Uraion-Agent-Steer

Legacy / unsupported — H-Res runtime claims withdrawn

Status as of 2026-07-27: this repository is retained for provenance. It is not an active Uraion Labs product, is not used by FinStruct, and should not be deployed as an H-Res model.

The audit found 84 model.layers.*.hres.* tensors in model.safetensors, but config.json declares the stock Qwen2ForCausalLM architecture and contains no auto_map, custom model class, or loader that instantiates H-Res modules. The repository also contains no custom modeling code. Standard Transformers and vLLM loading therefore has no runtime module that consumes those tensors. Prior claims that H-Res loads automatically or has full vLLM support are withdrawn.

Additional gaps:

• no held-out tool-use scores, raw predictions, base-model comparison, or reproducible evaluation;
• training loss is not evidence of downstream capability;
• the separate GGUF repository explicitly omits the H-Res tensors and is not a faithful H-Res deployment.

The full pre-audit card is preserved in LEGACY_CARD.md. The files remain public for inspection, not as a supported model release.

Current Uraion Labs work is FinStruct: auditable, local-first SEC filing extraction with evidence-linked benchmarks. See uraionlabs.com.