Summer 2025/26

Data analyst agent

Turns a plain-English question about a dataset into the analysis and the chart that answers it.

analysistools

You have a dataset and a question about it, and the gap between the two is an hour of pandas. This agent closes that gap: ask in plain English, get the analysis and the chart back.

It's a good demonstration of tool use as the interesting part of agent design. The model isn't computing the answer itself — it's deciding which analysis to run, running it, and interpreting what came back.

What the team had to work out

Giving the agent real tools to execute rather than having it guess numbers
Choosing a sensible chart for the question asked

Other builds

Winter 2026

SIGIL

A shared store where AI agents claim work by tagging it, instead of talking to each other — built to measure whether that actually helps.

Summer 2025/26

Knowledge agent

A retrieval-augmented agent that answers questions over the club's own document corpus instead of guessing.

Summer 2025/26

Marketing agent

Drafts and schedules campaign content in the club's voice, so the marketing team edits instead of starting from blank.

Build the next one

Applications for each projects intake go out to members first. No experience assumed — there's a beginner track for exactly that reason.

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