Memory Recall: Ranking and Relevance

Make recall surface the right memories: hybrid lexical+semantic search, rank fusion, and explainable retrieval.

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Chain

Inputs

Step 1

flow-memory-recall-ranking-relevance-1-build-the-lexical-layer

Step 2

flow-memory-recall-ranking-relevance-2-add-the-semantic-layer

Step 3

flow-memory-recall-ranking-relevance-3-fuse-rankings-with-boosts

Step 4

flow-memory-recall-ranking-relevance-4-make-retrieval-explainable

Final output

No inputs required — hit Run to stream each step in order.

Each step streams from its model and feeds the next. BYOK — you pay your provider directly. Add a key in Settings if a step needs one.

Step 1 · Exact matches are the floor of trustworthy recall.

flow-memory-recall-ranking-relevance-1-build-the-lexical-layer

Claude Sonnet 4.6→ {{step_1}}

Awaiting upstream steps…

Step 2 · Paraphrase reach without surrendering to it.

flow-memory-recall-ranking-relevance-2-add-the-semantic-layer

Claude Sonnet 4.6→ {{step_2}}

Awaiting upstream steps…

Step 3 · Two imperfect rankers, one good one.

flow-memory-recall-ranking-relevance-3-fuse-rankings-with-boosts

Claude Sonnet 4.6→ {{step_3}}

Awaiting upstream steps…

Step 4 · When recall misfires, you need to see why in one glance.

flow-memory-recall-ranking-relevance-4-make-retrieval-explainable

Claude Sonnet 4.6→ {{step_4}}

Awaiting upstream steps…

Make recall surface the right memories: hybrid lexical+semantic search, rank fusion, and explainable retrieval.

1
Exact matches are the floor of trustworthy recall.
Runs flow-memory-recall-ranking-relevance-1-build-the-lexical-layer on Claude Sonnet 4.6
2
Paraphrase reach without surrendering to it.
Runs flow-memory-recall-ranking-relevance-2-add-the-semantic-layer on Claude Sonnet 4.6
3
Two imperfect rankers, one good one.
Runs flow-memory-recall-ranking-relevance-3-fuse-rankings-with-boosts on Claude Sonnet 4.6
4
When recall misfires, you need to see why in one glance.
Runs flow-memory-recall-ranking-relevance-4-make-retrieval-explainable on Claude Sonnet 4.6

•Recurring tasks you currently copy-paste between tools.
•When a single prompt isn't enough — you need a chain where output(n) feeds prompt(n+1).
•Fork and adapt if your inputs differ materially from the author's use case.

Claude Sonnet 4.6