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patch_history/RETRIEX_ACCESSORY_PRICE_FOLLOWUP_FIX_README.md

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+# RetrieX accessory price follow-up precision fix
+
+This patch hardens commerce follow-up handling for questions such as:
+
+- "was kostet der indikator"
+- "was kostet indikatortyp 300"
+
+Problem fixed:
+
+- Technical RAG correctly resolves `0,02 °dH -> Testomat 808 -> Indikatortyp 300`.
+- The subsequent commerce follow-up generated the correct primary query (`indikatortyp 300 testomat 808`), but shop repair broadened the search again.
+- Repair queries could add model-only searches or nearby products, causing device prices or unrelated reagents to appear in the final answer.
+
+Changes:
+
+- Requested accessory codes are extracted with a configurable regex that also matches `indikatortyp 300`.
+- If a requested accessory/reagent code is present, shop repair is restricted to focused accessory-code queries.
+- Prompt-anchored models are preferred over proximity-only models for requested accessory-code repair.
+- Fallback accessory-code repair query templates are configurable.
+- Prompt grounding rules now explicitly forbid answering accessory price follow-ups with device prices or unrelated reagent prices.
+
+No changes:
+
+- No retrieval/scoring/vector logic changed.
+- No hard keyword list added to the retriever core.
+- No PromptBuilder text removed; only more precise shop grounding rules were added.
+
+After applying:
+
+```bash
+php bin/console cache:clear
+php bin/console mto:agent:config:validate
+php bin/console mto:agent:regression:test
+```
+
+Expected behavior:
+
+If the shop does not contain a clear product for `Indikatortyp 300`, RetrieX should say that the price is not available in the provided shop data and must not add the price of `Testomat 808`, `Testomat 2000`, or unrelated reagents.