---
title: "Tanish Saroj - SIH 2025 National Winner · Building LLMOps Infrastructure · Prompt Ops · Eval Pipelines · Agentic Systems · Mumbai | Tal"
description: "Meet Tanish Saroj, SIH 2025 National Winner · Building LLMOps Infrastructure · Prompt Ops · Eval Pipelines · Agentic Systems · Mumbai based in Mumbai."
image: "https://tal.club/meet/tanish-saroj/share-image"
---

# Tanish Saroj on Tal

## Headline

SIH 2025 National Winner · Building LLMOps Infrastructure · Prompt Ops · Eval Pipelines · Agentic Systems · Mumbai

## About

I build AI systems that are skeptical of themselves\. Most of my projects start from a real frustration with how LLM\-based systems fail silently — RAG that hallucinates confidently, agents that loop without learning, pipelines with no quality gate\. I build the layer that catches those failures before they matter\. Recent work: a Corrective RAG system that routes queries through a 3\-verdict confidence engine before ever touching the LLM \(K\-State\); a multi\-agent research pipeline with an automated review\-retry loop that won't ship output scoring below 7/10 \(Research Paper Analyser\); and Chronicle, a prompt version control platform with a Pareto frontier eval engine that tells you exactly what accuracy you're buying at what cost\. I won Smart India Hackathon 2025 \(1st nationwide\) for SimAstra — a decentralized Hunter\-Killer drone swarm system built for Bharat Electronics Limited\. No central controller, communication\-denied environments, 100\+ simulated combat scenarios\. My stack centers on Python, LangChain, LangGraph, CrewAI, FastAPI, and Groq\. I care a lot about LLMOps — versioning, eval, observability, and the gap between a demo that works and a system that holds up\. Currently finishing my BE in Computer Science at Theem College of Engineering \(May 2026\) and actively looking for AI/ML or backend engineering roles where the problems are hard and the bar for "it works" is high\. If you're building something real with LLMs or agents — let's talk\.

## Location

Mumbai

## Education

Bachelor of Engineering, University of Mumbai

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

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