---
title: "Discussion on \"Real-Time RAG: Setup Redpanda & Vector DB on Bare Metal\" | Hashnode"
description: "Discussion on \"Real-Time RAG: Setup Redpanda & Vector DB on Bare Metal\". Bypass Kafka JVM latency. Master Redpanda C++ tuning, defeat context injection, and eliminate cloud egress fees on ServerMO Bare Metal."
url: "https://hashnode.com/posts/setup-redpanda-real-time-rag/6a6c7cc6cbb1c613040fc35e"
---

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Discussion

# [Real-Time RAG: Setup Redpanda & Vector DB on Bare Metal](https://servermo.hashnode.dev/setup-redpanda-real-time-rag?utm_source=hashnode&utm_medium=feed)

Bypass Kafka JVM latency. Master Redpanda C++ tuning, defeat context injection, and eliminate cloud egress fees on ServerMO Bare Metal.

Jul 31 · 8 min read · servermo.hashnode.dev  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#devops](https://hashnode.com/tag/devops)
-   [#redpanda](https://hashnode.com/tag/redpanda)
-   [#storage](https://hashnode.com/tag/storage)

## Written by

[Jakson Tate](https://hashnode.com/@jakson-tate)

@jakson-tate

  
[View profile](https://hashnode.com/@jakson-tate)

Server Tech @ ServerMO ⚡ Managing 60K+ Bare Metal & GPU Servers

Hi! 👋 I'm Jakson, Server Technician @ ServerMO. I spend my days deep in the Linux terminal, fixing crazy server crashes, and rescuing enterprise customers from their tech nightmares. We build unthrottled Bare-Metal & AI infrastructures. Let's talk tech!

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