Expert demonstrations
Worked examples with an expert’s decisions, assumptions and alternatives, reviewed against your brief and reference answer.
Expert teams
for labs.
We train and manage experienced contributors to build training tasks and evaluations. Together, we define the brief, prepare the team and agree how the work will be reviewed.
RL environments
Instructions, inputs, a runnable environment and reference solution, with a verifier tested against valid and invalid outputs.
Evals and red-teaming
Test cases built around a named failure mode, with expected behavior and a rubric or executable checks.
Agent trajectories
Action sequences, tool observations and resulting artifacts, reviewed for the decisions taken and the final state.
Our work,
project by project.
Explore our contributors’ work in reasoning, terminal benchmarks, task authoring and adversarial evaluation.
- Project results
- Contributions
- Calculations
What changes with IsoData
The same brief.
Less for your team to manage.
When your lab runs production
Your researchers train contributors, answer task questions and coordinate the work. They also manage review, revisions and the final handoff.
With IsoData
Our experts are already trained and can onboard from day one. We train them on your brief, prepare a first sample and manage production, including questions, internal review, revisions and delivery.
You set the objective, agree the review criteria and approve the final work.