Muthukrishnan Bommiah · muthub.org
Most enterprise AI pilots hit the same wall: systems record what happened, but the reasoning behind decisions evaporates. Durable, governed context about the why is the real foundation for useful agents.
Data & AI platforms6 min readThe open prototype at aac.muthub.org, described in its own notation and validated by its own rules. A level-by-level C4 walkthrough of the design decisions that mattered, and what I would change before an enterprise ran it.
Governed AI7 min readAI now writes code faster than any review board can read it, while architecture still moves at meeting speed. Governance has to become something that executes in the pipeline and in the agent's context.
Governed AI6 min readIn a large organization you rarely own the teams you need to move. Architects lead through clarity, credibility and standards people want to follow, and by treating the North Star and today's fires as one job.
Leading AI change6 min readTechnical debt is a strategic risk rather than messy code. Coding agents make continuous paydown affordable inside everyday work.
Note1 min readDesigns that are easy to explain, build and run take the most effort up front, and they are the ones still working years later.
Note1 min read