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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.

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🚀 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

LangChainLangGraphRAGMCPHugging FaceOpenAIPyTorchTensorFlowscikit-learn

Automation & Web

n8nPlaywrightSeleniumWebGPU / WebLLMBeautifulSoup

Languages

PythonTypeScriptJavaScriptSQLC++

Backend & Data

FastAPIPostgreSQLMongoDBPandasNumPy

Cloud & DevOps

AWSGCPDockerGitGitHub Actions


📌 Featured Projects

ProjectWhat it doesStack
ScrapeWizardAI-powered CLI that generates self-healing Playwright scrapers + a UI/UX test-automation studioPython · FastAPI · Playwright
rag-feedback-loopA feedback-learning retrieval layer that boosts useful chunks and decays stale onesPython · FastAPI · Sentence-Transformers
udemy-transcript-extractorPrivacy-first Chrome extension that batch-extracts course transcripts in RAG-ready formatsTypeScript · Chrome MV3
WebLLM Document ReaderOn-device document Q&A running LLMs entirely in the browser via WebGPUTypeScript · WebLLM

📊 GitHub Stats

GitHub statsTop languages

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  1. ScrapeWizardScrapeWizardPublic

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

    Python 35 2

  2. udemy-transcript-extractorudemy-transcript-extractorPublic

    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 20 7

  3. redactkitredactkitPublic

    JavaScript 1

  4. retrieval-reputation-layerretrieval-reputation-layerPublic

    Python 1