Legacy research code — no model or speedup result

Status as of 2026-07-27: this repository is retained as historical research code. It is not a model checkpoint, is not an active Uraion Labs product, and is disconnected from FinStruct.

The repository's own reproduction report records 80/80 unit tests, but it also states that target model smoke training was blocked, GPU smoke evaluation was not run, and no meaningful speculative latency benchmark was produced. It uses a simplified nn.TransformerEncoder rather than the full paper backbone, a synthetic throughput profile, no multi-GPU path, and no vLLM integration.

Accordingly, prior wording such as “faithful,” “verified,” or “runnable” must not be read as a paper reproduction, trained checkpoint, latency improvement, or production claim. The full pre-audit card is preserved in LEGACY_CARD.md.

Current Uraion Labs work is FinStruct: auditable, local-first structured intelligence from financial documents. See uraionlabs.com.

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Collection including UraionLabs/UraionSpec