CVE-2022-41082.
Feb 27, 20265 min read
Best Practices
Safeguard vs Snyk: Detailed 2026 Comparison
A senior engineer's breakdown of how Safeguard and Snyk differ in 2026 across SCA depth, reachability analysis, remediation, and container security.
Feb 27, 20267 min read
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