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![akshay_pachaar Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::703601972.png) Akshay 🚀 [@akshay_pachaar](/creator/twitter/akshay_pachaar) on x 215.2K followers
Created: 2025-07-12 12:33:41 UTC

@crewAIInc @zep_ai @Cometml Here's an overview of the system we're building!

- User sends a query
- Assistant runs web search via MCP
- Query + results go to Memory Manager
- Memory Manager stores context in Graphiti
- Response agent crafts the final answer

![](https://pbs.twimg.com/tweet_video_thumb/GvqE2YjWUAAqPQa.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1944012285334499767/c:line.svg)

**Related Topics**
[crafts](/topic/crafts)

[Post Link](https://x.com/akshay_pachaar/status/1944012285334499767)