readme_v2 = """
┌──────────────────────────────────────────────────────────────┐
│ Name : Jaaydeep Prajapati │
│ Role : AI Engineer & Deep Learning Architect │
│ Focus : Computer Vision · Production ML · Cloud AI │
│ Current : Building AI at Web Setu | B.Tech CSE │
│ Philosophy : "Build for scale from day one." │
└──────────────────────────────────────────────────────────────┘
I architect intelligent systems that operate at the edge of what's possible — from edge devices to enterprise datacenters.
╔══════════════════════════════════════════════════════════╗
║ TRINETRA — Neural Security Intelligence ║
╠══════════════════════════════════════════════════════════╣
║ ║
║ 📹 Input 🧠 Core 📊 Output ║
║ ├─ Multi-stream ├─ YOLO v8 ├─ Alerts ║
║ ├─ Preprocessing ├─ Custom CNN ├─ Logs ║
║ └─ Edge Opt. └─ Kalman Tracking └─ API ║
║ ║
║ Accuracy: 94% Latency: <50ms Streams: 8+ ║
║ Hardware: Jetson Nano → RTX 4090 ║
║ Live: 12+ Facilities | Production since Q3 2024 ║
║ ║
╚══════════════════════════════════════════════════════════╝
Stack: Python · PyTorch · YOLO v8 · FastAPI · OpenCV · Docker · AWS
Languages AI / ML Backend Frontend
───────── ─────── ─────── ─────────
Python ████████ PyTorch ████████ FastAPI ████████ React ██████
JS/TS ██████ TensorFlow ██████ Flask ██████ Vue.js █████
OpenCV ████████ Node.js ██████ Tailwind ██████
Cloud & DevOps Data Tools
────────────── ──── ─────
AWS ████████ PostgreSQL ██████ Git ████████
Docker ████████ Redis ██████ VS Code ████████
MongoDB ██████ ── Jupyter ██████
Linux ██████
| Project | What It Does | Stack |
|---|---|---|
| Neural Enhancement Engine | Super-resolution GANs — 40% clarity boost, real-time | PyTorch OpenCV FastAPI |
| Anomaly Detection NN | LSTM time-series — 99.2% precision for IoT monitoring | TensorFlow Python Docker |
| Real-Time Object Tracking | Kalman + Deep SORT at 60fps on edge | PyTorch OpenCV ONNX |
| Analytics Dashboard Pro | 1000+ concurrent users, WebSocket streaming | React FastAPI Redis |
| Microservices Framework | Production FastAPI kit with JWT, caching, DB optimization | FastAPI PostgreSQL Docker |
Q2 2025 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
│ ⚡ Transformer Optimization → 60% less latency
│ 🏗️ Production ML Systems → Serving + Monitoring
│ 🖼️ Scalable CV Pipelines → Distributed + Edge
│ 🌱 PyTorch Open Source → Ecosystem contributions
│ ✍️ Technical Writing → Systems & Architecture
└─────────────────────────────────────────────────────────
┌─────────────────┬────────────────────────────────────┬───────────────┐
│ Principle │ Definition │ Impact │
├─────────────────┼────────────────────────────────────┼───────────────┤
│ Problem-First │ Analyze deeply before any code │ Zero waste │
│ Depth > Breadth │ Master fundamentals, not trends │ Sustainable │
│ Production Mind │ Every line scales from day one │ No debt │
│ Continuous Evol. │ Field changes, so do I │ Always ahead │
│ Code = Comm. │ Write for humans first │ Easy maintain │
└─────────────────┴────────────────────────────────────┴───────────────┘
📧 jaaydeep.prajapati@gmail.com
💼 linkedin.com/in/jaaydeep-prajapati
🐦 twitter.com/jaaydeep_codes
🌐 jaaydeep.dev
📖 blog.jaaydeep.dev
Jaaydeep Prajapati — Architecting Intelligence
Last Updated: Q2 2025
with open("/mnt/agents/output/README.md", "w", encoding="utf-8") as f: f.write(readme_v2)
print("✅ README.md v2 saved!") print(f"📏 Total lines: {len(readme_v2.splitlines())}") print(f"🔤 Total characters: {len(readme_v2)}")