Open models and tools
Models, datasets and training recipes anyone can reproduce on modest hardware.
Open research in AI, for all of humanity.
Forall Labs is an open research community. Anyone can join, every result is published, and the work is chosen by who it helps.
We believe the research that shapes AI should be done in the open, by anyone willing to do the work, for the benefit of everyone.
Research
We focus on AI itself, and apply it where it does the most good.
Four themes, each a place where openness is an advantage rather than a cost.
AI for people
Health, education, climate and public services, built with the communities who use them.
Safe and accountable AI
Evaluation, transparency and safety work that keeps powerful systems answerable to the public.
Embodied and efficient AI
Robots and agents that work in the open world, and training methods small labs can afford.
What we value
The principles we hold ourselves to.
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01
Publish everything.
Papers, code, data and models are released openly, so anyone can check them, reuse them and build on them. A closed result needs a reason.
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02
Choose work by who it helps.
Real-world benefit and safety come before novelty, and before results that only look impressive.
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03
Decide together, in the open.
No university, company or investor sets the agenda. Members propose the work and choose it together.
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04
Credit everyone who contributes.
Every contributor is named. A title, an affiliation or a PhD is not required to do serious research here.
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05
Report what did not work.
Negative results are results. Writing them up saves the next person the same months.
How it works
A project here starts with a proposal, not a permission.
Anyone proposes
Write up an idea: what it is, who it helps, what it needs. No affiliation required, and no committee to get past first.
A team forms
Proposals are shared openly so collaborators can find them. Projects that attract people get going.
Everything is published
Code, data and the paper go out openly, with every contributor named. Negative results get written up too.
Get involved
Students, independent researchers, engineers and domain experts are all welcome.
Become a member
Membership is free. Tell us what you are interested in and we will connect you with the projects that need it.
ApplyPropose a project
Have an idea that helps people? Pitch it, and find the collaborators to make it real.
Submit a proposalJoin the reading group
A weekly online session on a recent paper. Open to every level, and a good place to start.
Ask for an inviteSupport the work
Donate compute, credits or funding so that serious research is not limited to the largest labs.
Get in touchWant to help build AI research that belongs to everyone?
Membership is free and open to anyone, anywhere.