Notes from the field.

Ideas on better data, useful benchmarks, and the questions worth asking before you trust a number.

Introducing EmbodiedTrace: an inspectable path from observation to action

Explore a 100-episode sample connecting visual observations, generated subgoals and structured robot actions — and the questions to bring to a pilot discussion.

Introducing Datumwell

A place to find your reference point. Why we’re starting with sources, context, and a deliberately small collection.

What makes a dataset useful?

Quality starts with the question. A practical guide to provenance, coverage, definitions, and access.

Before you compare, check the conditions

A benchmark result has a scope. Making a useful comparison means understanding what stayed the same.

Talk to Datumwell

Bring the tasks.
Let's discuss the fit.

Tell us the tasks, action format, and annotation needs your team wants to explore. We can discuss a sample scope and review criteria.

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Open email app ↗Prepare a pilot brief →