---
title: "Shubhojyoti Ganguly (@sgang007) | Hashnode"
description: "Serial entrepreneur bringing state of the art technology to hospitality and B2B SaaS. Read the latest articles by Shubhojyoti Ganguly on Hashnode."
url: "https://hashnode.com/@sgang007"
---

@sgang007

# Shubhojyoti Ganguly

@sgang007 · Bangalore, India · Joined June 2026

Serial entrepreneur bringing state of the art technology to hospitality and B2B SaaS

## Comments

[The entire approach is an older style of navigating codebase. A MCP server like repowise or graphify is replacing the LSP server these days. The MCPs use an indexing algorithm to expose entities to any LLM tool. The entire process totally depends on the sophistication in the indexing layer. Also, would love to hear your thoughts on AST vs code-specific embeddings like voyage3 in crawling the codebase?](https://hashnode.com/posts/why-a-coding-agent-needs-three-different-ways-to-read-code/6a8444e10f3c9d013e58eb01/comment/6a85a8fc8860085c8225e429)

Comment · Article · Aug 19 · 1 · [Why a Coding Agent Needs Three Different Ways to "Read" Code](https://hashnode.com/posts/why-a-coding-agent-needs-three-different-ways-to-read-code/6a8444e10f3c9d013e58eb01)