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A plain-language headline about the problem

Case study · AI search · 2026

Two sentences that set up the tension: what was hard, who it was for, and what we shipped. Written from the evidence kit's story draft.

Role
Contract software engineer
Timeline
February to July 2026
Team
Two-person team
Stack
LLMs, Pinecone, SQL, Pydantic
InputStep twoStep threeOutput
Fig. 1 · One line on what the diagram shows, from the evidence kit.

The situation

A short paragraph of context: who uses this, what they were trying to do, and why the existing way fell short. Three or four sentences, specific enough that a reader outside the team can follow it without the jargon.

What made it hard

The constraint or failure that shaped the work. Name the real obstacle, with a number if the claims ledger has one, and say what a good outcome would have looked like.

What we built

How the system works and why it was built this way. Credit the team with "we", and use "I" only for the specific pieces that were mine. Three to five sentences, one idea each.

How it turned out

Metric 100what it measures
Metric 200what it measures
Metric 300what it measures

One or two sentences on what's still rough or what comes next.

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