---
title: "Discussion on \"I made 2 AI Agents share a brain (and it was way harder than i thought)\" | Hashnode"
description: "Discussion on \"I made 2 AI Agents share a brain (and it was way harder than i thought)\". I built CodeScope, then found Cognee. How multi-agent shared memory works - agents as users, knowledge graphs, and self-improving feedback loops. Real code, real architecture."
url: "https://hashnode.com/posts/i-made-2-ai-agents-share-a-brain-and-it-was-way-harder-than-i-thought/6a491df946e80cbacbecd36a"
---

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# [I made 2 AI Agents share a brain (and it was way harder than i thought)](https://yashisrani.hashnode.dev/i-made-2-ai-agents-share-a-brain-and-it-was-way-harder-than-i-thought?utm_source=hashnode&utm_medium=feed)

I built CodeScope, then found Cognee. How multi-agent shared memory works - agents as users, knowledge graphs, and self-improving feedback loops. Real code, real architecture.

Jul 4 · 6 min read · yashisrani.hashnode.dev  
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-   [#cognee](https://hashnode.com/tag/cognee)
-   [#ai-memory](https://hashnode.com/tag/ai-memory)
-   [#opensource](https://hashnode.com/tag/opensource)
-   [#mcp](https://hashnode.com/tag/mcp)
-   [#ai-agents](https://hashnode.com/tag/ai-agents)
-   [#shared-memory](https://hashnode.com/tag/shared-memory)
-   [#ai-tools](https://hashnode.com/tag/ai-tools)
-   [#python](https://hashnode.com/tag/python)
-   [#ai](https://hashnode.com/tag/ai)

## Written by

[Yash Israni](https://hashnode.com/@Yashisrani)

@Yashisrani · India

  
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LFX Mentor @CNCF (Kmesh), OSPP’25 @CNCF - Kmesh

Maintainer @CNCF - Kmesh | LFX Mentor @CNCF (Kmesh) | OSPP’25 @CNCF - Kmesh | Open-Source Contributor @Mozilla | Full-Stack Developer

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