Claude Is Now Editing Our Videos in Descript

I used to spend hours toiling inside video editing tools. I wish we had agents years ago. The Content Factory has four stages. Produce, process, post, promote. You produce. Record something real on a topic you want to be known for. That’s your only job. Then it gets processed, which means edited, transcribed, chopped into pieces. Posted to YouTube, your …

How to Thrive as a New Team Member Using AI

Start here Canonical page for every new team member. The same mistakes, in one place, before the access list. New Team Member → It was 2 AM in Los Angeles. Leo Pohlmann and I had spent the entire day at Six Flags Magic Mountain, rode twenty-some rides until we nearly threw up, left the park at 10 PM, and then …

Dennis Yu at the whiteboard mapping the AI agent framework for entrepreneurs

The AI Agent Framework for Entrepreneurs (That Still Works 12 Months From Now)

Dennis Yu’s framework for building AI agents for entrepreneurs — MTP, GCT, reward loops, the knowledge base, and token-to-value arbitrage. Straight off the whiteboard.

Dennis Yu at the whiteboard explaining the Local Service Spotlight mentorship-at-scale model

Mentorship at Scale: How the Local Service Spotlight Model Works

Dennis Yu breaks down the Local Service Spotlight model — lighthouses, rev-share, and becoming five-mile famous. Mentorship at scale, straight off the whiteboard.

Recursive Self Improvement for AI Agents

Recursive self-improvement is the process of building AI agents that learn from their own output and get smarter every time they complete a task. Anthropic recently shared that they’re generating eight times more code than they were just a few quarters ago using this same approach. The principle is straightforward: when an agent does work, it documents what it did, …

How We Repurposed Marketing Mechanic Episode 39 Into 10 Pieces of Content

I recorded episode 39 of Marketing Mechanic about Google’s biggest search change in 25 years. It was a single video, shot at the Cleveland Airport, no fancy production. Just me talking into my phone about what happened at Google I/O. From that one recording, we created 10 pieces of content without writing a single thing from scratch. Here’s exactly how …