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Studies say what they can do. Each study has a capabilities file covering read, run, human data, the authors' code, and whether the paper's results are recovered from the human data. Each answer comes with its reason. Agents refuse work a study cannot do, and say why, instead of giving an approximation.
Human data from their source. The human-data tool downloads the original data and checks every file's fingerprint (sha256). The data are never copied into the study. reproduce recomputes the paper's key results from those data.
Smaller packages. Packages no longer store copies of the study program.
Agent skills. Exported skills gain capabilities, get_human_data and reproduce_paper (MCP and CLI).