Writing

Notes on AI architecture, systems design, and the work.

· 5 min read

Raising Limner: Notes from a Year of Agent Husbandry

An HR consultant asked for pixel art. The discipline that came out of it turned into something I now call agent husbandry.

Silhouetted figure before towering stone architecture, pixel art in the Another World tradition

· 7 min read

Forcing Consensus: A Multi-Agent Convergence Method for LLM Evaluation

Independent LLM evaluators disagree, and averaging their scores hides the disagreement instead of resolving it. Here is a three-round method that surfaces the conflict, reconciles it through structured debate, and converges on an auditable result.

Antique desk covered in grade sheets, ledgers, and assessment documents under warm chiaroscuro lighting