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Kefir2 finite training qualification

Diagnostic only. This is NOT the production stratified training dataset. Two fixed blocks of 64 sequences, 2049 positions per row (2048 next-token objectives), from public abcastor/kefir2-casebits, region 1. They reuse the original global-planner code on a single-leaf subset; this subset cannot establish production mixture or mixing quality. Original NVIDIA Nemotron-ClimbMix attribution and CC-BY-NC-4.0 restrictions apply.

CaseBits mixture base IDs and complete ASCII case masks are separate uint16 arrays. valid is a boolean useful-target mask: first position is context, padding remains in the historical optimizer/LR objective and is separately counted. EOD base ID is0. Do not silently mask padding out of the objective or change memory boundary behavior. The prefix contains exact source receipt/file hashes, split rule and plan/batch identities. A finite two-block cursor must stop at exhaustion; never wrap it into a long training run.

No credentials, model weights or private conversations are included. Every member is SHA256-bound by manifest.json. Load arrays with allow_pickle=False.

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