Language practice
Translation & language learning 5 min setup
Translate text while preserving facts, numbers, and proper nouns
Produce a usable translation with a protected-term ledger and explicit uncertainty notes
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AI prompts for practical learning and teaching
AI prompt templates for learning plans, practice, feedback, lesson design, assessment, language learning, and career preparation
Learning prompts should create practice, feedback, and evidence of progress—not merely summarize a topic. These recipes keep the learner’s goal and real constraints at the center.
How to use this collection
- Define an observable capability instead of a vague intention to learn.
- Prefer practice and feedback over passive explanation alone.
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Shopping & product decisions 6 min setup
Separate must-haves, preferences, and marketing claims
Classify purchase statements by actual need and evidence instead of letting persuasive wording define value
Open recipeLanguage practice
Translation & language learning 10 min setup
Run turn-by-turn language roleplay with corrections
Practise one realistic exchange at a time with bounded corrections, retries, adaptive difficulty, and progress evidence
Open recipeSpreadsheet insights
Excel & spreadsheets 6 min setup
Refactor repeated Excel calculations with LET
Name repeated expressions once, preserve workbook behavior, and verify that the refactor is equivalent
Open recipeClear writing
Writing & communication 3 min setup
Rewrite sentences for clarity and concision
Reduce syntactic load and ambiguity while preserving every material fact, condition, and relationship
Open recipeLanguage practice
Translation & language learning 8 min setup
Rewrite complex text in simple target language
Simplify syntax and vocabulary to a target level while preserving facts, obligations, conditions, exceptions, and uncertainty
Open recipeUseful feedback
Feedback & review 8 min setup
Review an assignment draft without writing the answer
Diagnose a learner's draft against instructions and rubric while preserving authorship
Open recipeCreative ideas
Creative expression & personal projects 8 min setup
Review a story outline for logic and pacing
Trace causality, knowledge, motivation, setup, payoff, tension, and scene load without replacing the writer's story
Open recipeClear writing
Writing & communication 4 min setup
Remove filler, clichés, and repetition
Tighten prose by testing what each phrase contributes while protecting nuance, emphasis, and voice
Open recipeClear writing
Writing & communication 4 min setup
Proofread grammar, punctuation, and formatting without restyling
Correct objective language and consistency errors while preserving voice, wording choices, and meaning
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Creative expression & personal projects 3 min setup
Generate Thiings-style icons
Create softly lit miniature objects with a warm creamy treatment while preserving each subject's own colors.
Open recipeTravel preparation
Travel, events & trip preparation 7 min setup
Prepare menu ordering questions from dietary preferences
Map menu wording to preferences, allergies, ingredients, preparation, and cross-contact questions without declaring safety
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