Evaluation Is an Engineering Problem
Why AI evaluation is not a report card after launch, but a design constraint from day one.
Read more
Tag
AI Engineering
AI Systems Need Evidence, Not Just Outputs
A practical framework for making AI outputs reviewable, traceable, and trustworthy in real workflows.
Read more
PolicyTrace
olicyTrace is a Document AI workflow for UK motor insurance PDFs. It takes a policy document pack, extracts a structured Golden Record, resolves overlapping fields across documents, and gives reviewers source-level evidence inside a split-screen PDF audit UI. This project is part of AI Tool Stack: practical AI builds, deployable
Read more
Building PolicyTrace: A Document AI Workflow Beyond PDF-to-JSON
PolicyTrace is a practical Document AI workflow for UK motor insurance PDFs, built to show what happens after a model returns JSON.
Read more
From Demo to System: The Practical AI Checklist
A compact 8-check framework for deciding whether an AI idea deserves a production workflow, before you spend weeks building around it.
Read more
Why Most AI Demos Fail Before Production
A visual guide to the gap between a working AI demo and a production workflow that survives real inputs, users, review, cost, and failure.
Read more