Machine Learning
Deep Dive into LLMs like ChatGPT by Andrej Karpathy - TL;DW version
I think everything that Andrej Karpathy shares on X or YouTube is a goldmine of information, and his latest video,
AI Engineering
LLM Scaling
Thinking Smarter, Not Harder: How LLMs Can Learn on the Fly
...or how I learned to stop worrying and love inference-time scaling
LLM Scaling
How to think about LLM Model Size
Breaking Down Parameters, Training Data, and Compute
RAG
Building, Breaking, and Rebuilding: My Journey to a Smarter RAG Application
Ever tried organising years of accumulated knowledge into a searchable system? That's what led me down the rabbit
AI Engineering
From ML to AI Engineering: Transforming How We Build AI Applications
a not so subtle paradigm shift
Agentic Architecture
AI Agent Use Case Evaluation: From Risk Assessment to Implementation
When I first started evaluating Agentforce implementations, I made the classic engineer's mistake: jumping straight into technical capabilities
LLM Fundamentals
What is an AI Agent?
Gentle introduction to Agentic systems