NewVivly x Aquin — Structuring Social Data for AI. Read the case study
3 weeks to build
and publish
real ML work.
A bountyship for ML researchers and engineers who want to reverse-engineer LLMs, fine-tune models, benchmark checkpoints, and train SAEs, using Aquin on real projects.
Apply nowBountyship by Aquin Labs
why we're doing this
01
stress-test the platform
Aquin is a research tool. Real researchers using it for real work surface things internal QA never can. Bugs, missing primitives, workflows we never imagined.
02
manufacture case studies
Each fellowship project, if scoped well, doubles as a case study for one of our ICPs. Sales currency we don't have to fake.
03
build the community
People who use Aquin to publish a paper, train an SAE, or audit a public model become evangelists by default. We're not buying that, we're earning it.
01
what fellows get
- Full Aquin platform access
- Compute credits
- Discord access with founding team
- Daily office hours
- The output is yours: research notes, blog posts, lit reviews, model releases, whatever form it takes
02
what we get
- A case study on each fellow's work
- Bug reports, feature requests, workflow data
- Community evangelism that compounds
the bounties
Each one is scoped to be doable in 3 weeks by one person. Pick one, or pitch your own.
Track A
Model Audit
Track B
Model Diff
Track C
Open / Build Your Own
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