Hello from the lab

Haroon Kareem · 09 November 2026

Why Clerwell exists, and what we'll publish here.

Clerwell is an AI lab. We research AI that does more than respond: AI that remembers what matters, uses the tools you already work in, stays inside limits you set, and carries work through to done.

This is where we will publish research notes and what we learn along the way, including what didn't work.

What to expect here

• Research notes on moving AI from answers to completed work.
• Notes on memory, tools, permissions and oversight: the layer around the model.
• Event announcements and programmes for the Clerwell community.

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