How to summarize long documents with AI without losing the important parts
A step-by-step method to get accurate summaries of reports, contracts and papers from any AI assistant, including how to check the result for missing facts.
AI Desk3 min read
Section B
Knowledge & Learning
Guides, explainers, courses and references to understand and use AI.
48 stories RSS
Beginner's CornerGuide
What is generative AI? Text, images and audio explained simply
A plain-English introduction to generative AI: how chatbots and image generators create new content, what they are good at, and the mistakes to watch for.
AI Desk3 min read
How transformers work, explained without the math
The transformer architecture behind ChatGPT, Claude and Gemini, explained step by step: tokens, embeddings, attention and why it changed AI in 2017.
AI Desk3 min read
How diffusion models turn noise into images
Stable Diffusion, FLUX and most image generators rely on diffusion. A clear explanation of forward noising, learned denoising, text guidance and latent space.
AI Desk3 min read
Prompt EngineeringGuide
Few-shot prompting: how to teach an AI model with a handful of examples
Show, don't tell: how to use examples inside a prompt to get consistent formats, tone and classifications from any language model, with ready-to-use templates.
AI Desk3 min read
Prompt EngineeringGuide
Chain-of-thought prompting: getting better answers by asking for the reasoning
Why asking a model to reason step by step improves math and logic answers, how reasoning models changed the technique, and when it is not worth the extra tokens.
AI Desk3 min read
A free learning path to understand AI, from zero to building
A step-by-step path through the best free AI courses — from concepts for beginners to machine learning foundations and hands-on work with language models.
AI Desk3 min read
Learning path for developers who want to build with LLMs
From your first API call to retrieval, tool use, evaluation and deployment: an ordered path for software developers moving into AI engineering.
AI Desk3 min read
The annual reports that explain the state of AI
Where to find reliable data on AI progress, investment, energy and policy: a guide to the most useful annual reports and what each one is best for.
AI Desk3 min read
Five classic books to understand AI properly
The textbooks and essays that shaped how researchers think about artificial intelligence, from search and logic to deep learning and reinforcement learning.
AI Desk3 min read
20 AI terms everyone should know, explained in one line each
From tokens and parameters to RAG, fine-tuning and hallucinations: a quick, plain-English glossary of the AI words you will meet in every news story.
AI Desk3 min read
Parameters, tokens, context windows: the numbers in AI announcements explained
What "405B parameters", "1M-token context" and "$3 per million tokens" really mean, and which numbers actually matter when you compare AI models.
AI Desk3 min read
Cheat SheetsGuide
Cheat sheet: which kind of AI model to use for which task
A one-page decision guide: when to use a large model, a small one, a reasoning model, an open-weight model, an embedding model or a specialized model.
AI Desk4 min read
Cheat SheetsGuide
Prompting cheat sheet: 12 patterns that work with any AI assistant
Role, context, examples, format, constraints and self-checks: twelve reusable prompt patterns on a single page, each with a short template you can copy.
AI Desk4 min read
Seven common myths about AI, debunked
No, AI doesn't look things up in a database, and no, bigger is not always better. Seven widespread misconceptions about today's AI, and what is actually true.
AI Desk3 min read
Does AI "understand"? Common questions about language models answered
Do chatbots think, remember, learn from you or have opinions? Clear answers to the questions people ask most often about how AI language models work.
AI Desk3 min read