Mastering the art and science of communicating with AI models. Students learn to craft clear prompts, define roles and constraints, iterate on outputs, and critically evaluate AI-generated text, images, and media.
Congratulations on mastering Levels 1 to 6! Here is your one-page visual synthesis of every key concept learned:
โถView All 6 Level Key Concepts & Standards6 Levels Summarised
๐
Level 1๐
Clear Words for AI
Understand that AI needs specific descriptive words to generate matching images or text.
Key Takeaway:AI models are not mind readers! They need clear, descriptive instructions.
#prompt-engineering#clear-descriptions#ai-basics
โ Mastered
๐
Level 2๐ก๏ธ
Roles & Personas
Assign roles, personas, and target audiences to AI prompts to adapt tone and style.
Key Takeaway:You can tell an AI assistant WHO to pretend to be! Giving the AI a role (like 'Act as an astronaut') helps it choose the right words, enthusiasm, and detail level for your intended audience.
#ai-roles#persona-prompting#tone
โ Mastered
๐
Level 3๐
Constraints & Formatting
Apply structural constraints (length, format, exclusions) to guide AI output layouts.
Key Takeaway:AI loves to talk! If you don't set boundaries, it might write far too much.
Detect AI hallucinations and verify AI-generated claims using trusted primary sources.
Key Takeaway:AI language models predict the next likely wordโthey do NOT 'know' facts like humans do! Sometimes AI creates completely fake facts that sound totally convincing.
Apply ethical AI usage guidelines, proper citation/attribution, and plagiarism awareness.
Key Takeaway:Using AI responsibly means being honest about how you used it! Using AI to brainstorm ideas or check grammar is greatโpassing off AI-written essays or artwork as entirely your own work is plagiarism.
#ethical-ai#ai-attribution#academic-integrity
โ Mastered
โจ
SECRET MASTERY UNLOCK
Stage Mastery Quest Challenge
You've unlocked the secret final review dungeon! Can you solve every checkpoint gate and escape the maze?
๐น๏ธโจ Generative Synthesist
Prompt Engineering & Generative Media
Heartsโค๏ธโค๏ธโค๏ธ
StageL1: Remember
XP Score0 PTS
1Clear Words for AI
2Roles & Personas
3Constraints & Formatting
4Iterative Prompt Refinement
5Fact-Checking & Hallucinations
6Ethical Prompting & Attribution
Chapter 1: The Incident
๐งโโ๏ธ
Loading narrative situation...
What is your next action?
๐จ Roadblock Encountered! -1 Heart! Hint: Check the core standard.
TERMINAL://EDTECH-ROOT/NODE-EXECโ LIVE LINK
// SYSTEM DIAGNOSTIC INITIALIZED...
>Select verification command:
๐จ SYNTAX CRASH! -1 Heart & Buffer Overflow!
โจ๏ธ Arrows/WASD to Move & Jump โข Land on Question Beacon to Elevate!
โจ๏ธ Left/Right to Steer โข Space to Fire Tractor Beam at Correct Capsule!
โจ๏ธ Space to Launch Spark โข A/D or Left/Right to Trigger Flipper Gates!
Level 1 Checkpointโจ๏ธ Press [1]โ[3]
Question Prompt goes here?
๐จ INCORRECT CHOICE! -100 PTS & -1 Heart!
๐ก Mastery Insight Verified (+200 PTS):
๐โจ
STRAND MASTERY ACHIEVED!
You conquered all 6 levels and demonstrated digital mastery!
Final XP Score: 0 PTS
๐SECRET AREA BOSS KEY DISCOVERED!
Use this secret PIN to unlock the Studio Tycoon: Creative Agency in the Area Capstone Vault:
Congratulations on completing all 6 levels of Prompt Engineering & Generative Media! To unlock the Studio Tycoon: Creative Agency, you must collect all 8 Key Shards across the Create & Design strands. Here is your cipher fragment for Slot #7:
KEY SHARD #7
3
Slot 7 of 8
๐งฉ Create & Design Key Ring Tracker:Slot #7 Active
Understand that AI needs specific descriptive words to generate matching images or text.
