Applied AI engineer · Japan & Australia
AI that gets used, not just demoed.
I ship LLM systems into real business workflows — from messy Japanese documents to evaluated, production-ready pipelines. A decade of product design and engineering is why people actually adopt them.
LLM pipelines shipped for 2 client businesses
Eval harness · 146 labelled attacks scored
10 yrs product · 3+ yrs frontend leadership
EN · 日本語 · 中文
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Process
How I work
Scope it with the customer
Start from the workflow, not the model — where AI can be trusted, where it can't, and what a human has to sign off on.
Build the pipeline
Retrieval, orchestration, guardrails, cost and latency budgets — production code, not a notebook demo.
Prove it with evals
Ground truth, a scoring rubric, and a re-run before every change — so "it works" is a number, not a feeling.
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