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The Intent Debt

The Intent Debt

The following article originally appeared on Addy Osmani’s blog site and is being republished here with the author’s permission. Technical debt lives in your code. Cognitive debt lives in your head. Intent debt lives in the artifacts you may never have written: the goals, constraints, and rationale for why the system is the way it […]

O'Reilly Radar — AI/ML
The Two Pillars of Post-training: Reinforcement Learning and Supervised Fine-Tuning

The Two Pillars of Post-training: Reinforcement Learning and Supervised Fine-Tuning

This is the second article in Sharon Zhou’s post-training series. Read part 1 here. In the first post of this series, you learned how post-training closed the fundamental gap in usability of LLMs by making them behave in a certain way. In this post, you’ll explore specific techniques you can use to change a model’s […]

O'Reilly Radar — AI/ML
Your AI Agent Isn’t a Static Artifact. It’s Growing Up.

Your AI Agent Isn’t a Static Artifact. It’s Growing Up.

In July 2025, an AI coding agent on Replit deleted a production database belonging to SaaStr founder Jason Lemkin. It did this during an explicit code freeze. Lemkin had told the agent, in capital letters, not to change anything. The agent ran destructive commands anyway, wiped records on more than a thousand executives and companies, […]

O'Reilly Radar — AI/ML
The Problem Is Prompt Debt

The Problem Is Prompt Debt

The following article was originally published on Drew Breunig’s blog and is being republished here with the author’s permission. Thanks to natural language interfaces, AI applications can be prototyped quickly. You write what you want in English, hand it to a frontier model, and a working prototype appears in an afternoon. This is extraordinarily powerful […]

O'Reilly Radar — AI/ML