Learning objective
Students will compare vague vs. detailed text prompts to see how specific adjectives change AI image and text generation.
Let's Go!
Routine: See, Think, Wonder
Look at these two AI pictures of a cat. One was created with 'cat' and one with 'a sleepy orange tabby cat wearing a party hat'. What differences do you notice?
Teacher note: Facilitate the See, Think, Wonder routine for 2โ3 minutes. Encourage students to connect the prompt to Form (Language choice shapes creative outputs in human and digital tools.).
Learn
AI models are not mind readers! They need clear, descriptive instructions. When you give an AI tool specific detailsโlike subject, action, color, and settingโit understands your ideas much better. In computing, language choice shapes creative outputs in human and digital tools. As you explore the interactive Prompt Studio Simulator below, focus on how to construct 3-element prompts specifying subject, color, and setting to get accurate AI outputs.
Interactive Simulator Sandbox
Prompt Curriculum:Step 1 โข Bronze Tier
โจ
Step 1 โข Bronze (Level 1): Clear Words for AI - Text to Picture Concept
Identify that typing descriptive words into an AI text box produces media. Try generating a picture from words.
[Select chips or configure persona & constraints above to build your prompt]
Elements: 0/3
Model: EdTech-Vision-LLM v4Tokens: 0
๐จ
AI Generation Canvas Ready
Assemble your prompt on the left and click "Synthesize AI Response"
๐ผ
3D Render
A red panda biologist with bright emerald glowing antennas in a watercolor library.
Role: Pirate Captain
"Ahoy, ye young landlubber! Gravity be the great celestial anchor dragging every coconut straight back down to the deck! Ye can jump, but the ocean of space pulls ye right back into your sea boots!"
๐ต๏ธ Fact-Checking & Hallucination Detective
Fact Audit
AI language models predict the next likely wordโthey do not possess consciousness or absolute truth. Click on the claims below to cross-check them against the Encyclopedia Britannica excerpt and flag the fabricated hallucination!
๐ค AI Output Claims:
๐ Encyclopedia Britannica Excerpt:
"Honeybees are social insects. They communicate direction and distance through the waggle dance. Honeybees breathe through external thoracic spiracles and drown rapidly when submerged in water. Worker bees forage over large distances for nectar."
Verified Independent Source #1: Encyclopedia Britannica
Verified Independent Source #2: Natural History Museum Guide
Select a claim above to verify its factual accuracy against the trusted sources...
๐ Academic Transparency, Attribution & AI Ethics
Passing off AI generation as original human work violates academic integrity. Build official project disclosure cards and formulate ethical community principles.
๐ก๏ธ Project AI Disclosure Card Generator
๐ Academic Integrity Citation Badge
๐ก๏ธ Academic Integrity Verified
Project: Space Colonies 2050
[Configure the disclosure form on the left and enter your name to generate your verified citation badge]
Ed Tech Hub Standards V4 โข ISO AI Transparency
๐ Classroom AI Code of Ethics (4 Key Pillars):
1. Privacy: Never submit passwords, home addresses, or personal classmate data.
2. Fairness & Bias: Recognize training biases and avoid generating harmful stereotypes.
3. Attribution: Transparently disclose whenever AI is used as a creative assistant.
4. Originality: Own your thinking; AI is a co-pilot, not the author.
๐ Prompt Architecture & Ethics Quality Audit
Audit prompt construction standards, persona modulation, hallucination detection protocols, and academic transparency compliance.
๐งฑ
1. 3-Element Prompt Formula Specification
Subject, descriptive color/lighting, and environmental setting are explicitly articulated to eliminate ambiguous AI misunderstandings.
