Why do AI pilots stall at the handoff, not the model?
The technology is rarely the reason an AI initiative fails to reach the P&L. The handoff from enthusiasm to ownership is.
Read โThirty years of machine intelligence: what survives each wave?
I have shipped statistical models, machine learning, production NLP, computer vision, and now agentic AI. The pattern across all of it is the part worth paying attention to.
Read โWhy is measurement the bottleneck for enterprise AI ROI?
Enterprise AI has a measurement problem that looks like an adoption problem. Fix the measurement and the ROI conversation changes.
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Insights
Field notes from inside the work.
Practical reading on AI implementation, ROI, and the operating discipline that separates pilots from production. No vendor hype.