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.