AI Security
Container Runtime Scanning: Catching Threats After Deployment
Container runtime scanning watches workloads while they run, catching drift, new CVEs, and active exploitation that build-time scans miss entirely.
Feb 19, 20266 min read
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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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Griffin AI vs Fine-Tuned Open Weights for SecOps
Fine-tuning an open-weight model sounds like a shortcut to a custom SecOps copilot. In practice, it is one step of a much longer journey.
Feb 19, 20267 min read
AI Security
Triage Backlog Reduction: Griffin AI vs Mythos
A shrinking triage queue is the clearest sign a security programme is working. We explain why Griffin AI shrinks queues and Mythos-class tools grow them.
Feb 19, 20266 min read
AI Security
Deserialization Chains: Griffin AI vs Mythos
CWE-502 deserialisation chains are the canonical stress test for AI bug hunters. Why Griffin AI's grounded synthesis finds real chains and Mythos-class scanners hallucinate them.
Feb 19, 20266 min read
AI Security
Enterprise AI Procurement Due Diligence Checklist
AI-for-security procurement covers more than feature comparison. The due diligence checklist that surfaces structural differences between vendors.
Feb 19, 20262 min read
AI Security
Asset Management AI: How AI Is Reshaping Security Asset Inventory
Asset management AI turns a stale spreadsheet of assets into a living, correlated inventory. Here is what it actually does for security teams and where it falls short.
Feb 19, 20266 min read
AI Security
AI-Powered Security Companies: A Buyer's Map
Nearly every security vendor now claims to be an ai security company — here's how to tell genuine AI-powered security from a rebadged feature, and what to actually evaluate before you buy.
Feb 19, 20265 min read
AI Security
Multi-Modal AI Supply Chain Considerations
Multi-modal models bring image, audio, and video into the AI supply chain. Each modality introduces provenance and integrity challenges that text-only pipelines never had to face.
Feb 18, 20268 min read
AI Security
MCP Transport Layer Security Options
MCP supports stdio, streamable HTTP, and a handful of experimental transports. Each has distinct security properties, and the choice of transport constrains every other security decision you make about the deployment.
Feb 18, 20266 min read
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