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545 Hackers Tested It First. Now XRanges for AI Scores Your Security Agent

Autonomous security agents are getting good at finding bugs. Nobody has a good way to measure how good. Point one at a realistic target and what comes back is a report the agent wrote about itself: confident prose, a list of findings, and no way to tell which of them happened. Someone with a security background then sits down and checks every claim against the target. Which findings are real,

545 Hackers Tested It First. Now XRanges for AI Scores Your Security Agent

We haven't written up this one. The Hacker News has the full story — the link below goes straight to it.

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More in AI

The anatomy of an AI agent: model, loop, tools, memory

An AI agent is a language model wrapped in a loop that plans, calls tools and iterates toward a goal across many steps. Five components make one up.

  • AI agents consist of model, harness, tools, memory, and trajectory
  • Model selects next action based on goal and state
  • Tools enable interaction with external systems

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