Formula Calibrated
๐ญ
2. Role, Audience & Tone Modulation
Assigned personas (Pirate, Astrophysicist, Storyteller) adapt vocabulary difficulty, sentence pacing, and tone for target audiences.
Persona Verified
๐ต๏ธ
3. Hallucination Cross-Verification Protocol
All factual outputs are audited against at least two independent authoritative primary sources before acceptance.
2 Sources Verified
๐
4. Transparent Attribution Disclosure
Clear documentation of AI tool name, specific scope of usage, and original human contribution maintains full academic integrity.
๐ Student Project GuideSuccess Criteria & WAGOLL (What A Good One Looks Like)โพ
๐ฏ Task Success Criteria (Rubric)
Foundation
Identifies that typing words into an AI box makes pictures appear.
Developing
Contrasts a 1-word prompt ('dog') with a detailed prompt ('a fluffy golden retriever in a park').
Secure (Goal)
Constructs 3-element prompts specifying subject, color, and setting to get accurate AI outputs.
Mastery
Explains why AI tools misunderstand vague prompts and coaches peers on adding descriptive detail.
๐ What A Good One Looks Like (WAGOLL)
Exemplar 1 of 2
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Clear Words for AI.
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Clear Words for AI.
๐
Save to Your Website Portfolio:
When you finish creating your project in your software, copy the share link or take a screenshot and publish it onto your student portfolio website!
Reflect
๐ฏ
Self-Assessment & Reflection
How did adding setting and color words change what the AI created for you?
๐ขSecure Level
Constructs 3-element prompts specifying subject, color, and setting to get accurate AI outputs.
Learning check
Learning Check
Which prompt gives the AI generator the clearest instructions?
Choose the best prompt:
Hint 1: Think about how clear words for ai works: understand that AI needs specific descriptive words to generate matching images or text.
Hint 2: Clue: Specific details like color, action, and setting help AI create exactly what you envision.
Answer correctly to unlock the next level.
Spot on! Specific details like color, action, and setting help AI create exactly what you envision.Try again! The best prompt includes specific details about subject, action, and setting.
Teacher setup, curriculum links and progress descriptors
Spark support
Routine: See, Think, Wonder
Teacher notes: Facilitate the See, Think, Wonder routine for 2โ3 minutes. Encourage students to connect the prompt to Form (Language choice shapes creative outputs in human and digital tools.).
Achievement pathway
Foundation: Identifies that typing words into an AI box makes pictures appear.
Developing: Contrasts a 1-word prompt ('dog') with a detailed prompt ('a fluffy golden retriever in a park').
Secure: Constructs 3-element prompts specifying subject, color, and setting to get accurate AI outputs.
Mastering: Explains why AI tools misunderstand vague prompts and coaches peers on adding descriptive detail.
Curriculum links
Curriculum strand: Everyday Digital Skills & Computational Science
Outcome: AI.01.B.1.1 โ Understand that AI needs specific descriptive words to generate matching images or text.
PYP: Form ยท Language choice shapes creative outputs in human and digital tools.
Learner profile: Communicator
Competency tags
prompt-engineering
clear-descriptions
ai-basics
vocabulary
Gate support
Accessibility alternative: Students may verbally explain or point to the correct answer for "Which prompt gives the AI generator the clearest instructions?" with a teacher or teaching assistant.
Complete the previous learning check to unlock this next level.
Level 2
Roles & Personas
Assign roles, personas, and target audiences to AI prompts to adapt tone and style.
Learning objective
Students will assign specific roles (e.g., 'Act as a friendly tour guide') to an AI assistant to tailor explanation styles.
Let's Go!
Routine: Zoom In
Compare an AI explanation of volcanoes written by 'a mad scientist' vs 'a gentle park ranger'. How does the tone change?
Teacher note: Facilitate the Zoom In routine for 2โ3 minutes. Encourage students to connect the prompt to Perspective (Perspective influences how information is framed and communicated.).
