Most AI agents fail in production — not because the prompt was wrong, but because nobody did the hard work. Robust systems demand rigorous evals, controlled experiments, and serious engineering discipline. Cleverness gets you a demo. Data science gets you reliability.
👉 https://gradientflow.substack.com/p/are-your-ai-agents-confusing-activity
Why smarter agent architecture does not always improve results

Put data, machine learning, and AI to work.

Gradient Flow
Cool AI Agent Demo → Production Disaster (Here's Why) #agent #ai

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