Permission-aware retrieval: keep internal search from leaking repos
An internal search index can expose code a user could never open. How to carry repository permissions into retrieval, per OWASP's vector guidance.
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.
An internal search index can expose code a user could never open. How to carry repository permissions into retrieval, per OWASP's vector guidance.
OWASP's LLM03:2025 Supply Chain entry lists ten prevention steps. Here they are as a working checklist for model, dataset and library intake in your team.
How the Responses API connects to remote MCP servers: configuration fields, approval requests, allowed tools, the connector deprecation and stated risks.
In March 2024 The Markup reported New York City's business chatbot gave answers that conflicted with the law. The examples, the response, and the lessons.
The AI RMF Playbook offers suggested actions per subcategory. Here is how to pick the few that fit your risk, assign owners, and skip the rest on purpose.
The NIST AI RMF has four functions: Govern, Map, Measure and Manage. Here is what each one asks a team to do and how they fit together in practice.
NIST's Generative AI Profile names 12 risks unique to or worsened by generative AI. Here is each one in plain words and what to check first.
Models that read images, PDFs and metadata can be steered by text a person never sees. What OWASP says about multimodal risk and how to reduce exposure.
Session poisoning, memory persistence and delayed triggers let an attack unfold across turns. What to watch and how to limit what memory can carry forward.
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