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SimranShaikh20/README.md

Wave Hi, I'm Simran Shaikh Profile views

🤖 Generative AI & ML Engineer · Multi-Agent Systems · RAG Pipelines · LLM Orchestration


🧠 Who I Am — In 30 Seconds

🎯 Role        →  Generative AI & ML Engineer (Open to AI/ML · GenAI · Automation roles)
📍 Location    →  Pune, India (Remote-friendly)
🎓 Education   →  B.E. Computer Science, MSU Vadodara — CGPA 8.24
🏆 Wins        →  3× Hackathon Winner (Global Agent Hackathon · Agentic Postgres · IIT Bombay)
⚡ Superpower  →  Building multi-agent LLM systems that ship to production, not just demos
🔬 Research    →  Published 12-class industrial defect dataset on Kaggle (ORCID registered)
🌍 Open Source →  Top 5% of 7,000+ contributors globally — GSSoC Extended 2024

🚀 What I Build

Production-grade AI systems — multi-agent orchestration, RAG pipelines, LLM integrations, and computer vision models that operate under real constraints.

Domain What I've Shipped
🤖 Agentic AI 6-agent parallel research system · 4-agent code review platform · conversational deployment agent
🔍 RAG & LLM Semantic retrieval pipelines · dynamic prompt engineering · structured output agents
👁️ Computer Vision Industrial defect detection (ResNet + EfficientNet, 90%+ acc) · autoencoder anomaly detection
⚙️ Automation n8n · Zapier · MCP · webhook-driven event pipelines · REST API chaining
📊 Data ETL pipelines · 100K+ record scraping at scale · CI/CD-scheduled workflows

🏅 Honors & Recognition

🏆 Award Details
🥇 Global Agent Hackathon — 1st Place Agentic LLM system competing globally
🥇 Agentic PostgreSQL Challenge — 1st Place Hosted by TigerDB & DEV Community
🥈 Bhashathon — IIT Bombay — 2nd Place NLP & language AI competition
🥇 1st Rank — GTU Diploma Academic Excellence Certificate
🥈 ACPC Gujarat State Rank: 7th GTU affiliated competitive programming
GSSoC Extended — Top 5% of 7,000+ Pull Shark ×2 · Quickdraw · Starstruck
🎓 Gen AI Academy Certification Google Cloud & Hack2Skill
🔬 Published Kaggle Dataset (ORCID) 12-class casting defect detection benchmark

🔥 Featured Projects

🧠 MindMesh AI — 6-Agent Parallel Research System

React TypeScript Gemini 2.5 Flash/Pro Supabase Edge Functions

Two-phase parallel LLM architecture: Phase 1 runs Research + Pro/Con Advocate agents via Gemini 2.5 Flash; Phase 2 runs Bias Checker + Fact Verifier via Gemini 2.5 Pro; Synthesizer delivers confidence-scored output with real-time streaming. 3–5s analysis vs 20s+ sequential · 🌐 Live Demo


🤖 Multi-Agent Code Review System — 🥇 Hackathon Winner

TypeScript React PostgreSQL TigerDB LLM Agents

4 specialised AI agents (Quality · Security · Performance · Docs) running in parallel with human-in-the-loop review gates via TigerDB zero-copy forks. 4× faster analysis (40s → 10s), zero storage overhead. 1st place — Agentic PostgreSQL Challenge


🔍 SEO InsightHub — Production GenAI Agent ⭐ 20 Stars

Python Agno Groq LLM FireCrawl Exa API Streamlit

Autonomous SEO audit agent that crawls sites, runs RAG-powered technical audits, keyword gap analysis, and competitor benchmarking — delivering GDPR-compliant dashboards. +20% client organic performance. 🌐 Live Demo


Python PyTorch OpenCV ResNet-50 EfficientNet-B3 NumPy

End-to-end defect detection system: 500+ images/min · ResNet-50 + EfficientNet-B3 ensemble · MixUp/CutMix augmentation · Test-Time Augmentation · 90%+ accuracy across 12 defect classes · training data expanded .


Python LangChain FAISS Groq LLM Scrapy Streamlit

Agentic pipeline: scrapes job listings → embeds portfolio into FAISS vector store → RAG + dynamic prompt engineering → hyper-personalised cold emails. +25% recruiter response rate.


