---
title: "swaroop Itkikar - Research Intern in Wardha | Tal"
description: "Meet swaroop Itkikar, Attended Indian Institute of Technology, Roorkee based in Wardha. AI stack includes claude code, claude, and gemini. Explore public work links including github."
image: "https://tal.club/meet/swaroop-itkikar/share-image"
---

# swaroop Itkikar on Tal

## Headline

Attended Indian Institute of Technology, Roorkee

## Location

Wardha

## AI stack

claude code

claude

gemini

hugging face

langchain

langgraph

## Work experience

Research Intern at Prof\. Jitin Singla, IITR, Oct 2025 \- Present · 1 yr 1 mo, Conducted a comprehensive benchmarking study of open\-source and proprietary large language models for Sanskrit–English machine translation using metrics such as BLEU, ChrF\+\+, METEOR, TER, and BERTScore\. Demonstrated fine\-tuning improves in\-domain accuracy but significantly degrades out\-of\-domain generalization underscoring data scarcity and robustness limitations in classical language NLP\.

Artificial Intelligence Engineer at Abhiyantrik\.ai, May 2025 \- Jul 2025 · 3 mos, Architected an agentic Text\-to\-SQL pipeline, achieving 92% accuracy on complex query generation tasks at production scale\. Optimized dynamic metadata retrieval, reducing LLM costs by 50% while achieving 0\.75 precision/recall scores overall\. Built multi\-layer SQL guardrails and a verification agent, reducing erroneous SQL generation by 95%\+ through validation\. Engineered a saved\-query agent with semantic caching, improving response latency by 70% for recurring user requests\.

## Education

Bachelor of Technology \- BTech, Metallurgical Engineering, Indian Institute of Technology, Roorkee

## Public links

- github: https://github\.com/theobviousJOKE

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

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Person",
      "@id": "https://tal.club/meet/swaroop-itkikar#person",
      "name": "swaroop Itkikar",
      "url": "https://tal.club/meet/swaroop-itkikar",
      "image": "https://tal.club/meet/swaroop-itkikar/profile-photo.jpg",
      "description": "Meet swaroop Itkikar, Attended Indian Institute of Technology, Roorkee based in Wardha. AI stack includes claude code, claude, and gemini. Explore public work links including github.",
      "jobTitle": "Research Intern",
      "worksFor": {
        "@type": "Organization",
        "name": "Prof. Jitin Singla, IITR"
      },
      "hasOccupation": {
        "@type": "Occupation",
        "name": "Research Intern"
      },
      "homeLocation": {
        "@type": "Place",
        "name": "Wardha"
      },
      "alumniOf": [
        {
          "@type": "EducationalOrganization",
          "name": "Indian Institute of Technology, Roorkee"
        }
      ],
      "knowsAbout": [
        "claude code",
        "claude",
        "gemini",
        "hugging face",
        "langchain",
        "langgraph"
      ],
      "sameAs": [
        "https://github.com/theobviousJOKE"
      ],
      "mainEntityOfPage": {
        "@id": "https://tal.club/meet/swaroop-itkikar#webpage"
      }
    },
    {
      "@type": "ProfilePage",
      "@id": "https://tal.club/meet/swaroop-itkikar#webpage",
      "url": "https://tal.club/meet/swaroop-itkikar",
      "name": "swaroop Itkikar on Tal",
      "description": "Meet swaroop Itkikar, Attended Indian Institute of Technology, Roorkee based in Wardha. AI stack includes claude code, claude, and gemini. Explore public work links including github.",
      "dateModified": "2026-10-15T13:39:50.984Z",
      "isPartOf": {
        "@id": "https://tal.club/#website"
      },
      "mainEntity": {
        "@id": "https://tal.club/meet/swaroop-itkikar#person"
      },
      "primaryImageOfPage": {
        "@type": "ImageObject",
        "url": "https://tal.club/meet/swaroop-itkikar/profile-photo.jpg",
        "contentUrl": "https://tal.club/meet/swaroop-itkikar/profile-photo.jpg",
        "caption": "swaroop Itkikar profile photo on Tal"
      },
      "inLanguage": "en-IN"
    }
  ]
}
```