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DwitiThaker/README.md

๐Ÿ‘‹ Hi, I'm Dwiti Thaker

Typing SVG

๐Ÿ’ก AI Engineer focused on LLM systems, intelligent retrieval, and backend architectures


๐Ÿš€ About Me

const dwiti = {
    role: "AI / Backend Engineer",
    location: "Ahmedabad, India ๐Ÿ‡ฎ๐Ÿ‡ณ",
    university: "Indus University",

    interests: [
        "LLM Applications",
        "Retrieval Augmented Generation",
        "AI Agents",
        "Intelligent Backend Systems"
    ],

    currentlyBuilding: [
        "Smart Daily Target Generator",
        "Placement Hub (Collaborative)",
    ]
}

๐Ÿ’ญ I enjoy building systems where AI becomes part of real workflows, not just experiments.


๐Ÿ”ฅ Currently Building

๐ŸŽฏ Smart Daily Target Generator

๐Ÿ”— https://smart-daily-target-generator.netlify.app/

AI-powered backend system generating personalized UPSC study plans.

Key Features

  • Personalized daily targets
  • Weak topic detection
  • Performance-based prioritization
  • Time-aware scheduling
  • FastAPI backend architecture

Goal โ†’ Help students maintain consistent preparation discipline

๐Ÿ’ผ Placement Hub (Active Collaboration)

๐Ÿ”— https://github.com/Sharma-Manan/Placement-Hub

Platform helping students prepare for technical placements.

My Contributions

  • Backend development
  • Feature implementation
  • API logic
  • Git collaboration workflow

This project strengthened my team development experience.


๐Ÿง  AI Systems I Build

๐Ÿ”Ž Retrieval-Augmented Generation (RAG)

Pipeline Flow:

User Query
โ†’ Hybrid Retrieval (BM25 + Vector Search)
โ†’ Context Ranking
โ†’ LLM Reasoning
โ†’ Structured Response

๐Ÿค– AI Agent Workflow

Execution Loop:

Task
โ†’ LLM Planning
โ†’ Tool Usage
โ†’ Reflection
โ†’ Improved Output

โš™๏ธ Intelligent Backend Systems

Backend systems integrating:

  • AI models

  • APIs

  • analytics

  • automation workflows


๐Ÿ› ๏ธ Tech Arsenal

๐Ÿค– AI / Machine Learning

TensorFlow
PyTorch
Scikit-learn
LangChain
LangGraph

๐ŸŒ Backend / APIs

FastAPI

๐Ÿ’ป Languages

Python

๐Ÿงฐ Tools

PostgreSQL
Git


๐Ÿ† Featured Projects

๐Ÿง  Hybrid RAG Retrieval System

๐Ÿ”— https://github.com/DwitiThaker/RAG_for_DB

Hybrid Retrieval-Augmented Generation system combining:

  • FAISS vector search\
  • BM25 keyword ranking\
  • document embedding pipelines\
  • optimized context retrieval

๐Ÿ” Reflexion AI Agent

๐Ÿ”— https://github.com/DwitiThaker/reflexionAgent

Self-reflecting AI agent with iterative reasoning.

  • Reflexion reasoning loop\
  • LangGraph workflow\
  • self-correcting responses

๐Ÿ”Œ GitHub MCP Server

๐Ÿ”— https://github.com/DwitiThaker/github-mcp

Model Context Protocol integration enabling AI agents to interact with GitHub repositories.

๐Ÿ“… Calendar MCP Integration

๐Ÿ”— https://github.com/DwitiThaker/calendar-mcp

Calendar capability for AI systems using MCP tooling.

๐Ÿค– GitHub โ†’ LinkedIn Automation

๐Ÿ”— https://github.com/DwitiThaker/github-to-linkedin-n8n

n8n automation workflow publishing GitHub activity to LinkedIn.

๐Ÿ“ Anonymous Form Backend

๐Ÿ”— https://github.com/DwitiThaker/AnnonymousForm

FastAPI backend enabling secure anonymous messaging + email notifications.


๐Ÿงช AI Experiments

I enjoy exploring:

  • Hybrid retrieval pipelines\
  • AI agent architectures\
  • MCP tooling for AI systems\
  • AI automation workflows

๐Ÿ“Š GitHub Analytics


๐Ÿค Connect With Me

Gmail

LinkedIn

Portfolio


๐Ÿ’ญ Building intelligent systems where AI becomes an active collaborator.

Pinned Loading

  1. Sharma-Manan/Placement-Hub Sharma-Manan/Placement-Hub Public

    Python

  2. github-to-linkedin-n8n github-to-linkedin-n8n Public

    n8n workflow that automatically generates LinkedIn posts from GitHub repos using AI.

  3. RAG_for_DB RAG_for_DB Public

    Python

  4. reflexionAgent reflexionAgent Public

    Python