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Practical notes on AI, context and critical thinking. Find a concept, try an example and come back when the next task needs it.
New here? Start with a real task.A short guide to working with AI thoughtfully →Practical tools, ready when you need them.Build a brief, review an answer and download worksheets →18 guides
Start here: work with AI thoughtfully
A simple path from a real task to a result you can explain.
Read guide Thinking & Safe Use · 5 min readThe importance of Critical and Creative Thinking when using AI
Explore possibilities, question the evidence and make a decision you can explain.
Read guide Thinking & Safe Use · 4 min readProtecting sensitive information
Decide what belongs in an AI tool before sharing it.
Read guide Core AI Skills · 4 min readChoosing the right AI approach
Match the structure to the task, from a simple prompt to a reviewed workflow.
Read guide Core AI Skills · 4 min readBriefing AI properly
Turn a vague request into a brief with a clear audience, purpose and result.
Read guide Core AI Skills · 4 min readSpotting unreliable answers
Investigate references, claims and recommendations before relying on them.
Read guide Core AI Skills · 4 min readThinking through a decision
Compare options and explain why you chose one.
Read guide AI Engineering · 4 min readPrompt engineering: make the task clear
Instructions, examples and output requirements that give a task a useful shape.
Read guide AI Engineering · 4 min readContext engineering: choose what AI needs
Organise the information around a task, beyond the words of a single prompt.
Read guide AI Engineering · 3 min readEvidence and retrieval: check the source
Understand where retrieval helps, and what still needs human checking.
Read guide AI Engineering · 3 min readWorkflows and agents: choose the right structure
Separate a defined sequence of steps from a system choosing its own next action.
Read guide AI in Practice · 4 min readAI for everyday work
Use reviewed drafts and structured comparisons for routine workplace tasks.
Read guide AI in Practice · 4 min readAI for teaching and learning
Use AI to support practice and questioning while keeping the learning visible.
Read guide AI in Practice · 4 min readAI for creative and media work
Develop and critique concepts while keeping the audience and production realities in view.
Read guide Practical Guides · 4 min readWorked examples: from weak brief to useful work
Compare weak requests, revised briefs and the reasons behind each change.
Read guide Practical Guides · 3 min readAI glossary in plain language
Short explanations of common terms, with their practical implications.
Read guide Practical Guides · 3 min readBefore you trust an AI response
A short review you can use for drafts, recommendations and explanations.
Read guide Practical Guides · 2 min readA reusable AI brief
Copy a structured starting point, then adapt it to your own task.
Read guideThese guides offer practical starting points. Engineering terms overlap, and the categories here are a learning structure rather than an official taxonomy.