Learn
You can tell an AI assistant WHO to pretend to be! Giving the AI a role (like 'Act as an astronaut') helps it choose the right words, enthusiasm, and detail level for your intended audience. In computing, perspective influences how information is framed and communicated. As you explore the interactive Prompt Studio Simulator below, focus on how to construct prompts specifying Role, Topic, Audience, and Tone (e.g., 'Act as a pirate explaining gravity to a 7-year-old').
Interactive Simulator Sandbox
Prompt Curriculum:Step 2 โข Bronze Tier
โจ
Step 1 โข Bronze (Level 1): Clear Words for AI - Text to Picture Concept
Identify that typing descriptive words into an AI text box produces media. Try generating a picture from words.
[Select chips or configure persona & constraints above to build your prompt]
Elements: 0/3
Model: EdTech-Vision-LLM v4Tokens: 0
๐จ
AI Generation Canvas Ready
Assemble your prompt on the left and click "Synthesize AI Response"
๐ผ
3D Render
A red panda biologist with bright emerald glowing antennas in a watercolor library.
Role: Pirate Captain
"Ahoy, ye young landlubber! Gravity be the great celestial anchor dragging every coconut straight back down to the deck! Ye can jump, but the ocean of space pulls ye right back into your sea boots!"
๐ต๏ธ Fact-Checking & Hallucination Detective
Fact Audit
AI language models predict the next likely wordโthey do not possess consciousness or absolute truth. Click on the claims below to cross-check them against the Encyclopedia Britannica excerpt and flag the fabricated hallucination!
๐ค AI Output Claims:
๐ Encyclopedia Britannica Excerpt:
"Honeybees are social insects. They communicate direction and distance through the waggle dance. Honeybees breathe through external thoracic spiracles and drown rapidly when submerged in water. Worker bees forage over large distances for nectar."
Verified Independent Source #1: Encyclopedia Britannica
Verified Independent Source #2: Natural History Museum Guide
Select a claim above to verify its factual accuracy against the trusted sources...
๐ Academic Transparency, Attribution & AI Ethics
Passing off AI generation as original human work violates academic integrity. Build official project disclosure cards and formulate ethical community principles.
๐ก๏ธ Project AI Disclosure Card Generator
๐ Academic Integrity Citation Badge
๐ก๏ธ Academic Integrity Verified
Project: Space Colonies 2050
[Configure the disclosure form on the left and enter your name to generate your verified citation badge]
Ed Tech Hub Standards V4 โข ISO AI Transparency
๐ Classroom AI Code of Ethics (4 Key Pillars):
1. Privacy: Never submit passwords, home addresses, or personal classmate data.
2. Fairness & Bias: Recognize training biases and avoid generating harmful stereotypes.
3. Attribution: Transparently disclose whenever AI is used as a creative assistant.
4. Originality: Own your thinking; AI is a co-pilot, not the author.
๐ Prompt Architecture & Ethics Quality Audit
Audit prompt construction standards, persona modulation, hallucination detection protocols, and academic transparency compliance.
๐งฑ
1. 3-Element Prompt Formula Specification
Subject, descriptive color/lighting, and environmental setting are explicitly articulated to eliminate ambiguous AI misunderstandings.
Formula Calibrated
๐ญ
2. Role, Audience & Tone Modulation
Assigned personas (Pirate, Astrophysicist, Storyteller) adapt vocabulary difficulty, sentence pacing, and tone for target audiences.
Persona Verified
๐ต๏ธ
3. Hallucination Cross-Verification Protocol
All factual outputs are audited against at least two independent authoritative primary sources before acceptance.
2 Sources Verified
๐
4. Transparent Attribution Disclosure
Clear documentation of AI tool name, specific scope of usage, and original human contribution maintains full academic integrity.
๐ Student Project GuideSuccess Criteria & WAGOLL (What A Good One Looks Like)โพ
๐ฏ Task Success Criteria (Rubric)
Foundation
Recognizes that an AI can write in different styles when asked.
