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AD04 · READABLE LESSON
Finish Advanced: design and evaluate an AI knowledge assistant
Complete an evidence-backed prototype conversation, a workflow design, failure tests and a measured decision about what to improve.
Intermediate · Automate a repeated taskRead article →AD03 · READABLE LESSON
Design a workflow across text, images, audio and data
Separate recognition, interpretation, calculation and generation, then preserve evidence through a worked learning-pack example.
Intermediate · Create an image or a small toolRead article →AD02 · READABLE LESSON
Build a knowledge workflow and test retrieval separately
Follow documents from ingestion to a sourced answer; practise retrieval, conflicting versions and permission-aware failure handling.
Intermediate · Find answers in a documentRead article →AD01 · READABLE LESSON
Choose a model and decide what to change
Distinguish pretraining, inference, prompting, retrieval and fine-tuning; design a controlled comparison for a real task.
Intermediate · AI explained simplyRead article →B02 · READABLE LESSON
Finish Base: use AI to prepare something useful
Bring together a source, an explanation, a calculation and a small deliverable; check whether you can use AI independently.
Beginner · AI explained simplyRead article →B01 · READABLE LESSON
How AI learns, answers and uses information
Understand training, generated answers, supplied documents and connected tools without needing mathematics or code.
Beginner · AI explained simplyRead article →P06 · READABLE LESSON
Choose a useful AI project before choosing a platform
Compare three agency tasks, define a small pilot and count review effort as part of the result.
Intermediate · Automate a repeated taskRead article →P05 · READABLE LESSON
Read an AI benchmark without turning it into a promise
Understand what was measured, compare reliability and cost, and turn a headline into a small test for your own task.
Beginner · Find answers in a documentRead article →P04 · READABLE LESSON
Have a useful voice conversation with AI
Try a short spoken explanation or rehearsal, ask follow-up questions and keep control of microphone and camera access.
Beginner · Practise a language or skillRead article →P03 · READABLE LESSON
Explore an idea with AI images, then direct the changes
Write a visual brief, distinguish generation from editing and judge whether a fictional poster concept serves its purpose.
Beginner · Create an image or a small toolRead article →P02 · READABLE LESSON
Turn a small table into a chart you can explain
Choose a question, check a calculation and use AI to prepare a chart without inventing data or conclusions.
Beginner · Make a table from notesRead article →P01 · READABLE LESSON
Turn a confusing document into an explanation you can check
Ask questions about a supplied letter, compare what it states with what is missing and prepare a useful one-page guide.
Beginner · Find answers in a documentRead article →CA06 · READABLE LESSON
Defend an architecture and check what you still need to learn
Complete an agency-assistant design, reason through original scenarios and separate study progress from certification readiness.
Intermediate · Automate a repeated taskRead article →CA05 · READABLE LESSON
Keep context, structured output and evaluation separate
Extract a small invoice record, retain uncertainty and build checks for evidence, format and business meaning.
Intermediate · Automate a repeated taskRead article →CA04 · READABLE LESSON
Give Claude Code a bounded change and evidence to check
Prepare project instructions, distinguish permissions from prompts and review a fictional product-comparison change.
Intermediate · Automate a repeated taskRead article →CA03 · READABLE LESSON
Design tools and MCP boundaries that match the task
Separate discovery, read access, drafts and writes; design a fictional coaching-record integration with meaningful errors.
Intermediate · Automate a repeated taskRead article →CA02 · READABLE LESSON
Follow the Claude tool cycle without inventing success
Trace a requested operation, its real result and the next model response; handle interrupted and unsuccessful runs.
Intermediate · Automate a repeated taskRead article →CA01 · READABLE LESSON
Choose an answer, a workflow or an agent
Design a useful Claude application by deciding what the model should choose, what code must enforce and what a person must approve.
Intermediate · Automate a repeated taskRead article →E04 · READABLE LESSON
Build a study routine and check progress honestly
Plan a realistic study week and compare progress under clear conditions without a promise of C1.
Intermediate · Practise a language or skillRead article →E03 · READABLE LESSON
Practise speaking and writing while keeping the effort yours
Complete a role-play and writing task, repair selected points and transfer them to a new topic.
Intermediate · Practise a language or skillRead article →E02 · READABLE LESSON
Read and listen before asking AI to explain
Practise reading and listening before requesting explanations, with evidence and self-correction.
Intermediate · Practise a language or skillRead article →E01 · READABLE LESSON
Set up an AI study partner and establish your starting point
Configure a practice partner and build an unassisted skill profile without a certified CEFR claim.
Intermediate · Practise a language or skillRead article →A09 · READABLE LESSON
Understand tools, workflows and agents
Distinguish tools, fixed workflows and agents, with approval and failure handling.
Beginner · AI explained simplyRead article →A08 · READABLE LESSON
Give AI the right context and know where its knowledge comes from
Understand context, sources, retrieval, memory and fine-tuning through a small fictional policy task.
Beginner · AI explained simplyRead article →A07 · READABLE LESSON
Understand what is changing and what remains uncertain
Separate existing capabilities from demonstrations, productivity claims and uncertain forecasts.
Beginner · AI explained simplyRead article →A06 · READABLE LESSON
Choose a useful AI application in work and daily life
Discover everyday transformations: notes to a document, numbers to a chart, an idea to an image and voice practice.
Beginner · AI explained simplyRead article →AI-003 · READABLE LESSON
Ask for useful work and check the result
Describe a useful task, compare provided options and check facts, calculations and constraints.
Beginner · AI explained simplyRead article →A04 · READABLE LESSON
Have your first useful AI conversation
Open an official service, ask a simple question, refine the answer and know when to verify elsewhere.
Beginner · AI explained simplyRead article →A02 · READABLE LESSON
Meet the main AI services without choosing a winner
Meet recognizable AI services and compare them on a small task without chasing a universal winner.
Beginner · AI explained simplyRead article →A01 · READABLE LESSON
Understand the AI system you are using
Understand what AI can do and distinguish a model, an application, a source and an action.
Beginner · AI explained simplyRead article →A03 · READABLE LESSON
Turn rough notes into a plan you can check
Have useful notes but no clear next step? An AI assistant can help turn them into a draft plan. Give it the goal, the constraints and the facts it must preserve. For example, a fictional teacher’s notes can become a lesson outline with unanswered questions kept visible. Compare every proposed step with the notes before using it: a tidy plan may contain an invented deadline or promise. Start with the short worked example below, then repair a deliberately flawed plan yourself.
Beginner · Plan a lesson or sessionRead article →