Hi, I'm James.

Software engineer. Lately I've been building products that lean on LLMs and writing up what works and what doesn't — measuring how they fail, and designing around it. This is where I keep notes on what I'm working on and what I'm learning.

• Database as Debugging LoopApr 25, 2026
• Writing Isn't Verification — and Neither of Us Caught ItApr 24, 2026
• AI That Respects CreatorsApr 23, 2026