Stop Letting Your Best Model Do The Work

Build AI that actually works: https://heyclarity.dev/ Self Aligned Newsletter: https://www.selfaligned.me/ Cursor rebuilt the exact same database six different ways. The cost ranged from $1,339 to over $10,000 on an identical task, and the win wasn’t switching to cheaper models, it was the meta. I sat down with my co-founder Jonathan on the AI DLC, the transformation every enterprise tech org is trying to pull off right now. Why your AI bill triples while inference gets cheaper, the ROI calculator that turned a $6M lost deal into a $12M win, why Michael Levin’s work on cellular aging explains agent swarms, and a live demo of Grok Bot. If you’re an AI builder or a tech exec staring at a token budget you can’t forecast and a CFO who wants the ROI number, you need to watch this. Timestamps: 00:00 The same database, six ways, $1,339 to $10,000 00:43 The agenda 01:49 AI gets cheaper, enterprise AI bills don’t 06:07 Token max is just a casino 10:08 The AI DLC ROI calculator 14:01 The $6M lost deal that came back at $12M 17:25 Align the org on a number your CFO understands 19:47 Theory of Constraints and the digital twin 20:52 Jack Dorsey: human capital plus token capital 24:44 Cursor’s agent swarms rebuild SQLite 26:09 The unit of work becomes the spec 28:02 Coase, ants and drone warfare 32:44 Michael Levin: aging as a loss of goal-directedness 39:29 What’s the meta: one expensive brain, cheap hands 40:44 AI memes: Opus 5 over-engineers everything 42:50 The prompt that fixes Opus 5 47:58 Grok Bot: multiplayer AI teammates 50:10 Live demo: Grok Bot 57:23 Grok Bot as chief of staff for your agents 59:50 Jeff Dean on how we got here 1:05:44 Wrap up Follow Robert: Instagram ► https://www.instagram.com/therobertta TikTok ► https://www.tiktok.com/@therobertta_ LinkedIn ► https://www.linkedin.com/in/therobertta X ► https://x.com/therobertta_ Substack ► https://robertta.substack.com/ Follow Jonathan: LinkedIn ► https://www.linkedin.com/in/jmccoy/