gallery

Agentic data you can trust

system-one-raw

decision making

Decision dataset. Trains models on one judgment: “is a candidate answer supported by the given state?” Each record holds a state, a query, and two candidate decisions, one supported and one not; the model answers with a choice or a probability, never text. Truth is relative to the state, not the world.

spec (pdf) →hugging face →

flash-coding-sft

coding agent traces

Verified agentic coding traces. Each trace records a coding agent solving a real problem. Traces contain reasoning, tool calls, and results, from a controlled runtime. One demonstration per task.

spec (pdf) →replay (trace) →hugging face →

flash-coding-dpo

coding agent traces

Verified agentic coding traces. Each trace records a coding agent solving a real problem. Traces contain reasoning, tool calls, and results, from a controlled runtime. A chosen and a rejected trace of the same task.

spec (pdf) →replay (trace) →hugging face →

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