Data, built as a course of education.
Production-grade data across categories — from public benchmarks to reasoning, agents, software engineering, embodied interaction, and vertical industries. Buy off the shelf or commission to spec. Pick a category to see how we build it and exactly what ships.
Medical & Clinical Reasoning
Physician-authored clinical and epidemiology problems with defensible answer keys and multi-model scoring.
02Research-Grade Scientific Reasoning
PhD- and postdoc-level physics, chemistry, and biology problems with verifiable answers and full derivations.
03Competition & Olympiad Problems
IMO/CMO and STEM olympiad problems with full solutions, final answers, and per-model run records.
04Vertical Industry Data
Expert-annotated legal, finance, healthcare, and manufacturing tasks with grounded worlds and scored rubrics.
05Agent Sessions & Tool Trajectories
Multi-tool trajectories from real dev sessions — tool calls, environment state, failure recovery, long horizons.
06SWE Engineering Tasks
Multi-language tasks from real GitHub PRs with runnable repos, gold patches, and pass/fail test verification.
07Terminal & System Operations
Hard terminal tasks with frozen environments, criterion rubrics, and deterministic offline verifiers.
08Off-the-Shelf Benchmark Packages
Ready-to-buy, standardized packages aligned to public benchmarks — procured, validated, and reproducible.
09Embodied & Multimodal Interaction
Perception–planning–action data with environment feedback, image/video understanding, and spatial tasks.
10Expert Annotation & Review
Bilingual annotation and disputed-sample review by domain experts, with standards unified and agreement quantified.
Don’t see your category? We also build to spec.
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