Plate 01 · Overview
Stack possibilities.
Do not chase certainty.
AI applications · Agent evaluation · GIS
I started with spatial data and now focus on how AI enters real work: where intervention matters, why a system fails, and how one verifiable change can make it better.
Route · 03 stops
These are the problems I have stayed with lately.
View all work →Station 01 · Agent diagnostics · Evaluation · 2025–26
Agent Failure Diagnostics
Turning long agent-failure traces into evidence-backed error types and repair priorities, reducing the cost of manual review.
Open the story ↗Station 02 · Information triage · Product judgment · 2026
Information Triage & Learning Assistant
An information-triage prototype for knowledge workers that turns endless saving into three executable choices: Learn now, Later, or Ignore.
Open the story ↗Station 03 · GIS · RAG · Multi-Agent · 2025
Verifiable GIS Code Assistant
Turning GIS code generation from a one-shot answer into a loop of document retrieval, generation, execution, repair, and evaluation.
Open the story ↗
A frame in the makingMarginalia · Beyond work
Not everything needs to prove its utility first.
I also make AIGC film experiments and a hatchable Codex pet. Outside work, I take photographs, follow F1, and wander through unfamiliar cities.
Cartouche · Open to work
I’m open to new roles—and always happy to have a real conversation.
A role, a collaboration, an unfinished idea, or F1—feel free to reach out.
Kylian · 2026