Research library

Technical guides

Detailed explanations of AI systems and software engineering, with equations, implementation context, and sources.

16 articles · Page 2 of 2

Technical guide14 min read

Taxonomy of AI: From ML to World Models

A map of AI systems — machine learning, deep learning, LLMs, multimodal models, and world models — with clear definitions and comparisons.

Technical guide4 min read

Prompt Engineering Patterns for Production Systems

Learn 7 battle-tested prompt engineering patterns that reduce failures and improve reliability in production AI systems. Includes code examples.

Technical guide11 min read

Understanding Tokens and LLM Inference

Discover how LLMs process text through tokenization and inference. Essential knowledge for optimizing AI costs and prompt performance.

Technical guide8 min read

Designing RAG Pipelines for Production

Architecture patterns and implementation considerations for building retrieval-augmented generation systems that work reliably at scale.