Claude Collective

A foundational look at what AI can and cannot do. Explains what we mean by AI, how models get their character, next-token prediction, and the core properties — knowledge, working memory, and steerability — plus how those properties interact, with hands-on try-it-out exercises throughout.

AI Fluency for educators applies Anthropic's AI Fluency framework to teaching. Learn to bring AI into course design, learning materials, and assessments thoughtfully — using it to deepen learning rather than shortcut it. A practical, non-technical guide for instructors.

Build practical AI fluency for mission-driven work using the 4D framework — Delegation, Description, Discernment, and Diligence. See how to research, draft, and reason with AI responsibly on the tasks nonprofits face every day, while keeping a careful eye on accuracy and ethics. A grounded introduction for teams doing more with limited time and budget.

A hands-on AI fluency course for small businesses, built on the 4D Framework — Delegation, Description, Discernment, and Diligence. Covers AI capabilities and limitations, practical exploration, refining work with AI, transparent AI use, and keeping a human in the loop.

Anthropic's foundational AI Fluency course. Introduces why AI fluency matters and the 4D Framework — Delegation, Description, Discernment, and Diligence — with generative AI fundamentals, effective prompting, the Description-Discernment loop, and a closer look at each of the four Ds.

An introduction to Claude, Anthropic's AI assistant. Learn what Claude is, how it reasons, and how to get reliable results through clear prompting. A non-technical starting point for putting Claude to work in everyday tasks.

Get productive with Claude Code, the agentic coding tool that lives in your terminal. See how it reads your codebase, plans changes, and ships work alongside you. Hands-on lessons for developers adopting AI-assisted development.

Build on the Claude Developer Platform from first principles — from your first API call to tool-using agents, Skills, MCP, and context management. Understand what a request contains and how an agent loop actually runs. For developers moving from chatting with Claude to building with it.

Skills are reusable folders of instructions and scripts that Claude Code loads on demand, teaching it to do a specific job your way. Build your first Skill, structure a multi-file one, share it with your team, and learn how Skills differ from subagents and other Claude Code features. A hands-on introduction to packaging expertise Claude can pick up automatically.

Meet Claude Cowork — Claude working directly in your environment, on your files, in your apps, and with your tools, rather than as a chat in a browser tab. Learn how Cowork differs from Chat and Code, set it up, and see what it can take off your plate across real day-to-day tasks. A practical introduction to delegating work to Claude as a hands-on collaborator.

Learn how Claude Code delegates work to subagents — specialized assistants that run in their own isolated context window and return just a summary to the main thread. See why they keep your main conversation clean, how to create and configure one, and when reaching for a subagent actually pays off. A short, practical introduction for anyone scaling up agentic workflows.

A practical guide for educators on teaching AI fluency through the 4Ds framework — Delegation, Description, Discernment, and Diligence. Covers the Delegation-Diligence and Description-Discernment loops, how to assess the 4Ds, designing AI-fluency assignments, and applying discipline-specific expertise to AI's impact on your field.

A look under the hood of the Learning Companion itself. See how a single-language video course becomes a multilingual, read-along study site — ingested, transcribed, summarised, quizzed, translated into seven languages, and voiced — all by the same automated pipeline that built this very page.