ML Engineering Best Practices: Building Robust AI Systems
Learn essential ML engineering best practices for building, deploying, and maintaining production AI systems. Optimize pipelines, data, and models for reliability and scale.
Transformer Architecture Deep Dive: ML Engineering Insights
Explore the Transformer architecture’s core mechanics, from self-attention to practical engineering challenges. A deep dive for ML engineers building advanced AI systems.
RAG Systems in ML: The Good, The Bad, and The Ugly
The Time I Wanted to Throw My Laptop
You ever had one of those days where everything goes south, and you think you’re living in some twisted universe where tech creators laugh at your misery? That’s how I felt when I first deployed a RAG system. Let me tell you, RAG, or Retrieval-Augmented Generation, has
Crafting Intelligent Agents: An Engineer’s Tale
Crafting Intelligent Agents: An Engineer’s Tale
Hey there! As someone deeply immersed in the world of machine learning and artificial intelligence, I’ve always found the concept of agent systems to be both fascinating and rewarding. The journey began a few years ago when I was tasked with enhancing a virtual assistant’s ability
Agent Evaluation: Stop Guessing and Start Measuring
Why Am I Guessing? Let’s Have Some Data!
I once built an AI agent, thinking it would be the next big thing. Trained it, tested it, and then sat back waiting for praise to pour in. Spoiler: it didn’t. The thing was alright, but “alright” doesn’t cut it when you want a significant shift. That’s
Exploring Efficient Tool Calling Patterns
Exploring Efficient Tool Calling Patterns
Hello and welcome to another exploration into the captivating world of AI agent systems! I’m Alex Petrov, and if you’re anything like me, you’ve probably
Understanding Tool Calling Patterns in AI Agents
Hey there, fellow AI enthusiasts! Let me take you on a little journey through my world—building agent systems. It wasn’t long ago that I found myself staring at my computer screen, coffee in hand, trying to unravel the complexities of tool calling patterns. Sound like a familiar scene? If so, you’re in good
Understanding Agent Architecture: A Personal Journey
Introduction: How I Stumbled into the World of Agent Architecture
A few years ago, I found myself exploring the latest advances in artificial intelligence, eagerly learning
everything I could about machine learning. It was during one of these deep dives that I came across
Making Machine Learning Work in Production
Hey there, I’m Alex Petrov. As someone who builds agent systems, I’ve waded through the nitty-gritty of getting machine learning models ready for production. It’s like watching a kid graduate from college and start their first job. You might think that getting a model to work in a controlled environment means the hardest