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lines changed Original file line number Diff line number Diff line change @@ -703,16 +703,16 @@ rag_with_sources(docs, "How does RAG work?")
703703 - Retrieval finds relevant context
704704 - Generation produces grounded responses
705705
706- - {{< iconify fa6-solid search >}} ** Master retrieval concepts**
706+ - {{< iconify fa6-solid rocket >}} ** Master retrieval concepts**
707707 - Similarity scoring ranks relevance
708708 - Top-k selection balances context and precision
709709 - Source attribution maintains transparency
710710 - Retrieved context grounds generated answers
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712712- {{< iconify fa6-solid lightbulb >}} ** What are some practical ways in which
713- you could integrate RAG into your document engineering tool? How will you
714- extend the starting implementation presented this week? Make sure to listen to
715- [ SE Radio Episode 690: Kacper Łukawski on Qdrant Vector
713+ you could integrate RAG into your document engineering tool? How will you extend
714+ the starting implementation presented this week? Make sure to listen to [ SE
715+ Radio Episode 690: Kacper Łukawski on Qdrant Vector
716716Database] ( https://se-radio.net/2025/10/se-radio-691-kacper-lukawski-on-qdrant-vector-database/ ) ** !
717717
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