Notes from the work
Written from things actually built and decisions actually made.
Published elsewhere
4 pieces
- Verification debt, and why Agent Karma writes no codeAI writes more of the code each year; the share anyone verifies does not keep pace. Framed through dharma and karma, and the tool built for it.
- What really stops enterprises from moving AI into productionWhy data readiness, process clarity, and organisational alignment matter more than tools, and where governance stays the weak link.
- My Ex-love Python!Balancing sustainability against generative AI, and Spring AI as a Java-friendly alternative to the Python default.
- People and AI: the good, bad and uglyWhere AI adoption goes wrong when governance is missing, and the GRAM test: Governance, Right skills, Adaptive design, Meaningful data.
Longer pieces are being moved here from LinkedIn so they live somewhere I control. Until then, the links above go to the originals.