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External memory & retrieval

SeraLab

Nothing worth remembering is lost.

Local research build · v0.8

FRAGMENTSSTORED · LINKEDRETRIEVE CHATDOCUMENTNOTEMEMORYFILE query › SOURCE 1SOURCE 2SOURCE 3
Concept visualization

Overview

A memory engine that gathers scattered conversations, documents and notes, stores them with their sources, and links related pieces. When a question arrives, it retrieves only the fragments that matter — by keyword, by meaning, or both.

The problem

Useful context is scattered across chats, documents and notes — and is usually lost by the time it is needed.

Approach

Store each fragment with its source, link related pieces, and answer a query with full-text, semantic or hybrid retrieval, always pointing back to the original source.

What it does

  • Full-text, semantic and hybrid retrieval
  • Source-grounded results
  • Quality checks on retrieval
  • Integration with Sereaniel

Status & scope

Local research build, v0.8. Not a public service.

Next

Retrieval quality experiments and tighter Sereaniel linkage.

The visual above is a concept visualization, not a product screenshot. No private data is shown.