🤝 Support Agent Automation

Zapier WhatsApp API LLM n8n

End-to-end WhatsApp automation agent handling student queries autonomously — no human in the loop for routine support flows. FAQ resolution · escalation routing · session management.


TypeScript n8n Mixtral Webhook

n8n + Mixtral workflow for automated professional LinkedIn post generation — prompt in, polished SEO-optimised content out.


🧠 Technical Skills

🤖 Generative AI & LLM

LangChain LangGraph LlamaIndex Agno RAG Multi-Agent Prompt Engineering Function Calling Structured Outputs Fine-Tuning

🔌 LLM APIs & Models

OpenAI Claude Gemini Groq LLaMA Mixtral HuggingFace

🗄️ Vector Stores & Embeddings

FAISS Pinecone ChromaDB Supabase

🧪 ML & Deep Learning

PyTorch TensorFlow OpenCV ResNet EfficientNet CNN/RNN Autoencoders

⚙️ Automation & Integration

n8n Zapier MCP Webhook REST APIs Docker CI/CD

💻 Programming & Databases

Python TypeScript JavaScript SQL PostgreSQL MongoDB FastAPI Streamlit React Google Cloud


💼 Experience

🏭 AI / ML Intern — Atlas Copco (Jan 2026 – Present) · Pune, On-site

  • LLM Automation: Built a Python CLI agent chaining 10+ REST APIs (Azure AD OAuth2) using function-calling patterns, replacing a 15-step manual workflow with one command — 80% faster onboarding
  • Computer Vision: Implemented ResNet transfer learning + autoencoder anomaly detection in PyTorch — 90%+ accuracy, feature dimensionality reduced 65%
  • Data Pipeline: Processed 10,000+ industrial images through automated augmentation pipelines; expanded training data , improved model accuracy 15% across 5 product categories

🕷️ Web Scraping & Automation Intern — Keshav Encon (Jun 2024 – Feb 2025) · Remote

  • Built 5+ event-driven scraping pipelines (Scrapy · BeautifulSoup · Pandas) processing 100,000+ records
  • Docker-containerised CI/CD-scheduled workflows → 60% reduction in manual collection, 10+ hrs/week saved
  • Integrated REST APIs with XPath/CSS parsing and fault-tolerant retry middleware

🌍 Open Source Contributor — GSSoC Extended (Oct – Nov 2024) · Remote

  • Top 5% of 7,000+ contributors globally · Pull Shark ×2 · Quickdraw · Starstruck achievements
  • Merged 20+ PRs across LLM tooling and agent framework repositories
  • Reviewed 30+ peer PRs, mentoring contributors and reducing review cycle time 25%

📊 GitHub Analytics


🔬 Publications & Datasets

📦 12-Class Casting Defect Detection Dataset — Kaggle

The only publicly available multi-class extension of the binary casting defect benchmark. Paired with a ResNet-50 + EfficientNet-B3 ensemble using MixUp/CutMix augmentation and TTA — 90%+ accuracy across all 12 defect classes. ORCID: 0009-0002-2854-8468


GitHub contribution snake

Open to AI/ML · Generative AI · AI Automation · LLM Engineering roles · India & Remote

Pinned Loading

  1. AI-Powered-Grammar-Spell-Checker AI-Powered-Grammar-Spell-Checker Public

    AI Grammar Fix is an AI-powered grammar and spell checker that ensures flawless writing by correcting errors in English and Hindi. Built with Groq's Mixtral-8x7b-32768 model and Streamlit, it deliv…

    Python 2

  2. SEO-InsightHub-Powered-by-Agno-AI-Agent-Framework SEO-InsightHub-Powered-by-Agno-AI-Agent-Framework Public

    ⚡ Stop guessing with your SEO strategy. Our AI-powered platform 🤖 delivers comprehensive audits 📊, competitive analysis 🎯, and prioritized action plans that increase organic traffic by 25-40% withi…

    Python 20 6

  3. LinkedIn-Content-Generator LinkedIn-Content-Generator Public

    TypeScript 1

  4. MindMesh-AI MindMesh-AI Public

    TypeScript 2 1

  5. Multi-Agent-Code-Review-System Multi-Agent-Code-Review-System Public

    TypeScript 2

  6. Social-Media-Manager Social-Media-Manager Public

    TypeScript