Developing
Applies a basic role command ('Act as a teacher') to an AI prompt.
Secure (Goal)
Constructs prompts specifying Role, Topic, Audience, and Tone (e.g., 'Act as a pirate explaining gravity to a 7-year-old').
Mastery
Evaluates how different AI personas alter the vocabulary, depth, and engagement of the response.
๐ What A Good One Looks Like (WAGOLL)
Exemplar 1 of 2
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Roles & Personas.
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Roles & Personas.
๐
Save to Your Website Portfolio:
When you finish creating your project in your software, copy the share link or take a screenshot and publish it onto your student portfolio website!
Reflect
๐ฏ
Self-Assessment & Reflection
Which persona made the explanation easier and more fun to understand?
๐ขSecure Level
Constructs prompts specifying Role, Topic, Audience, and Tone (e.g., 'Act as a pirate explaining gravity to a 7-year-old').
Learning check
Learning Check
What key ingredient is missing from this prompt: 'Explain how magnets work'?
Select the best option:
Hint 1: Think about it! Specifying WHO the AI should act as makes the response much better.
Hint 2: Clue: Adding a role and audience helps the AI tailor its tone and vocabulary perfectly.
Answer correctly to unlock the next level.
Correct! Adding a role and audience helps the AI tailor its tone and vocabulary perfectly.Think about it! Specifying WHO the AI should act as makes the response much better.
Teacher setup, curriculum links and progress descriptors
Spark support
Routine: Zoom In
Teacher notes: Facilitate the Zoom In routine for 2โ3 minutes. Encourage students to connect the prompt to Perspective (Perspective influences how information is framed and communicated.).
Achievement pathway
Foundation: Recognizes that an AI can write in different styles when asked.
Developing: Applies a basic role command ('Act as a teacher') to an AI prompt.
Secure: Constructs prompts specifying Role, Topic, Audience, and Tone (e.g., 'Act as a pirate explaining gravity to a 7-year-old').
Mastering: Evaluates how different AI personas alter the vocabulary, depth, and engagement of the response.
Curriculum links
Curriculum strand: Everyday Digital Skills & Computational Science
Outcome: AI.01.B.1.2 โ Assign roles, personas, and target audiences to AI prompts to adapt tone and style.
PYP: Perspective ยท Perspective influences how information is framed and communicated.
Learner profile: Open-minded
Competency tags
ai-roles
persona-prompting
tone
audience
Gate support
Accessibility alternative: Students may verbally explain or point to the correct answer for "What key ingredient is missing from this prompt: 'Explain how magnets work'?" with a teacher or teaching assistant.
Complete the previous learning check to unlock this next level.
Level 3
Constraints & Formatting
Apply structural constraints (length, format, exclusions) to guide AI output layouts.
Learning objective
Students will include format rules (e.g., 'In 3 bullet points', 'Under 50 words') in prompts to control output structure.
Let's Go!
Routine: Think, Puzzle, Explore
What happens when an AI gives you 5 pages of text when you only needed a quick 3-bullet summary? How can we prevent this?
Teacher note: Facilitate the Think, Puzzle, Explore routine for 2โ3 minutes. Encourage students to connect the prompt to Function (Setting structured parameters optimizes technology performance.).
Learn
AI loves to talk! If you don't set boundaries, it might write far too much. By specifying exact constraintsโlike 'Format as a 3-column table' or 'Use exactly 4 bullet points and no jargon'โyou get clean, organized results. In computing, setting structured parameters optimizes technology performance. As you explore the interactive Prompt Studio Simulator below, focus on how to combine format constraints: bullet lists, tables, negative constraints ('do not include...'), and word limits.
Interactive Simulator Sandbox
Prompt Curriculum:Step 3 โข Bronze Tier
โจ
Step 1 โข Bronze (Level 1): Clear Words for AI - Text to Picture Concept
Identify that typing descriptive words into an AI text box produces media. Try generating a picture from words.
