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Pratyush426/README.md

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"I don't configure systems — I design them to think for themselves."


⚡ About Me

const pratyush = {
  role       : "Full-Stack Engineer & AI Systems Architect",
  obsession  : "Building AI systems that shouldn't exist yet",
  approach   : ["Architecture first", "Async by default", "Type-safe everywhere"],
  currently  : ["Multi-agent reasoning patterns", "LLM evaluation frameworks",
                 "Real-time streaming architectures"],
  superpower : "Turning ambiguous problems into shipped products",
  openTo     : ["SWE roles", "AI/LLM system design", "Interesting collaborations"]
};

🚀 Featured Projects

🐝 ClawSwarm AI

Novel Multi-Agent Framework with Emergent Role Specialization

Live Demo Source

Solves the hardcoded-role problem in CrewAI, AutoGen & LangGraph. Agents start identical and organically evolve into Researchers, Coders, or Critics through competitive performance — no config needed.

🔬 Key Innovations

  • 6-dimensional EMA skill vectors for continuous role tracking
  • Epsilon-greedy router (80/20 exploit-explore balance)
  • 2-second heartbeat fault tolerance
  • LLM-as-Judge scoring pipeline
  • Live D3.js swarm visualization

Stack: Python FastAPI Redis Claude Groq React D3.js Docker

📊 NexusAI

AI-Powered Job Application Tracking System

Live Demo Source

Replaces scattered emails and spreadsheets with Gmail OAuth sync + an AI pipeline that extracts, classifies, and visualizes your job search — automatically.

🔬 Key Innovations

  • Async BullMQ workers for non-blocking LLM inference
  • Hybrid RegEx + Gemini 1.5 classification engine
  • Real-time Recharts analytics dashboard
  • JSON-native end-to-end pipeline

Stack: React 18 TypeScript Node.js BullMQ Redis MongoDB Gemini 1.5 Groq

🔐 Pramanik AI

RAG-Powered SOC 2 Compliance Engine

Source

Makes SOC 2 compliance self-serve for SaaS startups — a multi-modal RAG system with 7 specialized operating modes guiding teams through the entire compliance lifecycle.

7 Modes: Gap Analysis · Policy Generator · Ghost Audit · Vendor Inheritance · Breach Playbook · PathFinder · Compliance Chatbot

🔬 Key Innovations

  • Multi-provider failover: Deepseek → Bedrock → Groq
  • Custom CES risk vectorization algorithm
  • SOC 2 × ISO 27001 × HIPAA crosswalk engine

Stack: Python FastAPI AWS Bedrock Deepseek Groq Supabase React Pydantic v2

🩺 HealTrip

AI-Powered Medical Tourism Platform (Microservices)

Source

End-to-end medical tourism — symptom diagnosis → hospital booking → flights → hotels → automated visa letter generation. Three independent ML engines behind a Node.js gateway.

🔬 Key Innovations

  • Medical PDF NLP for specialty detection
  • Persistent HealAI session memory across 6-step wizard
  • Automated multi-country visa letter generation
  • Dual checkout: Stripe + Razorpay

Stack: React 19 Node.js FastAPI scikit-learn MongoDB Groq OpenAI Stripe Docker


📦 More Builds

Project What it does Stack
🐛 BetterFeedback AI feedback analyzer — categorizes Bugs / Features / Pain Points with Gemini sentiment scoring. 22 tests in ~0.14s Python Flask Pydantic v2 React SQLite
⚙️ text_to_verilog Natural language → hardware description language (HDL) via LLM Python LLM
🔍 research-qa Intelligent document Q&A with semantic search Python RAG NLP
🌐 Portfolio Personal site with scroll animations React Framer Motion

🛠️ Tech Arsenal

Languages

Python TypeScript JavaScript

Frontend

React Next.js Tailwind D3.js Three.js Framer Motion

Backend & Infrastructure

FastAPI Node.js Redis Docker

Databases

MongoDB PostgreSQL Supabase

AI / ML

Claude Gemini AWS Bedrock Groq scikit-learn


📊 GitHub Stats




🧠 Engineering Principles

Principle How I Practice It
🏗️ Architecture First Design for scale, fault tolerance, and vendor flexibility before writing line one
Async by Default Background queues (BullMQ/Redis), WebSockets, non-blocking pipelines everywhere
Testing is a Feature Automated from day one — never retrofitted as an afterthought
🔒 Type Safety Everywhere TypeScript end-to-end + Pydantic v2 on all Python services
🔌 Vendor Flexibility Swappable AI providers with automatic failover — zero hard lock-ins
🚢 Ship and Iterate Real products deployed to real users, then refined with data

🌱 Currently Exploring

explorations = {
    "🤖 AI":       "Multi-agent reasoning patterns & advanced LLM orchestration",
    "📡 Systems":  "Real-time streaming architectures & event-driven pipelines",
    "🔐 Security": "Auth patterns, zero-trust design & compliance automation",
    "🧪 Evals":    "Evaluation frameworks for LLM output quality at scale",
}

🏆 GitHub Trophies


📬 Let's Connect


Portfolio    GitHub


Open to SWE roles · AI/LLM system design discussions · Interesting collaborations


Pinned Loading

  1. NexusAI NexusAI Public

    TypeScript 1

  2. HealTrip HealTrip Public

    JavaScript 1

  3. pramanik pramanik Public

    JavaScript 1

  4. research-qa research-qa Public

    Python 1