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Amruth011/README.md

Hey there 👋 I'm Amruth Kumar M

I'm an Agentic AI Engineer dedicated to building intelligent, autonomous systems that solve real-world problems. B.Tech Graduate in AI & Data Science from Reva University, Bengaluru (June 2026).

I architect multi-agent pipelines, autonomous workflows, and RAG systems — focused on shipping products that create measurable impact.

🎯 Currently focused on: Agentic AI · Multi-Agent Systems · Advanced RAG · LLM Infrastructure · Indic AI


🚀 Highlights & Impact

  • Lumina (Flagship): Multi-agent career platform — decode JDs, analyze & auto-rank up to 5 resumes, generate tailored resumes & cover letters, outreach messages, and skill roadmaps. Includes LuminaPlay: an autonomous job agent that opens application links, auto-fills forms, and submits on your behalf. Built with LangChain · LangGraph · Gemini 2.0 Flash · Supabase.
  • Kannada RAG Agent: RAG pipeline for a 346-page scanned Kannada novel — EasyOCR for text extraction, LangChain + ChromaDB for semantic retrieval, Sarvam AI TTS for audio responses.
  • Customer Churn & Retention ROI System: End-to-end ML system (XGBoost, AUC 0.9989) with SHAP explainability, an interactive Retention ROI simulator quantifying cost savings, and a production-ready Dockerized Streamlit dashboard.
  • Production Pipelines: Interned @ iStudio Technologies — built end-to-end Data Science & ML pipelines in production.

🔥 Stats & Performance

Amruth's GitHub Streak


🤖 Agentic AI Stack

Layer Tools & Frameworks
Orchestration LangChain · LangGraph · CrewAI · AutoGen
RAG & Retrieval Advanced RAG · Hybrid Search · Dense/Sparse Embeddings · Chunking Strategies
Protocols MCP (Model Context Protocol)
Automation FastAPI · Playwright · Self-Healing Agents
LLMs Gemini 2.0 Flash · GPT-4o · Llama 3
Memory / Vector DBs ChromaDB · Supabase · Pinecone · FAISS
Deployment Docker · Vercel · AWS · Azure

🛠 Full Tech Stack

  • Languages: Python · SQL
  • AI/ML & RAG: RAG / Advanced RAG · Agentic AI · Semantic Search · PyTorch · HuggingFace · LangChain · Scikit-Learn
  • Data: PySpark · Spark · Pandas · Production Pipelines
  • Full Stack: React · FastAPI · Supabase · Vercel
  • MLOps / DevOps: Docker · CI/CD · Git · AWS · Azure

🏅 Certifications

Salesforce Agentforce Specialist · DataCamp AI Engineer Associate · Oracle AI Fundamentals · IBM ML Professional Certificate · Google Advanced Data Analytics


🌐 Connect With Me

Actively seeking roles in Agentic AI Engineering, AI/ML Engineering, or Data Science in Bengaluru.

PortfolioLinkedInEmail


Lumina LuminaPlay Agentic AI

Pinned Loading

  1. customer-churn-prediction-retention-roi customer-churn-prediction-retention-roi Public

    🚀 End-to-end ML system: predict customer churn, explain with live SHAP, simulate retention actions & optimize ROI — 7-page live dashboard

    Jupyter Notebook 2

  2. kannada-rag-agent kannada-rag-agent Public

    A production-grade RAG system and neural voice assistant for low-resource Kannada literature ('Heli Hogu Kaarana'). It features BM25 + ChromaDB hybrid search with page-level routing, Gemini/Groq mo…

    Python 1

  3. lumina-project-220 lumina-project-220 Public

    TypeScript