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Explorer Ops dashboard Retrieval

Messages

Ask below; the assistant streams into this thread.

Session & send

Configure session settings below, then use + beside the message box to attach a document.

Prefer a numeric id (e.g. 999) so it matches ai_chat_sessions.user_id (bigint).

Recent conversations

    Live pipeline

    Retrieval trace

    Each stage narrows or re-orders chunks from your last streamed message.

    Query snapshot
    
                

    BM25

    Lexical keyword scores
    scoretopicchunk_idcontent

    Vector

    Embedding similarity
    scoretopicchunk_idcontent

    Hybrid (RRF)

    Fused lexical + vector ranks
    rrfsourcebm25#vec#topicchunk_idcontent

    Reranked

    Cross-encoder style ordering
    reranksourcetopicchunk_idcontent

    Context-filtered

    Final context for the model
    reranksourcetopicchunk_idcontent