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.
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.
Most supply chain SecOps metrics measure activity instead of outcomes. Here is how to design a metrics program that survives leadership scrutiny and changes behavior.
Admission control is the last cheap chance to refuse a non-compliant workload. The right policies turn supply chain attestations into deploy-time decisions.
MCP servers proliferate faster than governance can track them. Build an inventory program that captures every server, tool, and consumer agent.
CVSS by itself produces a queue ordered by hypothetical severity. Reachability orders by actual exposure. Mixing the two correctly is where mature programs land.
Most vendor incidents go badly because the first 72 hours are spent figuring out who to call. A pre-built coordination playbook turns chaos into a rehearsed response.
A senior-engineer buyer guide for software supply chain security in 2026: what the categories mean, what to test, and what to ignore in vendor pitches.
Oncall rotations break for SecOps because the work is asynchronous and the alerts are noisy. Here is a rotation design that respects both, with the tooling to back it up.
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