Writing

Notes from production

What I learn while building AI systems for enterprises: forecasting, agents, LLMs, and the systems around them.

  1. Accuracy is not the finish line: taking a forecasting model to productionSix lessons from moving a spare-parts forecasting model from a benchmark to a system that planners use every day.3 min read
  2. Evidence first: designing an AI agent that operations teams can trustDesign rules from an agent that finds the root cause of enterprise network problems, and why each claim must point to its evidence.3 min read