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O'Reilly Radar — AI/ML

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Don’t Neglect the Operational Groundwork
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Don’t Neglect the Operational Groundwork

Autonomous agents are moving faster than the field’s ability to govern them, and catching up requires more than better prompts or bigger sandboxes. At O’Reilly’s recent AI Superstream focused on OpenClaw and the broader ecosystem of locally run and self-hosted AI agents, five speakers, each working at a different layer of the stack, explored patterns […]

O'Reilly Radar — AI/ML
AI Enthusiasts Are in a Race Against Time, AI Skeptics Are in a Race Against Entropy

AI Enthusiasts Are in a Race Against Time, AI Skeptics Are in a Race Against Entropy

The following article originally appeared on Charity Majors’s Substack and is being republished here with the author’s permission. I recently attended a talk where one of the presenters made some pretty…astonishing claims about what they had achieved by the pure, uncut power of vibe coding. Difficult engineering problems solved, backlogs cleared. Rewrites that would have […]

O'Reilly Radar — AI/ML
Why AI Coding Agents Still Need Clear Specs

Why AI Coding Agents Still Need Clear Specs

The following article originally appeared on Markus Eisele’s newsletter, The Main Thread, and is being republished here with the author’s permission. There’s a mental model spreading through the developer community right now that goes something like this: Agents are smart enough to figure things out, so heavy upfront specification is bureaucratic overhead you don’t need […]

O'Reilly Radar — AI/ML
The End of Tokenmaxxing

The End of Tokenmaxxing

The practice of tokenmaxxing appears to be dying out, even before I had a chance to write about it. Good riddance. Burning tokens to create the appearance of productivity was fated to last only until the accountants learned about it, and the strictest of all accountants is one’s personal checkbook. What got many developers thinking […]

O'Reilly Radar — AI/ML
Beyond Prompt Injection

Beyond Prompt Injection

In late 2025, the security community stopped treating indirect prompt injection as a theoretical risk. It had spent two years as a tidy lab demonstration; then production systems started getting hit. The OWASP Top 10 for LLM applications now ranks prompt injection as the number-one risk, NIST has called indirect injection generative AI’s greatest security […]

O'Reilly Radar — AI/ML
Agent Memory

Agent Memory

The following article originally appeared on Angie Jones’s LinkedIn page and is being republished here with the author’s permission. I’m fascinated by the concept of agent memory. LLMs are stateless by design, meaning they have no memory or awareness of past interactions. Each prompt you send to an LLM is treated as a completely isolated […]

O'Reilly Radar — AI/ML