Engineering
RL environments and expert data, built by one pod, delivered in your format.
Fixed scope. Fixed price. The only student team that ships the environment and the experts.
Two product lines
Two things to buy, not one.
RL environments
Harness, tasks and verifiers in your format.
Task suites with verifiable rewards
Graders, reward functions and evals
Docker harness and baseline runs
Sim envs in MuJoCo, Isaac Lab or Genesis
Expert data & labeling
Gold answers and rubrics by students who take the course.
Gold answers and reference solutions
Grading rubrics with documented criteria
Preference, ranking and pairwise data
Second-expert review on every item
How an engagement runs
Scope. Staff. Build. Deliver.
Scope
A 30-minute call, then a fixed-price proposal.
Staff
One lead, two builders, four experts.
Build & label
Weekly drops so you can redirect early.
QA
Second-expert review and anti-reward-hack checks.
Deliver
Your format, with a rejection-rate report.
The unit of work
Every engagement ships from a pod.
Builders make it run. Experts make it worth paying for.
1 Board lead
Scope and delivery
2 Builders
Harness and verifiers
4 Domain experts
Tasks, rubrics, gold answers
One pod · one QA process · one invoice
Formats we deliver in
Delivered the way you already train.
Verifiers
Native to the Prime Intellect Hub
Harbor
Containerized agent evals
Gymnasium
Classic RL environment API
MuJoCo · Isaac · Genesis
Physics sim for robotics RL
TRL · verl
RLHF, DPO and GRPO pipelines
Your schema
JSONL, Label Studio or Argilla
Open to every major
Every major has a dataset only it can label.
Builders make it run. Experts make it worth paying for. Tap a major.
Philosophy
Argument rubrics and ethics-case graders
Who we work with
Built for teams that have engineers but not experts.
RL env & eval startups
Scoped env builds and domain task authoring.
Robotics & physical AI
Sim tasks, sim-to-real evals, data tooling.
Frontier labs & data vendors
A vetted domain team, delivered as a batch.
Berkeley labs
Free or at-cost pilots for BAIR.
Tell us what you need graded.
Domain, format, timeline. We'll come back with a scoped proposal.