🧠 Senior AI Engineer | API Integration | Full Stack

Machine Learning • Generative AI • Agents • LLM Engineering • Blockchain Development • Scalable Systems

👋 About

I build production-grade AI and blockchain systems that transform data, intelligent models, and decentralized technologies into reliable software platforms.

My work focuses on machine learning, generative AI, LLM-powered applications, and Web3 development, helping organizations create intelligent products and decentralized applications that automate workflows and generate valuable insights. I approach both AI and blockchain development as engineering disciplines, emphasizing scalable architecture, reproducible pipelines, and secure smart contract design.

Key principles I follow: • scalable system architecture • maintainable AI pipelines • secure smart contract development • reliable production deployment • clean and readable code

🚀 Core Expertise

🤖 Machine Learning

• Supervised & unsupervised learning • Predictive analytics • Model evaluation & optimization

🧠 Deep Learning & LLM Systems

• Neural networks • Natural language processing • Transformer architectures • LLM-powered applications

⚡ Modern AI Systems

• Retrieval-Augmented Generation (RAG) • Embedding models & vector search • AI automation agents • AI-powered platforms

🔗 Blockchain & Web3 Development

• Smart contract development • Decentralized applications (dApps) • Web3 integrations • Blockchain-based automation

Technologies frequently used: PyTorch • scikit-learn • LangChain • LlamaIndex • Solidity • Web3.js

🛠 Technology Stack

AI • Machine Learning • LLM Systems • Blockchain • Web3 • Smart Contracts

🏗 Systems I Build

📚 AI Knowledge Assistants

LLM-powered systems that retrieve and reason over knowledge bases.

🔎 Semantic Search Platforms

Embedding-based retrieval systems for large document collections.

📊 Predictive Analytics Platforms

Machine learning pipelines that generate forecasts and insights.

⚙️ AI Automation Systems

Agents capable of executing structured workflows and tasks.

🔗 Blockchain Applications

Decentralized applications and smart contract systems built on Web3 infrastructure.

🧩 AI System Architecture

Typical AI platforms I design focus on scalable data processing, machine learning pipelines, and production-ready model serving.

Data Sources ↓ Data Processing Pipelines ↓ Feature Engineering ↓ Machine Learning Models ↓ LLM & Retrieval Systems ↓ API Services ↓ Cloud Deployment

Typical environments include:

• containerized services • scalable REST APIs • distributed ML pipelines • cloud-based infrastructure

Technologies frequently used:

PyTorch • scikit-learn • LangChain • LlamaIndex

🔗 Blockchain System Architecture

Blockchain applications I develop focus on secure smart contracts, decentralized applications, and Web3 integrations.

User Interface (Web / dApp) ↓ Web3 Integration Layer ↓ Smart Contracts ↓ Blockchain Network ↓ Off-chain Services / APIs ↓ Cloud or Decentralized Storage

Typical components include:

• decentralized applications (dApps) • smart contract development • Web3 integrations • secure blockchain transactions

Technologies frequently used:

Solidity • Web3.js • Ethereum

🤝 Connect

💼 LinkedIn https://app.daily.dev/topstarai

💻 GitHub https://github.com/topstar-ai

🌐 Portfolio https://topstar-ai.github.io

⭐ Feel free to explore my repositories and AI / Web3 projects.

**A note on this profile:**

This GitHub account is intentionally new. I spent the previous several years as a full-time engineer at a UK-based generative AI company, where all of my work lived inside the employer's private organization and remains covered by NDA. After concluding that engagement in early 2024, I created this personal account to host independent work and sanitized projects that fall outside those agreements. The repositories here represent a small fraction of what I've built — the rest is, and will remain, confidential.