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pras-ops/README.md

Hi 👋, I'm Prashant Jacob

Applied AI & Automation Engineer · LLM Agents · RAG · On-Device AI

I build applied-AI and automation systems that solve real problems — LLM agents, RAG pipelines, and privacy-first, on-device AI. Currently an AI Automation Engineer shipping GenAI workflows in production.

LinkedIn Portfolio Email Profile views

🚀 About Me

  • 🔭 Building applied AI & automation systems — LLM agents, RAG pipelines, and on-device / WebGPU AI
  • ⚙️ Currently an AI Automation Engineer working with n8n, MCP servers, and GenAI creative pipelines
  • 🌱 Exploring agentic architectures, local LLM inference, and privacy-first AI
  • 💬 Ask me about LLMs, RAG, AI agents, Python automation, and web scraping at scale
  • 🌐 Portfolio

🛠️ Tech Stack

AI / GenAI

LangChain LangGraph RAG MCP Hugging Face OpenAI PyTorch TensorFlow scikit-learn

Automation & Web

n8n Playwright Selenium WebGPU / WebLLM BeautifulSoup

Languages

Python TypeScript JavaScript SQL C++

Backend & Data

FastAPI PostgreSQL MongoDB Pandas NumPy

Cloud & DevOps

AWS GCP Docker Git GitHub Actions

📌 Featured Projects

Project What it does Stack
ScrapeWizard ⭐ AI-powered CLI that generates self-healing Playwright scrapers + a UI/UX test-automation studio Python · FastAPI · Playwright
rag-feedback-loop A feedback-learning retrieval layer that boosts useful chunks and decays stale ones Python · FastAPI · Sentence-Transformers
udemy-transcript-extractor Privacy-first Chrome extension that batch-extracts course transcripts in RAG-ready formats TypeScript · Chrome MV3
WebLLM Document Reader On-device document Q&A running LLMs entirely in the browser via WebGPU TypeScript · WebLLM

📊 GitHub Stats

GitHub stats Top languages

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  1. ScrapeWizard ScrapeWizard Public

    AI-powered CLI that analyzes websites and generates real Playwright web scrapers with built-in data quality checks

    Python 34 2

  2. udemy-transcript-extractor udemy-transcript-extractor Public

    A browser extension to automatically extract and batch-copy transcripts from Udemy videos. Perfect for students and learners who use note-taking apps like NotebookLM.

    TypeScript 12 4

  3. Local_processing_llm Local_processing_llm Public

    JavaScript 1

  4. rag-feedback-loop rag-feedback-loop Public

    Python 1