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docs: document and compare memory architectures#160

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Peefy merged 2 commits into
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docs/memory-system-and-comparison
Jun 10, 2026
Merged

docs: document and compare memory architectures#160
Peefy merged 2 commits into
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docs/memory-system-and-comparison

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@hrw991009

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Summary

Updates OpenLoomi memory documentation to match the current implementation.

Changes

  • Document the end-to-end memory lifecycle and semantic retrieval pipeline
  • Clarify raw memory, summaries, insights, knowledge, and filesystem boundaries
  • Explain sqlite-vec, Chroma, pgvector, and stored-embedding fallback paths
  • Refocus the memory comparison around OpenLoomi's architecture
  • Clarify the difference between unified vector storage and cross-source search

Closes #47
Closes #73

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openloomi.ai Ready Ready Preview, Comment Jun 10, 2026 2:52am

Comment thread README.md Outdated
@@ -78,6 +78,8 @@ Requires Node.js 22+, pnpm 9+, and Rust 1.75+.

For local Transformers.js embeddings and configurable `sqlite-vec` or ChromaDB

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We can remove the impl reference links here

For local Transformers.js embeddings and configurable `sqlite-vec` or ChromaDB
storage, see [Local Embeddings and Vector Backends](./docs/vector-backends.md).
For the internal lifecycle, storage, and retrieval architecture, see
[OpenLoomi Memory System](./apps/marketing/blogs/openloomi-memory-system.md).

@@ -1,202 +1,279 @@
---
title: "OpenLoomi Memory System: Raw Messages, Insights, and RAG Recall"
date: 2026-05-26

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We can keep the blog dates unchanged here.

title: "Memory Capabilities Comparison: OpenClaw vs. Hermes Agent vs. Claude Code vs. OpenLoomi"
date: 2026-05-27
description: A focused comparison of memory and knowledge retrieval across OpenClaw, Hermes Agent, Claude Code, and OpenLoomi Memory.
date: 2026-06-10

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We can keep the blog dates unchanged here.

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ok

@Peefy Peefy merged commit 3f2848b into main Jun 10, 2026
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@Peefy Peefy deleted the docs/memory-system-and-comparison branch June 10, 2026 07:20
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Docs: Compare memory capabilities: OpenClaw vs Hermes Agent vs vs Claude Code vs Alloomi Memory Docs: Internal Memory Implementation Mechanism

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