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.
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.
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.
A benchmark that the model has seen in training is a benchmark of memorisation. Specific leakage-testing methods separate generalisation from recall.
Claude Desktop's MCP support makes it a capable security tool. Griffin AI builds on that foundation rather than competing with it.
An architectural comparison of Griffin AI's engine-grounded reasoning stack against the pure-LLM pattern that Mythos-class products rely on.
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.
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.
A Rocky Linux container scan only produces accurate results when your scanner reads Rocky's own advisory feed instead of guessing from RHEL or CentOS data.
SaaS container security is the set of controls that keep containerized, multi-tenant applications isolated, patched, and hardened from build through runtime. Here is the practical playbook.
The 'could not find or load main class org.gradle.wrapper.GradleWrapperMain' error almost always means gradle-wrapper.jar is missing from your checkout. Here is why it happens and how to fix it safely.
Weekly insights on software supply chain security, delivered to your inbox.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.