Can you use an LLM to triage vulnerability reports safely?
An LLM can sort and summarize vulnerability reports if you treat report text as untrusted, verify its claims with code and keep a human on decisions.
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 LLM can sort and summarize vulnerability reports if you treat report text as untrusted, verify its claims with code and keep a human on decisions.
Red team an agent by testing what it can reach, what untrusted content can make it do and whether guardrails hold. Scope, scenarios, pass criteria, fixes.
Design MCP tools as narrow single purpose actions with scoped tokens, validated inputs, rate limits and confirmation on risky calls. A practical approach.
An AI management system turns into engineering work: model inventory, evaluation records, change control and monitoring. Plan these before an audit asks.
ISO/IEC 42001 is a management system standard for AI. A founder should adopt it when buyers ask or the EU AI Act applies, and start with an AI inventory.
Which agent actions need a person to approve them, and how do you stop approvals becoming a rubber stamp? A checklist for engineering teams.
Pick a hosted model when data can leave your boundary under a contract you trust, and self-hosted when it cannot. Weigh the other trade-offs here.
The EU AI Act phases in from 2025 to 2028. Engineering teams should classify systems, build logging and oversight, and check current dates before planning.
Evaluate an AI coding assistant on data handling, output safety, agent permissions, supply chain and logging. Use this checklist before a wide rollout.
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