The AI Agent Bubble Is Starting to Leak

Last quarter, three different companies I know personally—not "a source told me," literally people I've grabbed coffee with—quietly shelved their AI agent projects. Not paused. Shelved. One was an 18-month effort with a team of six. They're calling it a "strategic pivot." It's a failure. Nobody's writing about this yet, which is exactly why I am. Agents were the story of 2025. Every conference talk, every VC deck, every breathless announcement: autonomous AI agents are going to transform workflows, replace entire job functions, run your business while you sleep. The demos were stunning. The real-world deployments? A lot quieter. Here's what I keep seeing: agents work beautifully in controlled environments. You build a demo where the agent books a meeting, writes a summary, updates the CRM — and it works, and everyone in the room loses their mind. Then you try to deploy it against your actual messy production data, with edge cases and ambiguous inputs and APIs that return unexpected thi