Research, field observations and practical perspectives on AI productization, governed autonomy, knowledge systems, commercial operations and quality intelligence.
A founder-perspective essay tracing four decades of arriving early — from political computing and collaborative workspaces to digital communities, emergent knowledge systems, Big Data, cognitive AI and today's AI-native products. Drawn from the verified career timeline on the Founder page.
A Relay collection on the commercial-operating signals that separate governed contract-to-cash from value leakage: automation rate, authorized-to-invoiced leakage, exception patterns, supplier evidence, acceptance cycle time and settlement velocity.