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SimranShaikh20/README.md

Wave Hi, I'm Simran ShaikhProfile 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.

DomainWhat I've Shipped
🤖 Agentic AI6-agent parallel research system · 4-agent code review platform · conversational deployment agent
🔍 RAG & LLMSemantic retrieval pipelines · dynamic prompt engineering · structured output agents
👁️ Computer VisionIndustrial defect detection (ResNet + EfficientNet, 90%+ acc) · autoencoder anomaly detection
⚙️ Automationn8n · Zapier · MCP · webhook-driven event pipelines · REST API chaining
📊 DataETL pipelines · 100K+ record scraping at scale · CI/CD-scheduled workflows

🏅 Honors & Recognition

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

🔥 Featured Projects

🧠 MindMesh AI — 6-Agent Parallel Research System

ReactTypeScriptGemini 2.5 Flash/ProSupabase 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

TypeScriptReactPostgreSQLTigerDBLLM 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

PythonAgnoGroq LLMFireCrawlExa APIStreamlit

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


PythonPyTorchOpenCVResNet-50EfficientNet-B3NumPy

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 .


PythonLangChainFAISSGroq LLMScrapyStreamlit

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

ZapierWhatsApp APILLMn8n

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.


TypeScriptn8nMixtralWebhook

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


🧠 Technical Skills

🤖 Generative AI & LLM

LangChainLangGraphLlamaIndexAgnoRAGMulti-AgentPrompt EngineeringFunction CallingStructured OutputsFine-Tuning

🔌 LLM APIs & Models

OpenAIClaudeGeminiGroqLLaMAMixtralHuggingFace

🗄️ Vector Stores & Embeddings

FAISSPineconeChromaDBSupabase

🧪 ML & Deep Learning

PyTorchTensorFlowOpenCVResNetEfficientNetCNN/RNNAutoencoders

⚙️ Automation & Integration

n8nZapierMCPWebhookREST APIsDockerCI/CD

💻 Programming & Databases

PythonTypeScriptJavaScriptSQLPostgreSQLMongoDBFastAPIStreamlitReactGoogle 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-CheckerAI-Powered-Grammar-Spell-CheckerPublic

    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-FrameworkSEO-InsightHub-Powered-by-Agno-AI-Agent-FrameworkPublic

    ⚡ 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 22 8

  3. LinkedIn-Content-GeneratorLinkedIn-Content-GeneratorPublic

    TypeScript 1

  4. MindMesh-AIMindMesh-AIPublic

    TypeScript 2 1

  5. Multi-Agent-Code-Review-SystemMulti-Agent-Code-Review-SystemPublic

    TypeScript 2

  6. Social-Media-ManagerSocial-Media-ManagerPublic

    TypeScript