Community
PWM is built in the open. Researchers, engineers, and domain experts collaborate to expand the registry, verify claims, and improve the protocol.
Ways to contribute
Run a benchmark
Submit a solution certificate for any open benchmark. Earn a trust-tier badge (Draft → Reproduced → Certified) as independent reviewers verify your result.
Browse open benchmarks →Reproduce a result
Help verify claimed results by independently running the authors' code on the hidden test set. Successful reproductions upgrade the trust tier.
View reproduction queue →Register a principle or spec
Propose a new imaging principle (L1), spec (L2), or benchmark (L3) using
the AI-assisted templates and the pwm mine CLI.
Red-team a result
Find fabricated data, physics-violating reconstructions, or dataset contamination. Earn red-team bounties for confirmed adversarial findings.
View red-team bounties →Contribute code
The protocol, CLI, indexer, and this site are all open-source. PRs welcome for new modality generators, solver plugins, and API improvements.
GitHub: integritynoble/pwm →Governance
Propose changes to S1–S4 scoring gates, vote on dataset replacements, or join the Expert Council review process via the Gates RFC system.
View gate proposals →Communication channels
GitHub — main repo
Issues, pull requests, and discussions for the protocol and toolchain.
github.com/integritynoble/pwmGitHub — this site
Issues and PRs for the nonprofit frontend.
github.com/integritynoble/pwm_nonprofitDiscord coming soon
Real-time discussion, solver help, and community announcements.
Mailing list coming soon
Low-traffic announcements: new modalities, protocol upgrades, grant cycles.
Guidelines
NumFOCUS-sponsored project
PWM is a fiscally sponsored project of NumFOCUS, a 501(c)(3) public charity. NumFOCUS supports open-source scientific computing through grants, fiscal compliance, and community programs. Donations to PWM through NumFOCUS are tax-deductible in the US.
Support PWM →