Task-Routed LLM Architectures For Security
One model for every task wastes budget on trivial work. Task-routed architectures match model capability to task requirements — the right lever for security at scale.
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.
One model for every task wastes budget on trivial work. Task-routed architectures match model capability to task requirements — the right lever for security at scale.
A side-by-side security comparison of Windsurf and Sourcegraph Cody: data handling, agent scope, deployment models, and enterprise controls.
AI managed security is sold as autonomous defense, but the honest version of the pitch is faster triage and drafted fixes with a human still signing off — worth knowing before you buy the marketing version.
The MCP definition in one line: an open standard that lets AI assistants connect to your tools and data through a single, consistent interface instead of a tangle of one-off integrations.
A Kubernetes container security scanner checks images, manifests, and running workloads for known vulnerabilities and misconfigurations. Here is how the pieces fit and where to place them in a pipeline.
Retrieval context poisoning scales differently than direct prompt injection. The attacker's leverage grows with the RAG ingest surface.
Gemini's multimodal capabilities are genuinely useful for some security workflows. For most security workflows, the modality is code and text, not images.
Federal compliance is a long investment, not a marketing claim. Safeguard's FedRAMP HIGH and IL7 readiness is the difference between selling into government and sitting on the outside.
The AI Bill of Rights is a White House blueprint of five principles for building automated systems that respect people's rights. Here is what it says and how it maps to real engineering controls.
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.