Machine Learning

RAG vs Fine-Tuning Explained: What They Really Do and When to Use Each

RAG vs Fine-Tuning Explained: What They Really Do and When to Use Each

I've written a lot about RAG, starting with a Hitchhiker's guide to RAG with the ChatGPT API and LangChain, then…
How to schedule 100+ agents with Claude Code

How to schedule 100+ agents with Claude Code

I will discuss how to program multiple different agents using Claude Code and any other coding agents. When working with…
Long Context Isn’t Free — I Built a Safe Prompt-Pruning Layer That Makes LLM Systems Work

Long Context Isn’t Free — I Built a Safe Prompt-Pruning Layer That Makes LLM Systems Work

I’ve worked on, conversation state tends to grow quickly over time. It’s common to resend large portions of the history…
That Is Embarrassing: Why Frontier AI Still Makes Things Up, and What to Do About It

That Is Embarrassing: Why Frontier AI Still Makes Things Up, and What to Do About It

on my talk “Embarrassing AI.” If you prefer the video, watch it here. All the stories below are real, all of…
I Built My Second ETL Pipeline. This Time, I Started Thinking Like a Data Engineer

I Built My Second ETL Pipeline. This Time, I Started Thinking Like a Data Engineer

, I decided I wanted to transition from data analyst to data engineer. Like many people starting out, I was…
PySpark for Beginners: Building Intermediate-Level Skills

PySpark for Beginners: Building Intermediate-Level Skills

my first two articles in this series, you’ve already covered a lot of ground. You know how to create a…
RAG Was Always a Part-Time Job. What's Next?

RAG Was Always a Part-Time Job. What's Next?

1. The Big Bad Interpretation favorite RAG system. Very close. Somewhere within that intricately constructed pipeline, the language model produces…
The Big Con of Agentic AI

The Big Con of Agentic AI

latest wave of articles, opinion pieces, and forecasts from consultants and AI vendors, all confidently predicting the imminent takeover of…
Behind the Scenes of Distributed Training and Why Your GPU Wiring Matters as Much as Your Strategy

Behind the Scenes of Distributed Training and Why Your GPU Wiring Matters as Much as Your Strategy

is straightforward. You load the weights, load the data, and wait for it to finish. For most models, that’s fine,…
How to Find the Encoding Agent Interface

How to Find the Encoding Agent Interface

working with your coding agents is very important. There are many different options to try, and they all have an…
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