Large Language Models7 min read
LLM Developers vs Software Developers vs ML Engineers: Key Differences
The Need for New Skills and Roles
BlogPage 3 of 11
AI engineering essays, explainers, and practical notes.
My blog on practical AI engineering, LLMs, agents, research, and what is actually useful to build.
Large Language Models7 min read
Research With AI Tools
Research and Writing: Why AI Tools Change the Workflow
AI Engineering12 min read
Best Practices for Building and Deploying Scalable APIs in 2025
API Deployment for AI Engineers
Large Language Models8 min read
When NOT to Use Large Language Models
Save Money: When Simpler AI Beats LLMs
Large Language Models10 min read
Optimizing RAG: Should you Fine-Tune?
Optimizing Large Language Models for Retrieval-Augmented Generation
Large Language Models9 min read
Advanced Search Techniques: From Keywords to Graphs
Build a Smarter RAG System
Large Language Models7 min read
How to Improve Your RAG Pipeline with Fine-Tuned Embedding Models
Is fine-tuning an embedding model worth it?
Large Language Models6 min read
Long Context Models Explained: Do We Still Need RAG?
Retrieval-Augmented Generation vs. Long Context: A Comprehensive Comparison
Large Language Models8 min read
Don’t Fall for the Hype: How to Identify Truly Useful AI
What Makes AI Truly Useful?
RAG and Retrieval9 min read
How to Effectively Evaluate Retrieval-Augmented Generation (RAG) Systems
Why RAG Evaluation Matters and Techniques to Leverage
Large Language Models8 min read
Indexing Methods for Vector Retrieval
Advanced Vector Indexing Techniques for RAG
Large Language Models3 min read
Releasing our 90+ lesson practical LLM Developer course!
The most practical and in-depth LLM Developer course out there
Large Language Models9 min read
Find the Best AI Model for Your Specific Task
No-code Custom LLM Evaluation Demo
Large Language Models6 min read
Top RAG Techniques You Should Know (Wang et al., 2024)
Building the Best RAG Stack: A Breakdown of Wang et al.'s Goldmine Study
Large Language Models6 min read
OpenAI's o1 Model: The Future of Reasoning AI? What Sets It Apart
How OpenAI's o1 Model Thinks Through Problems (And Why It's Slower)