---
title: "Mahesh Mettireddy (@mahesh-mettireddy) | Hashnode"
description: "Sharing my views and opinions. Read the latest articles by Mahesh Mettireddy on Hashnode."
url: "https://hashnode.com/@mahesh-mettireddy"
---

@mahesh-mettireddy

# Mahesh Mettireddy

@mahesh-mettireddy · Hyderabad, India · Joined October 2026

Sharing my views and opinions

### [Why Standard RAG Fails in Production Debugging — And How We Built a "Company Brain" with FalkorDB](https://falkortrace.hashnode.dev/why-standard-rag-fails-in-production-debugging-and-how-we-built-a-company-brain-with-falkordb?utm_source=hashnode&utm_medium=feed)

How FalkorTrace uses FalkorDB multi-hop graph traversal, sandboxed verification, and version-aware memory to solve microservice incidents in <1ms.

6 min read · [falkortrace.hashnode.dev](https://falkortrace.hashnode.dev/why-standard-rag-fails-in-production-debugging-and-how-we-built-a-company-brain-with-falkordb?utm_source=hashnode&utm_medium=feed)

[3](https://hashnode.com/posts/why-standard-rag-fails-in-production-debugging-and-how-we-built-a-company-brain-with-falkordb/6ad4e3e5091e31df8ba614e1) [Oct 18](https://hashnode.com/posts/why-standard-rag-fails-in-production-debugging-and-how-we-built-a-company-brain-with-falkordb/6ad4e3e5091e31df8ba614e1)