OMEM
Shared Memory That Never Forgets
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The Problem
Your AI agents have amnesia — and they work alone.
- 🧠 Amnesia — every session starts from zero. Preferences, decisions, context — all gone.
- 🏝️ Silos — your Coder agent can't access what your Writer agent learned.
- 📁 Local lock-in — memory tied to one machine. Switch devices, lose everything.
- 🚫 No sharing — team agents can't share what they know. Every agent re-discovers the same things.
- 🔍 Dumb recall — keyword match only. No semantic understanding, no relevance ranking.
- 🧩 No collective intelligence — even when agents work on the same team, there's no shared knowledge layer.
ourmem fixes all of this.
What is ourmem
ourmem gives AI agents shared persistent memory — across sessions, devices, agents, and teams. One API key reconnects everything.
🌐 Website: ourmem.ai
🧑💻 I use AI coding tools
Install the plugin for your platform. Memory works automatically — your agent recalls past context on session start and captures key info on session end.
→ Jump to Quick Start
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🔧 I'm building AI products
REST API with 48+ endpoints. Docker one-liner for self-deploy. Embed persistent memory into your own agents and workflows.
→ Jump to Self-Deploy
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Core Capabilities
🔗 Shared Across Boundaries
Three-tier Spaces — Personal, Team, Organization — let knowledge flow across agents and teams with full provenance tracking.
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🧠 Never Forget
Weibull decay model manages the memory lifecycle — core memories persist, peripheral ones gracefully fade. No manual cleanup.
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🔍 Deep Understanding
11-stage hybrid retrieval: vector search, BM25, RRF fusion, cross-encoder reranking, and MMR diversity for precise recall.
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⚡ Smart Evolution
7-decision reconciliation — CREATE, MERGE, SUPERSEDE, SUPPORT, CONTEXTUALIZE, CONTRADICT, or SKIP — makes memories smarter over time.
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📖 Memory Pipeline Architecture — Technical deep-dive into how ourmem stores, retrieves, and evolves memories.
🔗 Memory Sharing Architecture — How memories flow across agents and teams: sharing, provenance, versioning, and cross-space search.
Feature Overview
