Topic Guides
Every article on this site, organised into curated learning paths. Pick a topic and read in order — each guide starts from zero and builds to the advanced stuff, with the matching course and tools linked along the way.
10 posts
RAG & Vector Search
From your first retrieval pipeline to graph RAG and semantic caching.
Start the path 11 postsAI Agents
From "what is an agent?" to multi-agent orchestration and MCP.
Start the path 13 postsLLMs in Production
Cost, latency, evaluation, security, and ops for real LLM applications.
Start the path 11 postsHow LLMs Work
Attention, MoE, reasoning models, and how big models get small.
Start the path 16 postsMachine Learning Fundamentals
Regression, metrics, regularization, and ensembles — with worked math.
Start the path