The LLM left ~44% of dialogue Unknown even with all deduction rules in its prompt, so the mechanical ones now run in code per passage: colon rule (with a non-agent-noun stoplist), post-quote inquit, and the "who had spoken" pattern. Fills only Unknowns, never overrides the LLM. Tested against the exact reported failure cases. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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1.12.93
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