Point your training tool at a single URL. Every row arrives already formatted for fine-tuning, with cryptographic proof that the answer is correct.
Verified reasoning datasets, streaming as newline-delimited JSON. One API call, no SDK.
Each row carries the problem, a reference implementation, a step-by-step derivation, and the exact output of the algorithm. Re-run the solution and you get the same answer, byte for byte.
Rows stream as newline-delimited JSON. Point any tool at the URL and read them line by line.
{
"sample_id": "a49939cd-a74e-4172-a4db-6f45eaf4f1be",
"sample_type": "debug",
"category": "dynamic_programming",
"difficulty": "medium",
"question_text": "Find the length of the longest common subsequence…",
"headline_answer": 3,
"provenance_hash": "222289f0fa0e933f87d875d3e32f1a66…"
}Create an account in under a minute, then generate your first API key from the dashboard.
Every row carries a reference solution and a hash. Re-run the solution yourself to confirm the answer.
Rows arrive in OpenAI fine-tune format. Pipe them straight into a training job.