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saketbyte/README.md

Hi πŸ‘‹, I'm Samriddh Singh

AI Engineer | Generative AI | Agentic AI | GraphRAG | LangGraph | Full Stack Developer

Building production-grade AI systems, enterprise applications, and scalable software solutions.

πŸ“« Connect With Me

Email β€’ LinkedIn β€’ GitHub β€’

saketbyte


πŸš€ About Me

  • πŸ€– AI Engineer working on Generative AI, Agentic AI, GraphRAG, LangGraph and Enterprise AI Systems
  • 🏒 Currently working as Software Developer | AI Engineer at Tata Consultancy Services (TCS Research)
  • 🧠 Building intelligent systems using Microsoft GraphRAG, LangGraph, FastAPI, Milvus, Mem0, RAGAS and MCP
  • ⚑ Experienced in developing scalable Full Stack Applications using ReactJS, NodeJS, FastAPI and SQL/MongoDB
  • πŸ“š Passionate about AI research, software architecture, distributed systems and deep learning
  • ✍️ Writer, guitarist and psychology enthusiast
  • 🌍 Open to exciting opportunities in AI Engineering, Generative AI, Software Development and Full Stack Engineering

πŸ” Keywords

AI Engineer β€’ Generative AI β€’ Agentic AI β€’ AI Agents β€’ GraphRAG β€’ LangGraph β€’ Retrieval-Augmented Generation (RAG) β€’ LLM Applications β€’ Large Language Models β€’ Knowledge Graphs β€’ FastAPI β€’ Azure AI β€’ Vector Databases β€’ Milvus β€’ Mem0 β€’ RAGAS β€’ MCP β€’ Python β€’ ReactJS β€’ NodeJS β€’ Full Stack Development


πŸ’Ό Professional Experience

Tata Consultancy Services (TCS Research)

Software Developer | AI Engineer

September 2023 – Present

🧠 Enterprise AI Systems

  • Reverse engineered and replicated NotebookLM-style workflows involving 50+ APIs
  • Designed cost-efficient retrieval strategies using embeddings and RAG evaluation frameworks
  • Migrated and optimized enterprise-scale Microsoft GraphRAG pipelines
  • Reduced GraphRAG execution latency by 50% (12 hours β†’ 5-6 hours)
  • Integrated Mem0 + Milvus for persistent AI memory architectures
  • Built reusable Dify plugins for enterprise AI workflows
  • Worked extensively with:
    • GraphRAG
    • LangGraph
    • RAGAS
    • FastAPI
    • Azure AI
    • Vector Databases
    • Knowledge Graphs

βš™οΈ Legacy Application Modernization

  • Migrated 25+ PowerBuilder screens to ReactJS architecture
  • Integrated 50+ REST APIs
  • Implemented Azure AD authentication and RBAC
  • Developed large file upload capabilities supporting 2GB+ files
  • Built CSV/Excel bulk update and export solutions
  • Improved operational workflows resulting in 80% reduction in process time

πŸ“Š Full Stack Dashboard Platform

  • Developed ReactJS + NodeJS dashboard applications
  • Implemented SQL integrations and reporting solutions
  • Hosted applications using PM2
  • Streamlined manual business processes through automation and data visibility

πŸ”¬ Research Experience

Indian Academy of Sciences @ IIT Gandhinagar

Summer Research Fellow

May 2022 – July 2022

  • Developed optimization algorithms for In-Memory Computing architectures
  • Implemented and evaluated CNN mapping strategies using Python
  • Built and tested top CNN architectures from scratch
  • Conducted 225+ simulations
  • Demonstrated 8x improvement in computational efficiency
  • Worked with:
    • Python
    • Intel CACTI
    • Matplotlib
    • Deep Learning
    • Computer Architecture

πŸ› οΈ Tech Stack

Programming Languages

Python JavaScript C++ SQL


AI & Machine Learning

PyTorch GraphRAG LangGraph Milvus RAGAS Mem0


Backend Development

FastAPI NodeJS ExpressJS


Frontend Development

React Redux TailwindCSS


Databases & Infrastructure

MongoDB SQL Azure


✍️ Writing & Interests

  • Psychology
  • Books & Research
  • Poetry
  • Music & Guitar
  • Technology Blogging

πŸ“ Blog: https://thoughtb.wordpress.com/


Building AI systems that bridge research, engineering and real-world impact.

Pinned Loading

  1. frontend-mentor-projects frontend-mentor-projects Public

    The repository contains practise projects from the FrontendMentor website.

    CSS

  2. react-projects react-projects Public

    Some react projects

    JavaScript

  3. GAN_CNN GAN_CNN Public

    Implementation of 2 Neural Networks, working adversarial to extend the dataset they are trained on. Here: Anime faces for example. The focus is on the implementation and tackling the problems faced…

    Python

  4. NST-VGG NST-VGG Public

    A project based on CNN

    Jupyter Notebook

  5. AnnotatedPapers AnnotatedPapers Public

    Here I share annotated researchpapers with fully implemented code on simple problems to provide others with a use-case or further advancements in the same,

    Jupyter Notebook

  6. JavaPractise JavaPractise Public

    Learning Java Core, Swing and Spring eventually by making projects.

    Java