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Notes from production

Field notes on getting AI agents past the demo and into real operational work, from someone who builds and runs them.

Why AI Pilots Look Great and Then Die Before Production

Most AI pilots fail not because the model is wrong but because nobody built the system around it. Here is what actually separates demos from deployable agents.

27 June 2026 . 7 min read

Written by Alexey Shurov. Back to shurco.ai