Episode 70: 1,400 Production AI Deployments

Episode 70: 1,400 Production AI Deployments

From Vanishing Gradients by Hugo Bowne-Anderson

February 12, 2026 · 1h 10m

About this episode

The episode discusses the challenges and risks associated with AI deployments in production, including infinite loops and silent failures.

There’s a company who spent almost $50,000 because an agent went into an infinite loop and they forgot about it for a month. It had no failures and I guess no one was monitoring these costs. It’s nice that people do write about that in the database as well. After it happened, they said: watch out for infinite loops. Watch out for cascading tool failures. Watch out for silent failures where the agent reports it has succeeded when it didn’t! We Discuss: * Why the most successful teams are ripping out and rebuilding their agent systems every few weeks as models improve, and why over-engineering now creates technical debt you can’t afford later; * The $50,000 infinite loop disaster and why “silent failures” are the biggest risk in production: agents confidently report success while spiraling into expensive mistakes; * How ELIOS built emergency voice agents with sub-400ms response times by aggressively throwing away context every few seconds, and why these extreme patterns are becoming standard practice; * Why DoorDash uses a three-tier agent architecture (manager, progress tracker, and specialists) with a persistent workspace that lets agents collaborate across hours or days; * Why…

People in this episode

Host: Hugo Bowne-Anderson

Topics covered

  • AI deployments
  • infinite loops
  • technical debt
  • agent systems
  • production risks
  • emergency voice agents
  • continual learning

Keywords

  • AI
  • infinite loop
  • technical debt
  • agent systems
  • production
  • emergency voice agents
  • continual learning
  • DoorDash
  • ELIOS

Mentioned in this episode

Organizations: DoorDash, ELIOS

More episodes of Vanishing Gradients

Explore listener stats, chart rankings, contacts and more on the Vanishing Gradients podcast page.