[Select chips or configure persona & constraints above to build your prompt]
Elements: 0/3
Model: EdTech-Vision-LLM v4Tokens: 0
๐จ
AI Generation Canvas Ready
Assemble your prompt on the left and click "Synthesize AI Response"
๐ผ
3D Render
A red panda biologist with bright emerald glowing antennas in a watercolor library.
Role: Pirate Captain
"Ahoy, ye young landlubber! Gravity be the great celestial anchor dragging every coconut straight back down to the deck! Ye can jump, but the ocean of space pulls ye right back into your sea boots!"
๐ต๏ธ Fact-Checking & Hallucination Detective
Fact Audit
AI language models predict the next likely wordโthey do not possess consciousness or absolute truth. Click on the claims below to cross-check them against the Encyclopedia Britannica excerpt and flag the fabricated hallucination!
๐ค AI Output Claims:
๐ Encyclopedia Britannica Excerpt:
"Honeybees are social insects. They communicate direction and distance through the waggle dance. Honeybees breathe through external thoracic spiracles and drown rapidly when submerged in water. Worker bees forage over large distances for nectar."
Verified Independent Source #1: Encyclopedia Britannica
Verified Independent Source #2: Natural History Museum Guide
Select a claim above to verify its factual accuracy against the trusted sources...
๐ Academic Transparency, Attribution & AI Ethics
Passing off AI generation as original human work violates academic integrity. Build official project disclosure cards and formulate ethical community principles.
๐ก๏ธ Project AI Disclosure Card Generator
๐ Academic Integrity Citation Badge
๐ก๏ธ Academic Integrity Verified
Project: Space Colonies 2050
[Configure the disclosure form on the left and enter your name to generate your verified citation badge]
Ed Tech Hub Standards V4 โข ISO AI Transparency
๐ Classroom AI Code of Ethics (4 Key Pillars):
1. Privacy: Never submit passwords, home addresses, or personal classmate data.
2. Fairness & Bias: Recognize training biases and avoid generating harmful stereotypes.
3. Attribution: Transparently disclose whenever AI is used as a creative assistant.
4. Originality: Own your thinking; AI is a co-pilot, not the author.
๐ Prompt Architecture & Ethics Quality Audit
Audit prompt construction standards, persona modulation, hallucination detection protocols, and academic transparency compliance.
๐งฑ
1. 3-Element Prompt Formula Specification
Subject, descriptive color/lighting, and environmental setting are explicitly articulated to eliminate ambiguous AI misunderstandings.
Formula Calibrated
๐ญ
2. Role, Audience & Tone Modulation
Assigned personas (Pirate, Astrophysicist, Storyteller) adapt vocabulary difficulty, sentence pacing, and tone for target audiences.
Persona Verified
๐ต๏ธ
3. Hallucination Cross-Verification Protocol
All factual outputs are audited against at least two independent authoritative primary sources before acceptance.
2 Sources Verified
๐
4. Transparent Attribution Disclosure
Clear documentation of AI tool name, specific scope of usage, and original human contribution maintains full academic integrity.
๐ Student Project GuideSuccess Criteria & WAGOLL (What A Good One Looks Like)โพ
๐ฏ Task Success Criteria (Rubric)
Foundation
Notices that AI responses can be very long or short.
Developing
Adds simple word count limits (e.g., 'in 20 words') to a prompt.
Secure (Goal)
Combines format constraints: bullet lists, tables, negative constraints ('do not include...'), and word limits.
Mastery
Designs reusable prompt templates with built-in formatting constraints for classroom study guides.
๐ What A Good One Looks Like (WAGOLL)
Exemplar 1 of 2
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Constraints & Formatting.
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Constraints & Formatting.
๐
Save to Your Website Portfolio:
When you finish creating your project in your software, copy the share link or take a screenshot and publish it onto your student portfolio website!
