---
title: "Mustafa Masvi - Technical Architect (AI / GenAI) in Greater Bengaluru Area | Tal"
description: "Meet Mustafa Masvi, AI Architect | I take GenAI from impressive demo to production system people trust | Agentic AI · Multi-agent orchestration · GraphRAG · LLM evals · LangGraph · MCP · Azure based in Greater Bengaluru Area. AI stack includes claude, hermes agent, and langfuse."
image: "https://tal.club/meet/mustafa-masvi/share-image"
---

# Mustafa Masvi on Tal

## Headline

AI Architect \| I take GenAI from impressive demo to production system people trust \| Agentic AI · Multi\-agent orchestration · GraphRAG · LLM evals · LangGraph · MCP · Azure

## About

Every AI demo works\. The real test is day 40, when actual users ask the questions nobody tested\. That's where I come in\. I'm an AI Architect at In Time Tec, and I design agentic and GraphRAG systems that still hold up after the demo ends\. A few things I've learned the hard way: → The model is rarely the problem\. Most "the AI got it wrong" bugs I've chased turned out to be retrieval, data or a missing tool, not the LLM\. → Measure before you argue\. If a design choice can't be settled with an eval, we're just debating opinions\. → Autonomy is earned\. I start agents on a short leash, measure how they behave, and widen their freedom as the evals prove they can handle it\. → Agents should ask before they act\. Anything that changes real data waits for a human to say yes\. → Speed and cost are features\. A great answer in 9 seconds loses to a good one in 2\. I joined our AI practice on day one and helped build the team\. I also sit on the sales side of the table, scoping and demoing live, which keeps my designs honest about budgets and deadlines\. The part people don't expect: I wrote C\# for six years before I touched an LLM\. That's where I learned to care about what breaks at 2 a\.m\. Toolkit: LangGraph, MCP, Neo4j, Azure AI Foundry, Azure OpenAI, LlamaIndex, Langfuse, RAGAS, Python\. Need an AI Architect who ships? hello@mustafamasvi\.com

## Location

Greater Bengaluru Area

## AI stack

claude

hermes agent

langfuse

langgraph

ollama

openai

## Work experience

Technical Architect \(AI / GenAI\) at In Time Tec, Dec 2022 \- Present · 3 yrs 11 mos, Bangalore Urban, Karnataka, India, Chapter 3: Building an AI practice from the ground up\. When In Time Tec started its AI practice, I was one of the first people in the room\. Since then my job has shifted from "can we build this?" to "should we, and will it survive production?" What a typical week looks like: \- A call with sales, turning a vague "we want AI" into a problem worth solving \- Design reviews where I'm the one asking "how will we know it works?" \- Sketching agent graphs on a whiteboard with engineers, then helping them get unstuck \- Pushing for an eval before a feature, every single time The work spans agents, knowledge graphs, RAG and voice AI, for teams across Europe, the Middle East, Asia and Australia\.

Senior Software Engineer at Odessa, Oct 2019 \- Nov 2022 · 3 yrs 2 mos, Bangalore, Chapter 2: Learning that performance is a feature\. I worked on a lease\-management platform where a slow screen meant a frustrated finance team on the other end\. I spent three years profiling, rewriting SQL and building code analysers that caught bugs before review did, and it earned me a move into the core platform team\. This is where I stopped writing code that works and started writing code that lasts\.

Software Engineer at In Time Tec, Jul 2016 \- Oct 2019 · 3 yrs 4 mos, Bengaluru, Karnataka, India, Chapter 1: First job, first production bug\. C\# and ASP\.NET, REST APIs for client integrations, and the humbling discovery that "works on my machine" is not a deployment plan\.

## Education

Bachelor of Engineering \(BE\), Information Technology, Dayananda Sagar Academy Of Technology And Management, Bangalore

R\.V\. PU College

[View the original profile](https://tal.club/meet/mustafa-masvi)

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