Building Production-Ready AI Agents
A comprehensive guide to architecting AI agents that scale in production environments. Learn patterns for reliability, observability, and graceful degradation.
AI Engineer & Freelancer
Building AI-powered solutions and intelligent automation tools that help businesses work smarter.
About
I'm a freelance AI engineer who helps companies integrate machine learning and large language models into their existing products. From prototype to production — I handle the full lifecycle of AI development.
With experience across the AI/ML stack, I focus on building systems that are not just technically impressive but practically useful: AI agents that automate real workflows, RAG systems that actually retrieve relevant information, and APIs that serve predictions at scale.
I write in-depth about AI engineering on The Component, covering everything from agent architectures to deployment patterns.
Expertise
Helping businesses leverage AI to build smarter products and more efficient workflows.
End-to-end machine learning integration into existing products. From model selection to production deployment.
Custom AI agents and intelligent automation tools that streamline operations and reduce manual effort.
Production-grade applications built with Python, FastAPI, and modern frontend frameworks. Scalable and maintainable.
Strategic guidance on AI architecture, technology selection, and implementation roadmaps for your team.
Writing
A comprehensive guide to architecting AI agents that scale in production environments. Learn patterns for reliability, observability, and graceful degradation.
Comparing two powerful frameworks for building LLM applications. When to choose one over the other and how to migrate between them.
Strategies for serving machine learning models efficiently with FastAPI. Covers async patterns, batching, and GPU memory management.