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Everyone is shipping copilots that draft an email a human still has to send. We shipped the other thing — a system that contacts the merchant, gets consent, and executes the fix itself. Inside the Merchant Lifecycle Engine: 39 alert types, $2.3M recovered in a quarter, and the attribution work that made the number defensible.

The same tool that gives every employee a thought partner also gives their manager a surveillance dashboard. A look at where AI inside companies is humanizing, where it's dehumanizing, and the shape of the firm that emerges — barbell, not bell curve.

Polsia hit $6.3M ARR in 3.5 months. People run 15-agent companies on $15/month VPS instances. I mapped 26+ autonomous companies, studied the architectures, the failures, and what it means for the one-person unicorn.

AI makes individuals faster — but it also makes duplication faster. I used AI to search across all our project management tools at once and discovered 3 teams independently building the same system.

I own Groupon's Merchant Lifecycle Engine — a scope that would traditionally need 6 people. Here's exactly how I do it with Claude Code, 6 MCP servers, and a fullstack engineer — and where AI still breaks.

Data, IT, and Business aren't separate skills anymore. AI collapses the boundaries. Here's how to position yourself at the center.