Get involved

We welcome students, faculty, and builders who care about responsible AI and measurable standards. No hype culture. No overclaiming. Just real work and public artifacts.

Ways to contribute

  • Help design evaluation protocols and benchmarks
  • Review artifacts for clarity and falsifiability
  • Build tooling for logging, gating, and auditing
  • Organize reading groups and research salons

What we expect

  • Respect for evidence and careful language
  • Willingness to publish failures
  • Human-first impact mindset
  • Curiosity + humility

Join contact

Send a short message with your background and how you’d like to help.