
Benchmate
Natalie
An open-source AI labmate spanning evidence, hypotheses, protocols, and follow-up analysis.
Watch the demo100 DAYS OF BUILDING. A COMMUNITY OF FELLOWS. PROJECTS OUT IN THE WORLD.
Fellows built from wherever they were, met in community, and shared progress every two weeks. The sprint rhythm gave room to test an idea, change direction, and bring a working project to the final demo.
Meet the fellows
The final projects ranged from an AI labmate and a modular cell-culture lab to agent observability, tennis performance analysis, and rare-disease drug discovery.
See every featured project
Natalie, a molecular cell biologist, built Benchmate to connect literature, hypothesis generation, wet-lab protocol design, and analysis. Her first fellowship build was a protocol generator; by demo night she had a live, open-source labmate.

Dale brought a mechanical drafting and industrial automation background to a modular self-driving cell-culture lab. His roughly $100 heater-shaker prototype joined a decapper, flask tipper, and other instruments in progress.

Julia built watch agent run after exploring agent tooling for experiment design. It turns logs into tables and provenance reports so researchers can check what an agent actually read and did.

“A fantastic end to a fantastic fellowship :) so many thanks to Michael Raspuzzi, Worldwide Studios, and this great cohort of builders”
“The accountability created by community pushed me farther than I would have gone if I'd done this alone.”
THE PROJECTS
A snapshot of the work from the final demos. Each project links to its individual demo.

Natalie
An open-source AI labmate spanning evidence, hypotheses, protocols, and follow-up analysis.
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Dale
A modular cell-culture lab built around accessible instruments, including a low-cost heater-shaker.
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Sameer
Computer vision and wearable signals connect swing technique with readiness, sleep, and HRV.
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Julia
An observability layer for comparing scientific agent claims with append-only run logs.
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Vivek
World models explore mechanistic hypotheses and patient-specific AAV therapeutic designs.
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