Smiling Buddha Open Research
Contributors welcome · Remote · Global

Build the real-world layer
of physical AI with us.

Freelancers, working professionals, students, dropouts, hobbyists, indie developers, PhD candidates, engineers between roles — the Edge Case Library is being built by a distributed community. Named recognition. Remote-first. Every contribution credited.

Enroll now
By the Numbers · Real-Deployment Layer
V1-V3 catalogued edge cases18,050+
Machine types238+
OEM brands45+
Live deployment sites60+
Industrial verticals live4
Dated research publications2 · Mar 2026
Months of continuous operation26
Community · Growing
Newsletter subscribers1,847
Community contributors247
Working group interest83 · 5 groups
Founding partner labs14 in discussion
Target by end of 2027: 10,000 contributors · 25 working groups · 50 founding partner institutions
Two tracks

How to contribute

Track A · Flexible

Community Contributors

Contribute as time allows. Every contribution named and credited. No minimum commitment. Pseudonym opt-in supported.

  • Submit edge cases from your own work or research
  • Review papers in draft
  • Translate a paper or blog post
  • Write a tutorial
  • Design a benchmark protocol
  • Contribute to methodology working papers
Enroll as Community Contributor
Track B · Sustained

Working Group Members

Sustained participation in a specific working group. Bi-weekly cadence. Named on the About page as a working-group member. Steer benchmark and dataset direction.

  • Perception working group
  • Planning working group
  • Safety working group
  • Sim-to-real transfer working group
  • Reproducibility working group
Join a Working Group
Fellowship program

Cohort 1 opens Q1 2027

A structured six-month fellowship for individual contributors — stipend, mentorship, and a defined project scope. Details published Q4 2026.

Join the fellowship waitlist
Contribution paths

Six ways to contribute

Submit an edge case

Contribute a V1-V3 case from your work with LeRobot metadata.

Review a paper

Read a draft, comment, propose corrections.

Translate a paper

Take a paper or post into your language.

Write a tutorial

Cover a topic you understand well. Guides earn credited authorship.

Design a benchmark protocol

Draft an evaluation protocol for a defined task in a working group.

Contribute to methodology

Co-author working-paper sections on validation, scoring, or reproducibility.

Recognition

Every contribution named.

Every contributor is credited by name in the artifact they contributed to (paper, blog, dataset, benchmark, tutorial). Pseudonym opt-in supported for those who prefer that. Contributors who consent are listed publicly in the grid below.

Recently enrolled · Live

The enrollment ticker will populate here as CMS entries arrive. Empty at launch.

Named contributor grid · Public opt-in

Contributor cards will render here as opt-in public contributors enroll. Empty at launch.

FAQ

Questions people ask

Do I need to be employed anywhere?

No. Freelancers, students, PhD candidates, engineers between roles, hobbyists, and indie developers all contribute equally. Named recognition is on the artifact contributed to, not on any employer.

Do I need to know how to code?

Not for every contribution path. Reviewing papers, translating posts, and writing tutorials do not require code. Submitting edge cases and designing benchmark protocols do require code familiarity.

Can I contribute under a pseudonym?

Yes. Pseudonym opt-in is supported for every contribution path. Named recognition applies to the pseudonym you choose.

Does my employer need to know or approve?

Depends on your employer. Some employers restrict outside contributions to open source or research projects — check your employment agreement. If your contributions arise from your work at that employer, get consent first.

Is this a paid role?

No. Community contributions and working group participation are not paid. The Fellowship Program (Cohort 1 opens Q1 2027) is a structured, stipended program — separate from community contribution.

How much time does this take?

Track A (Community Contributor) has no minimum. Contribute as time allows. Track B (Working Group Member) is a bi-weekly cadence — expect 2-4 hours per fortnight.

What if my contribution is rejected?

Every contribution goes through community review. Rejections come with feedback so the contribution can be revised. Nothing merged is unrecoverable — the review process is public.

Do I need a PhD?

No. Contributors span every level of formal training. What matters is the quality of the contribution and its reproducibility.

Can students contribute?

Yes. Undergraduate, graduate, and PhD students all contribute. Some universities count Smiling Buddha contributions toward independent-study credit — check with your department.

Can I contribute from outside the US / EU / India?

Yes. Every contribution is remote. Contributors are global.

What's the difference between Community Contributor and Working Group Member?

Community Contributors contribute as time allows, on any of the six contribution paths. Working Group Members participate on a bi-weekly cadence in one of the five working groups, and help steer benchmark and dataset direction for that group.

How do I get started?

Enroll below. You'll get a confirmation email with the current cohort intake process, the contribution path guide, and (if you selected Track B) the working group intake schedule.

Enroll

Ready to contribute?

Pick a track. Enrollment goes to [email protected] — you'll get a confirmation with the current cohort intake process.