Edi Hezri HairiTHINKING FORWARD
Knowledge / Overview

LEARN. TRY. THINK FOR YOURSELF.

A place to keep learning.

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

Thinking & Safe Use · 3 min read

Start here: work with AI thoughtfully

A simple path from a real task to a result you can explain.

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Thinking & Safe Use · 5 min read

The importance of Critical and Creative Thinking when using AI

Explore possibilities, question the evidence and make a decision you can explain.

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Thinking & Safe Use · 4 min read

Protecting sensitive information

Decide what belongs in an AI tool before sharing it.

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Core AI Skills · 4 min read

Choosing the right AI approach

Match the structure to the task, from a simple prompt to a reviewed workflow.

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Core AI Skills · 4 min read

Briefing AI properly

Turn a vague request into a brief with a clear audience, purpose and result.

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Core AI Skills · 4 min read

Spotting unreliable answers

Investigate references, claims and recommendations before relying on them.

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Core AI Skills · 4 min read

Thinking through a decision

Compare options and explain why you chose one.

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AI Engineering · 4 min read

Prompt engineering: make the task clear

Instructions, examples and output requirements that give a task a useful shape.

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AI Engineering · 4 min read

Context engineering: choose what AI needs

Organise the information around a task, beyond the words of a single prompt.

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AI Engineering · 3 min read

Evidence and retrieval: check the source

Understand where retrieval helps, and what still needs human checking.

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AI Engineering · 3 min read

Workflows and agents: choose the right structure

Separate a defined sequence of steps from a system choosing its own next action.

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AI in Practice · 4 min read

AI for everyday work

Use reviewed drafts and structured comparisons for routine workplace tasks.

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AI in Practice · 4 min read

AI for teaching and learning

Use AI to support practice and questioning while keeping the learning visible.

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AI in Practice · 4 min read

AI for creative and media work

Develop and critique concepts while keeping the audience and production realities in view.

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Practical Guides · 4 min read

Worked examples: from weak brief to useful work

Compare weak requests, revised briefs and the reasons behind each change.

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Practical Guides · 3 min read

AI glossary in plain language

Short explanations of common terms, with their practical implications.

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Practical Guides · 3 min read

Before you trust an AI response

A short review you can use for drafts, recommendations and explanations.

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Practical Guides · 2 min read

A reusable AI brief

Copy a structured starting point, then adapt it to your own task.

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These guides offer practical starting points. Engineering terms overlap, and the categories here are a learning structure rather than an official taxonomy.