| { |
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| "https://github.com/huggingface/Repo2RLEnv/blob/a8ea8fa644ec4c3980291f00d7f8190cdfb45a45/docs/rfcs/0028-tasksmith-pr-pilot.md", |
| "https://github.com/huggingface/Repo2RLEnv/blob/a8ea8fa644ec4c3980291f00d7f8190cdfb45a45/docs/pipelines/tasksmith_campaign_retrospective.md", |
| "https://www.harborframework.com/docs/tasks", |
| "https://github.com/huggingface/transformers", |
| "https://github.com/huggingface/trl", |
| "https://github.com/huggingface/peft", |
| "https://github.com/huggingface/diffusers", |
| "https://github.com/huggingface/accelerate" |
| ], |
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| "explanation": "Includes failed/repeated candidates and repair/revalidation of original-cohort tasks. These are campaign averages, not marginal environment-generation quotes; never divide full reproduction ledger by the new-task denominator." |
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| "Booked model costs use recorded usage and pricing; booked compute is reconciled elapsed-resource estimates, not final provider invoices.", |
| "Reserved and uncertain rows remain fully counted. Allocation envelopes and the20 admission margin are additional prospective safeguards, not actual costs or ledger holds." |
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| "50 assisted practical-acceptance tasks: this is not an unattended yield estimate.", |
| "Sonnet fully solved 19 tasks; 31 did not receive full reward. Solver success was not required for task acceptance.", |
| "39 tasks request CPU only, 6 request one GPU and 5 request two GPUs; select a provider with matching resources.", |
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