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Artificial Intelligence

Grok Bot Isn't a Coworker. It's a Reorg.

Grok Bot Isn't a Coworker. It's a Reorg.

Grok Bot Isn't a Coworker. It's a Reorg. xAI's Grok Bot launch is being covered as another AI teammate story: an always-on agent with its own cloud computer, logging into your tools, doing multi-step work. xAI's own announcement describes something

Engineering Leadership Lessons from Rippling’s Launch of an AI Spend Console

Engineering Leadership Lessons from Rippling’s Launch of an AI Spend Console

The Hiring Plan Has a Second Number Now Rippling's finance team projected the company was on track to spend forty percent of its R&D headcount budget on AI tokens, according to Rippling's own account in the AI Spend Console write-up. Left alone, that

Token Count Is Not Engineering Quality

Token Count Is Not Engineering Quality

Picture an agent that keeps hitting the same class of ticket. Every time, it reasons from scratch, burns a large token budget, and lands on the same fix it landed on last time. Nothing breaks, so nobody profiles it. That's exactly the moment worth stopping for, because the

Integrating Founder-Level Judgment with AI-Native Product Leadership

Integrating Founder-Level Judgment with AI-Native Product Leadership

Give an agent a race condition, and it will often "fix" it by rewriting the surrounding code to alternate synchronous and asynchronous calls. It compiles. It passes the tests you gave it. Here's what that fix would miss: nothing was correlating errors across the threads writing

The Cloud IDE Was Built for the Wrong User

The Cloud IDE Was Built for the Wrong User

Cloud IDEs have promised for years that developers would abandon their local setups and move into the browser. Yet 62% of developers tried a cloud IDE, but only 14% used one regularly. The gap suggests a design misalignment, not a technology failure. I think the problem was designing for the

Intelligence Is Commoditizing. Trust Is Not.

Intelligence Is Commoditizing. Trust Is Not.

Model intelligence is becoming abundant. Trustworthy task completion remains scarce. I have built enough hobby projects with AI to recognize a recurring pattern. You discover that a frontier model can seemingly build an entire application on its own, so you try to one-shot bigger and bigger pieces of the

Kids Understand AI Better Than Most Founders Do

Kids Understand AI Better Than Most Founders Do

Three in four teens have used generative AI. The adoption number is unsurprising. What matters is how they use it. In one study of fifth graders, kids consistently distinguished three roles: AI as companion, as collaborator, as task automator. They were uncomfortable with the third. They worried that if AI