
See clearly. Feel deeply. Create.
RECENT WRITING
- Your AI Agent does not know what it is doing
The gap between an impressive AI agent demo and something safe to run in an enterprise environment is not a gap but canyon. Here is what the real problems are, and what I built to actually address them.
- I spent a years watching teams fail at Agile before writing APEX
I have watched highly competent people spend most of their week in meetings designed to manage the appearance of progress rather than create it.
- APEX: Software Development Methodology for the AI era
A methodology for software development built for the AI era. Accountable · Precise · Expert-led · eXpedient. For teams that are done pretending process is the same as progress.
- Resurrecting Kekkonen: Training Qwen3-TTS Custom Voice
I fine-tuned a text-to-speech model to sound like Finland's former president using his 1975 New Year's speech and a MacBook M4. Spoiler: it mostly worked, but Finnish pronunciation needs GPU love.

