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Will Miao
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The post-processor stored the LLM's confidence as `_llm_confidence`, but that value could never be read back: `BaseModelMetadata.from_dict()` deliberately excludes underscore-prefixed keys from `_unknown_fields` and `to_dict()` strips private fields, so it was erased by the next metadata write and was invisible to `read_metadata()`. The enrichment evaluation harness reads this field to score runs, so confidence was always scored as blank. Store it as `llm_confidence`, which round-trips as an ordinary unknown field — the same mechanism `llm_enriched_at` already relies on. Nothing else consumed the old name, and the harness still accepts it so sidecars written by earlier versions keep evaluating. Covered by a metadata load/save round-trip regression test plus assertions that the post-processor writes the persisted key and no longer writes the private one.