reduct-shuku/ai-research-skills
Skill Claude CodeCodex
Read academic papers critically and reproduce or replicate their computational results through two contract-based workflows. Use when Codex needs to analyze a paper, explain its argument or methods, audit claim-to-evidence alignment, assess reproducibility, create a reproduction plan, set up and run author code…
reduct-shuku/ai-research-skills
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Test whether central claims are supported by the paper's presented evidence.
reduct-shuku/ai-research-skills
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Identify the exact paper version and its authoritative companion artifacts. Do not interpret results yet.
reduct-shuku/ai-research-skills
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Reconstruct the paper's intellectual and procedural structure with source locators.
reduct-shuku/ai-research-skills
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Combine verified upstream artifacts into a coherent Reading Dossier.
reduct-shuku/ai-research-skills
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Create an immutable record of the code, data, dependencies, patches, and hardware used for a reproduction attempt.
reduct-shuku/ai-research-skills
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Run the approved reproduction commands and maintain an append-only Run Ledger.
reduct-shuku/ai-research-skills
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Determine what can actually be reproduced under the user's constraints.
reduct-shuku/ai-research-skills
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Assign an evidence-only target verdict independently of the implementer's narrative.
reduct-shuku/ai-research-skills
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Try to falsify the claim that the selected results were reproduced.
reduct-shuku/ai-research-skills
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Maintain pipelinestate.json, append-only transitions, checkpoints, recovery instructions, and stale-artifact propagation.
reduct-shuku/ai-research-skills
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Compare observed outputs with the frozen reproduction contract.
reduct-shuku/ai-research-skills
Skill Claude CodeCodex
A debugging setup for PyTorch training or inference scripts that runs a single-device forward pass and records key tensor statistics.