Research
Two kinds of page live on this site. Current documentation for the ML packages is generated from the repositories at pinned commits and lives under /ml/; it changes whenever the pins move. Dated narratives, listed below, were written at a point in time and are kept as historical records with their banners and text preserved.
When a narrative and the current documentation differ, the current documentation and each repository's docs/claims.json are the statements to quote. A benchmark paragraph in a historical narrative records what was true when it was written; it never overrides a current claim, and a number that has since been retired or superseded in the register stays retired regardless of what the narrative says.
Current documentation
- ML systems hub — how the two packages relate, and the route table
experts4bit-qlora·grouped-nf4-gemm— canonical project pages- Solutions · Status · Compatibility · packages.json · /ml/llms.txt
- OpenVINO upstream work — a separate source and generator
Dated narratives (historical)
Dated historical narrative; current technical truth lives under /ml/. Each page below keeps its original banner and text.
Receipts-driven engineeringhistorical
The methodology narrative behind grouped-nf4-gemm's blind-confirmed benchmarks: preregistration, OpenTimestamps stamping, and the published failures.
Published 2026-07-14 · last revised 2026-07-31 (dates from this site's history before the narrative was moved here) · current documentation: grouped-nf4-gemm
experts-4bit, the 2026 narrativehistorical
The earlier experts-4bit story: fused 4-bit experts, QLoRA and offload as they stood in July 2026.
Published 2026-07-09 · last revised 2026-07-31 (dates from this site's history before the narrative was moved here) · current documentation: experts4bit-qlora