Products
Nobody is born an expert. Expertise is built through patient iteration, humility, and the quiet accumulation of judgment. Our products capture that wordless calculus so models can inherit the shape of mastery.
Get in touchReinforcement learning
Durable environments for measuring agentic capabilities where real work happens: long horizons, naturalistic instructions, realistic tools, domain-specific judgment, and partial progress.
From enterprise data systems with layered schemas, to enterprise software systems with evolving business logic and real integration constraints, we preserve the richness and complexity of each environment we create—whether it’s the first, or the 10,000th.
DomainsGet in touchSoftware EngineeringData ScienceCyber SecurityMachine LearningResearch- Get in touch
Long-horizon tasks
Tasks stretching hours and days, through ambiguity, partial progress, and recovery. We collect tasks that reflect reality while preserving the signal needed to improve agent behavior.
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OTS Datasets
Prebuilt datasets, curated for signal, reviewed for quality, and structured to drop into your training stack without translation work.
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Benchmarks and evals
Quality is hard to define and easy to reduce to the wrong metric. We build benchmarks that capture task-faithful, domain-sensitive lift: progress that shows up in how the model performs, not just how the number moves.
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Agent trajectories
Full traces of expert execution, including tool calls, checks, pivots, and recoveries, so agents learn the shape of real work, not just the finished answer.
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Supervised fine-tuning
Demonstrations that set the right behavioral prior for models, captured through bespoke tooling that lets experts work naturally while preserving the operating judgment behind the work.