---

⚡ whoami

pravin = {
    "role"      : "AI/ML Engineer & Founder",
    "company"   : "INFINEURONITY  ∞  (Google Play)",
    "focus"     : [
        "GraphRAG · Knowledge Graphs",
        "Agentic LLM Systems",
        "Semantic Retrieval",
    ],
    "shipped"   : "1,000+ Android users · 2 PyPI libs",
    "stack"     : "Python · LangChain · FAISS · n8n · Gemini",
    "location"  : "Chennai, India 🇮🇳",
    "motto"     : "If it can't run at 50MB, engineer it until it can.",
}

---

---

⚡ Tech Arsenal

〔 Core Engineering 〕

〔 ML · GenAI · Agentic Systems 〕

---

∞ Flagship Builds

🧠 INFINEURONITY — Personal Memory AI GraphRAG · FAISS · 4-bit Quantization · Android Production AI memory engine live on Google Play. Processes Notes & PDFs via graph-structured RAG, retrieves context in 200ms within a tight 50MB on-device budget using sentence-transformers + quantized LLMs.	🔒 Guardian UPI — Fraud Detection AI ML · Flask · Real-time API · 96% Precision Deployed a production fraud detection API that processes live UPI transactions in real time. Built with scikit-learn + Flask, serving inference with 96% precision. Internship project turned live product.
🤖 AGIE — Agentic Growth Intelligence Engine Gemini · n8n · Multi-step LLM Agents Fully autonomous content pipeline: scrapes trends → LLM drafts SEO LinkedIn posts + YouTube scripts → auto-publishes. Zero human in the loop. Cuts content production by 80%.	✋ HumanIO — Gestured Bionic Hand OpenCV · MediaPipe · Serial Communication Real-time gesture recognition on 21-point hand landmarks achieving 94% accuracy at 30 FPS on CPU-only hardware — translating gestures into serial commands controlling a bionic hand prototype.
📦 mrpravin — One-Line AutoML (PyPI) AutoML · Scikit-learn · Pydantic pip install mrpravin — raw CSV in, deployment-ready model out. Auto-cleans, encodes, scales, cross-validates, and serializes — all in a single function call.	📚 Think-Python-In-Tanglish — Python Book Open-Source Education · Tamil + English Authored a Python learning book in Tanglish (Tamil + English) to lower the barrier to programming for Tamil-speaking learners. 300+ copies distributed — democratizing CS education.

---

📈 Contribution Activity

---

🐍 Contribution Snake

---

📊 By The Numbers

╔═══════════════════════════════════════════════════════════════════════╗
║                                                                       ║
║   📱   1,000+    Android production users  (INFINEURONITY)            ║
║   📦       2     Published PyPI libraries                             ║
║   ⚡   200 ms    On-device RAG retrieval latency                      ║
║   💾    50 MB    Mobile memory budget for full ML pipeline            ║
║   🔒     96 %    UPI fraud detection precision  (live in prod)        ║
║   🎯     94 %    Real-time gesture recognition accuracy               ║
║   🏃    30 FPS   CV inference on CPU-only hardware                    ║
║   📝     80 %    Content creation time saved via AGIE                 ║
║   📚    300+     Tamil learners reached via Think-Python-In-Tanglish  ║
║   📈  1,047      GitHub contributions in 2025                         ║
║                                                                       ║
╚═══════════════════════════════════════════════════════════════════════╝

---

🏆 Certifications & Achievements

Credential	Issuer	Verify
Data Analytics Professional	Meta · Coursera	✅ Certificate
Data Science, AI & Development	IBM · Coursera	✅ Certificate
Claude Code in Action	Anthropic · Skilljar	✅ Certificate
ML Internship	DLK Software Solutions	🔗 Live Project
Python Developer Internship	Ability Coding	STU-241020-462987

---

"Every millisecond shaved, every megabyte saved — that's the craft."