High QualityCoding & Agentic Data
High Quality
Coding & Agentic Data
Long-horizon tasks, programmatic verification, and granular rewards
Coding-Agent Data
What We Deliver
Short coding prompts
Long-horizon coding tasks
Manual review only
Programmatic verification
Binary pass/fail rewards
Granular rewards
Fragile local setup
Dockerized environments
Toy edit loops
Code, test, and debug loops
Long-horizon coding data
for frontier post-training
Long-horizon coding tasks with code editing, test writing, debugging, programmatic checks, deterministic tests, granular rewards, and Docker-packaged environments for RL and SFT.
Long-Horizon Tasks
Programmatic Verification
Granular Rewards
Dockerized Environments
Agentic Tool-Use Data
What We Deliver
Demo-only tool calls
Long-horizon workflows
Narrow app coverage
600+ real tools and SaaS apps
Static task worlds
State-mutating workflows
Subjective scoring
Deterministic, rubric, and LLM-judge rewards
Realistic tool-use data
for frontier agents
Realistic long-horizon workflows across live SaaS apps, production MCP servers, and real tools, with logically consistent state, noisy inputs, and verifiable rewards.
600+ Real Tools
Live SaaS Apps
Production MCP Servers
Verifiable Rewards
