A LoRA adapter and trained answer heads for Qwen/Qwen3.8-27B that turn a document plus a set of structured questions into one probability per decision, each with a retrieval pointer to where the support for it plausibly sits in the source. It does not generate text. Give it a document once and ask structured questions against it. Each answer comes back as a probability, and with source spans beside it. The answer is read from the whole document; the spans are a separate word-overlap search over the source text. They are a pointer to where the support probably is, not the passage the answer came from — Evidence spans, below, measures the difference. There is no chat, no reasoning trace and…