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update: align cited masses/ranks with the regenerated tutorial PDF HoosierMetals overview mass 0.033 -> 0.0315 and rank 3 -> 4; ITAMCO max-hop contribution 0.0015 -> 0.0022 (ITAMCO total stays ~0.013). Reproducibility note reframed: the encoder stack is now pinned in requirements.txt.
ingest: tutorial concept pages ported from the private research wiki 14 tutorial-facing pages (concepts, entities, source summaries) that let a reader explore the Markov chain tutorial, curated on import to remove all private research-surface content (energy drift, question projection, MuSiQue/SPARQL/v5c2, answer chunks) and namespaced to this repo. Populated index, Home categories, and a log entry.