ADD the Beat: Accountability-Driven Development in an AI World

AI can generate code faster than any human I've met. But it often lacks what we might call EQ for engineering: it doesn't know when to stop, it forgets promises, it drifts from context. That's not malice--it's the nature of the tool. The burden falls back on us to create a structure where AI's speed doesn't outrun our ability to review.

AIGORA: Why Humans Will Win the Age of AI

AIGORA (AI + agora) is a vision for a human-centered AI ecosystem — a decentralized, liquid marketplace where individuals find AI products that deserve their trust. It reframes the future of artificial intelligence not as a zero-sum race between monopolistic platforms, but as a flourishing commons of interoperable agents, governed by permission, reputation, and mutual benefit. In the age of AI, humans will win — not by outcompeting machines, but by designing systems where our trust, values, and agency are sovereign.

Agile as Organizational Therapy

Agile is a meaningless buzzword for many because it is perceived as an answer in search of a question.  Too often, Agile is "cargo-culted" into an organization as an imposed process without first developing a deep understanding of what problems need to be solved.  True progress only happens when the solution is aligned with the problems people actually... Continue Reading →

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