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Recall

Focus Briefs

Ask your vault for a task-ready brief instead of a raw search. Focus Briefs gather the pivot memories, related context, and topics that matter for what you are working on, each with the reason it was chosen and whether it is still fresh.

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Neuron dashboard in 1AIVault with the Context capsule builder, embedding-coverage and recall-latency metrics, and a live recall route diagram
Overview

What Focus Briefs does

Ask your vault for a task-ready brief instead of a raw search. Focus Briefs gather the pivot memories, related context, and topics that matter for what you are working on, each with the reason it was chosen and whether it is still fresh.

When an AI tool searches your whole vault, it gets a pile of loosely related hits and has to sort them out before it can start. A Focus Brief flips that: you describe the task, and 1AIVault assembles the exact memories that matter — pivots first, with reasons and freshness — so a connected agent starts already oriented and spends its tokens on the work, not the search.

Recallv1.12.0
Why it matters

The payoff for your AI memory

Describe your task in Neuron and get

Describe your task in Neuron and get the key memories, related context, and topics that matter for it

Match the brief to a goal —

Match the brief to a goal — find a memory, continue work, make a decision, compare options, or prepare for a task

See why each memory was selected —

See why each memory was selected — exact keyword match, semantic chunk match, or project tag — and its freshness

Hand a focused brief to Claude Desktop,

Hand a focused brief to Claude Desktop, Claude Code, Cursor, or Cline in one step instead of piecing context together

How it works

From first launch to reusable memory

  1. 1

    Open 1AIVault and go to the relevant workspace.

  2. 2

    Use Focus Briefs as part of your capture, classify, recall, and connect workflow.

  3. 3

    Reuse the resulting memory across your connected AI tools.

FAQ

Common questions

Where do I build a Focus Brief?

In Neuron, through the Context capsule panel or the Focus Brief button. Type what you are working on, pick a goal and detail level, optionally scope it to a project, and build the brief.

How is a brief different from semantic search?

Search returns everything that matches. A brief returns a curated set — pivot memories, related context, and topics chosen for your specific task — and explains why each was picked and whether it can still be trusted.

How do connected AI tools use a brief?

Copy the brief into any chat, or use the built-in prompt that tells the agent to read the pivots first and pull a full memory only when needed, through a single vault_get call on the 1AIVault MCP server.

Which tools can consume a Focus Brief?

Claude Desktop, Claude Code, Cursor, Cline, and other connected MCP clients can request focused context in one step instead of running separate searches.

Related

More Recall features

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Dashboard & Activity

Dashboard view shows a vault summary plus a live activity feed of every read, write, and classification across all connected AI tools. Deep links via `aivault://` open the app from anywhere.

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Last Used Stripe on Every Memory

Every entry detail header shows 'Last used X ago by Source · Nx this week' so you know which AI tools are touching a memory and how often.

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Semantic Search

Local embeddings — via Xenova Transformers (ONNX), llama.cpp (GGUF), or a remote embedding API — so AI clients can recall memories by meaning, not just keywords.

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Local memory, shared everywhere

Give every AI tool the same memory.

Start free, import real conversations, and reuse your memory across every AI agent you already use.

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