The Hardest AI Problem Isn’t the Model. It’s Knowing When to Stop. Most teams building agentic AI systems are focused on the wrong problem. They spend weeks on prompt engineering. They benchmark models. They agonize over latency. And then they ship an agent that loops forever, or halts too early, or confidently hands back a…
Claude Code Just Changed What an AI Coding Tool Actually Is Anthropic shipped a feature called /loop for Claude Code this week, and most of the coverage I’ve seen treats it like a quality-of-life improvement. It isn’t. It’s a category shift dressed up as a feature release. Here’s what it does: you schedule a recurring…
One Person. Public Data. A God’s-Eye View of a War. That’s the headline nobody in defense intelligence wants to see circulating on a Monday morning. Bilawal Sidhu posted a video over the weekend that stopped me cold. He built a full 24-hour 4D reconstruction of Operation Epic Fury, the Iran strikes, inside WorldView, using nothing…
One Person. A Laptop. A God’s-Eye View of a War. Last weekend, a developer named Bilawal Sidhu posted something that stopped me mid-scroll. He had rebuilt a full 24-hour, 4D replay of Operation Epic Fury, the Iran strike campaign, inside WorldView. No defense contract. No team of analysts. No proprietary satellite feeds. Just an AI…
Karpathy’s Multi-Agent Research Org: The Parallelism Works, the Science Doesn’t I’ve been waiting for someone credible to actually run this experiment instead of just theorizing about it. Andrej Karpathy did. And the results are more interesting than either the optimists or the skeptics predicted. The Setup Eight agents. Four Claude, four Codex. Each agent gets…
