From Models to Agents at Scale
Swami Silva Subramanian argued that AI agents stall in production because teams chase demos while skipping measurement, governance, and clear business outcomes. Drawing on AWS customer work and Amazon’s own “thousand flowers” agent experiments, he showed how mechanisms that spot ROI and adoption signals turned Mesh Claw into the open-source Kiro Crew.
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