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AI Security

Prompt injection defenses that hold up and ones adaptive attacks broke

A June 2026 paper tests deterministic out-of-band defenses against adaptive attacks. Combined with the 2025 result that broke twelve in-band defenses, it shows where to spend your effort.

Oct 18, 20263 min read
AI Security

How to red team an LLM feature: adaptive attacks and repeated attempts

NIST's agent hijacking evaluation raised attack success from 11% to 81% by moving from baseline to tailored attacks. Here is a one-week red team plan for a single LLM feature.

Oct 18, 20264 min read
AI Security

A Security Review Checklist for AI-Generated Code, Based on Veracode's 2026 Data

Veracode's July 2026 report says models write correct syntax and weak security. Where it fails most, and a reviewer checklist that targets those exact spots.

Oct 18, 20264 min read
AI Security

Connect Safeguard to Claude, ChatGPT and Cursor over MCP

Step by step setup for the Safeguard MCP server in Claude, Cursor and ChatGPT, plus OAuth versus MCP keys, tool gating, and what a fresh workspace can see.

Oct 18, 20266 min read
AI Security

Zero AI, Full AI or bring your own model: how Safeguard uses models

Safeguard can run with Full AI, Zero AI, or a model you bring yourself, including on-prem and local. How to choose, and what each choice means for your code.

Oct 18, 20263 min read
AI Security

Bring your Claude or ChatGPT account to Safeguard over MCP

Already work in Claude or ChatGPT? Connect it to Safeguard over MCP and keep using the model you chose. Setup steps and what to check.

Oct 18, 20263 min read
AI Security

Letting an AI agent near equipment: permissions, approval, safe stop

Design rules for AI agents whose tools touch machines: read first, propose second, act only with approval, and keep a stop that does not depend on the agent. Based on CISA, OWASP and EU texts.

Oct 18, 20267 min read
AI Security

Audit logs for physical actions: what to record when AI acts

Five regulations and guidance documents already say what to log for machines and AI. A field list, a tamper-evident chain you can build in a few lines, and the retention periods in EU machinery law.

Oct 18, 20266 min read
AI Security

What a Claude plan buys compared with API list prices

Claude plans publish prices but not token limits. Here is what Anthropic's own pages say, and how to turn a plan price into API list price terms you can compare.

Oct 18, 20265 min read

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