How RAG Actually Works
A practical walkthrough of retrieval-augmented generation — what to retrieve, how to chunk, and where systems fail.
AI Work For Me
Practical AI writing, videos, and notes for builders.
Articles and YouTube videos on machine learning, LLMs, agents, and shipping AI that actually works.
Latest
Fresh from the desk
Prompting That Survives Production
Move past clever one-off prompts. Structure instructions, constrain outputs, and evaluate like you mean it.
Building an Agent Loop You Can Trust
Agent demos look magical. Reliable agents look boring: tight loops, tool contracts, and hard stop conditions.
Ship a Tiny RAG App in One Afternoon
A concrete path from folder of docs to a working Q&A endpoint — without drowning in framework soup.
Machine Learning
Foundations, models, and practical ML workflows.
How RAG Actually Works
A practical walkthrough of retrieval-augmented generation — what to retrieve, how to chunk, and where systems fail.
LLMs
Large language models, prompting, and production patterns.
Prompting That Survives Production
Move past clever one-off prompts. Structure instructions, constrain outputs, and evaluate like you mean it.
Agents
Tool use, agent loops, and reliable autonomous systems.
Building an Agent Loop You Can Trust
Agent demos look magical. Reliable agents look boring: tight loops, tool contracts, and hard stop conditions.
Tutorials
Step-by-step builds you can ship this week.
Ship a Tiny RAG App in One Afternoon
A concrete path from folder of docs to a working Q&A endpoint — without drowning in framework soup.
Video
Watch the related deep dive
Articles and videos share the same topics — read the write-up, then watch the walkthrough.
Watch on YouTube