Reflect
๐ฏ
Self-Assessment & Reflection
How did setting a word limit help you get straight to the point?
๐ขSecure Level
Combines format constraints: bullet lists, tables, negative constraints ('do not include...'), and word limits.
Learning check
Learning Check
Which instruction forces the AI to output a clean, organized list rather than a long paragraph?
Choose the correct constraint:
Hint 1: Asking for specific formats like bullet points keeps AI responses organized.
Hint 2: Clue: Specifying bullet points and item counts creates clean, organized outputs.
Answer correctly to unlock the next level.
Great job! Specifying bullet points and item counts creates clean, organized outputs.Remember: Asking for specific formats like bullet points keeps AI responses organized.
Teacher setup, curriculum links and progress descriptors
Spark support
Routine: Think, Puzzle, Explore
Teacher notes: Facilitate the Think, Puzzle, Explore routine for 2โ3 minutes. Encourage students to connect the prompt to Function (Setting structured parameters optimizes technology performance.).
Achievement pathway
Foundation: Notices that AI responses can be very long or short.
Developing: Adds simple word count limits (e.g., 'in 20 words') to a prompt.
Secure: Combines format constraints: bullet lists, tables, negative constraints ('do not include...'), and word limits.
Mastering: Designs reusable prompt templates with built-in formatting constraints for classroom study guides.
Curriculum links
Curriculum strand: Everyday Digital Skills & Computational Science
Outcome: AI.02.B.1.1 โ Apply structural constraints (length, format, exclusions) to guide AI output layouts.
PYP: Function ยท Setting structured parameters optimizes technology performance.
Learner profile: Thinker
Competency tags
prompt-constraints
output-formatting
bullet-points
word-limits
Gate support
Accessibility alternative: Students may verbally explain or point to the correct answer for "Which instruction forces the AI to output a clean, organized list rather than a long paragraph?" with a teacher or teaching assistant.
Complete the previous learning check to unlock this next level.
Level 4
Iterative Prompt Refinement
Refine and iterate on prompts sequentially based on initial AI outputs.
Learning objective
Students will analyze an imperfect AI output and write follow-up corrective prompts to refine the result in stages.
Let's Go!
Routine: I used to think... Now I think...
I used to think a prompt was a one-shot attempt... Now I think prompting is a conversation! Why is iteration key?
Teacher note: Facilitate the I used to think... Now I think... routine for 2โ3 minutes. Encourage students to connect the prompt to Change (Revision and feedback cycles improve creative and technological solutions.).
Learn
Prompting is a conversation, not a single button press! If the AI's first attempt misses the mark, don't start over from scratch. Reply with feedback like 'Make the tone more enthusiastic' or 'Simplify paragraph 2' to guide it. In computing, revision and feedback cycles improve creative and technological solutions. As you explore the interactive Prompt Studio Simulator below, focus on how to execute a 3-turn refinement conversation, adjusting details, tone, or corrections step-by-step.
Interactive Simulator Sandbox
Prompt Curriculum:Step 4 โข Bronze Tier
โจ
Step 1 โข Bronze (Level 1): Clear Words for AI - Text to Picture Concept
Identify that typing descriptive words into an AI text box produces media. Try generating a picture from words.
[Select chips or configure persona & constraints above to build your prompt]
Elements: 0/3
Model: EdTech-Vision-LLM v4Tokens: 0
๐จ
AI Generation Canvas Ready
Assemble your prompt on the left and click "Synthesize AI Response"
๐ผ
3D Render
A red panda biologist with bright emerald glowing antennas in a watercolor library.
Role: Pirate Captain
"Ahoy, ye young landlubber! Gravity be the great celestial anchor dragging every coconut straight back down to the deck! Ye can jump, but the ocean of space pulls ye right back into your sea boots!"
๐ต๏ธ Fact-Checking & Hallucination Detective
Fact Audit
AI language models predict the next likely wordโthey do not possess consciousness or absolute truth. Click on the claims below to cross-check them against the Encyclopedia Britannica excerpt and flag the fabricated hallucination!
