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simplifiedmachine edited this page Nov 2, 2026
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3 revisions
Roadmap
0.1: markers in notes, configs, scripts and the paper; results files; the map, the diff and warnings; checkpoints,
the live page, the Claude Code hook, setup claude and the MCP server.
Next
MLflow (its local mlruns store) and W&B runs as results, tagged with an experiment id.
research-diff suggest: your LLM proposes markers for untagged notes and papers, shown as a change you accept;
it never writes them itself.
Claims checked against numbers: expects: acc > 0.85 on a claim, and a warning when a result no longer meets it.