Discovering Shadow AI Models In Production
Engineers ship models faster than security can track them. Here is how to find shadow AI in production without slowing the teams that build it.
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.
Engineers ship models faster than security can track them. Here is how to find shadow AI in production without slowing the teams that build it.
A repeatable onboarding flow for adding MCP servers to an enterprise registry without becoming the team that says no to everything.
The editor is the highest-leverage place to catch supply chain risk. A design guide for building IDE-time feedback that developers actually want.
Prompt traces and offline evals are standard hygiene for ML teams, but almost nobody treats them as supply chain telemetry. They should be. Here's how traces and evals plug into SBOM and reachability as a fourth security signal.
Payment processors run on borrowed dependencies. This is how to build a supply chain resilience program that keeps authorization rates intact during a crisis.
How to design supply chain controls for a Python monorepo in 2026 — from PyPI quarantine to wheel provenance — with Safeguard as the policy backbone.
The 80% backlog reduction from reachability isn't marketing. It's a measurable property of how transitive dependency graphs actually expose risk to a specific application.
CrowdStrike has invested aggressively in CNAPP capabilities through Falcon Cloud Security. Can the endpoint giant displace Wiz on cloud-native ground? A frank assessment.
Tool-using agents are now in production at most large organizations. The security baseline that should be table stakes, and what teams are still missing.
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