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O'Reilly Radar — AI/ML

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When AI Breaks the Systems Meant to Hear Us
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When AI Breaks the Systems Meant to Hear Us

On February 10, 2026, Scott Shambaugh—a volunteer maintainer for Matplotlib, one of the world’s most popular open source software libraries—rejected a proposed code change. Why? Because an AI agent wrote it. Standard policy. What happened next wasn’t standard, though. The AI agent autonomously researched Shambaugh’s code contribution history and published a highly personalized hit piece […]

O'Reilly Radar — AI/ML
Spotting and Avoiding ROT in Your Agentic AI
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Spotting and Avoiding ROT in Your Agentic AI

The following article originally appeared on Q McCallum’s blog and is being republished here with the author’s permission. Generative AI agents and rogue traders pose similar insider threats to their employers. Specifically, we can expect companies to deploy agentic AI with broad reach and insufficient oversight. That creates the conditions for a particular flavor of […]

O'Reilly Radar — AI/ML
How to Build a General-Purpose AI Agent in 131 Lines of Python
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How to Build a General-Purpose AI Agent in 131 Lines of Python

The following article originally appeared on Hugo Bowne-Anderson’s newsletter, Vanishing Gradients, and is being republished here with the author’s permission. In this post, we’ll build two AI agents from scratch in Python. One will be a coding agent, the other a search agent. Why have I called this post “How to Build a General-Purpose AI […]

O'Reilly Radar — AI/ML
Beyond Code Review
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Beyond Code Review

Not that long ago, we were resigned to the idea that humans would need to inspect every line of AI-generated code. We’d do it personally, code reviews would always be part of a serious software practice, and the ability to read and review code would become an even more important part of a developer’s skillset. […]

O'Reilly Radar — AI/ML
Fast Paths and Slow Paths
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Fast Paths and Slow Paths

Autonomous AI systems force architects into an uncomfortable question that cannot be avoided much longer: Does every decision need to be governed synchronously to be safe? At first glance, the answer appears obvious. If AI systems reason, retrieve information, and act autonomously, then surely every step should pass through a control plane to ensure correctness, […]

O'Reilly Radar — AI/ML