๐ค AI Output Claims:
๐ Encyclopedia Britannica Excerpt:
"Honeybees are social insects. They communicate direction and distance through the waggle dance. Honeybees breathe through external thoracic spiracles and drown rapidly when submerged in water. Worker bees forage over large distances for nectar."
Verified Independent Source #1: Encyclopedia Britannica
Verified Independent Source #2: Natural History Museum Guide
Select a claim above to verify its factual accuracy against the trusted sources...
๐ Academic Transparency, Attribution & AI Ethics
Passing off AI generation as original human work violates academic integrity. Build official project disclosure cards and formulate ethical community principles.
๐ก๏ธ Project AI Disclosure Card Generator
๐ Academic Integrity Citation Badge
๐ก๏ธ Academic Integrity Verified
Project: Space Colonies 2050
[Configure the disclosure form on the left and enter your name to generate your verified citation badge]
Ed Tech Hub Standards V4 โข ISO AI Transparency
๐ Classroom AI Code of Ethics (4 Key Pillars):
1. Privacy: Never submit passwords, home addresses, or personal classmate data.
2. Fairness & Bias: Recognize training biases and avoid generating harmful stereotypes.
3. Attribution: Transparently disclose whenever AI is used as a creative assistant.
4. Originality: Own your thinking; AI is a co-pilot, not the author.
๐ Prompt Architecture & Ethics Quality Audit
Audit prompt construction standards, persona modulation, hallucination detection protocols, and academic transparency compliance.
๐งฑ
1. 3-Element Prompt Formula Specification
Subject, descriptive color/lighting, and environmental setting are explicitly articulated to eliminate ambiguous AI misunderstandings.
Formula Calibrated
๐ญ
2. Role, Audience & Tone Modulation
Assigned personas (Pirate, Astrophysicist, Storyteller) adapt vocabulary difficulty, sentence pacing, and tone for target audiences.
Persona Verified
๐ต๏ธ
3. Hallucination Cross-Verification Protocol
All factual outputs are audited against at least two independent authoritative primary sources before acceptance.
2 Sources Verified
๐
4. Transparent Attribution Disclosure
Clear documentation of AI tool name, specific scope of usage, and original human contribution maintains full academic integrity.
๐ Student Project GuideSuccess Criteria & WAGOLL (What A Good One Looks Like)โพ
๐ฏ Task Success Criteria (Rubric)
Foundation
Understands that if the first AI answer isn't right, you can ask again.
Developing
Identifies what is wrong with an AI response and attempts a follow-up fix.
Secure (Goal)
Executes a 3-turn refinement conversation, adjusting details, tone, or corrections step-by-step.
Mastery
Teaches a framework for prompt debugging (Identify Error -> Narrow Scope -> Add Example -> Re-run).
๐ What A Good One Looks Like (WAGOLL)
Exemplar 1 of 2
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Iterative Prompt Refinement.
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Iterative Prompt Refinement.
๐
Save to Your Website Portfolio:
When you finish creating your project in your software, copy the share link or take a screenshot and publish it onto your student portfolio website!
Reflect
๐ฏ
Self-Assessment & Reflection
How many prompt turns did it take to reach your ideal result?
๐ขSecure Level
Executes a 3-turn refinement conversation, adjusting details, tone, or corrections step-by-step.
Learning check
Learning Check
The AI wrote a story that is too scary for young children. What is the best follow-up prompt?
Select the best follow-up strategy:
Hint 1: Think about how iterative prompt refinement works: refine and iterate on prompts sequentially based on initial AI outputs.
Hint 2: Clue: Giving specific constructive feedback guides the AI to fix exact issues.
Answer correctly to unlock the next level.
Excellent! Giving specific constructive feedback guides the AI to fix exact issues.Try again! Specific feedback pointing out what to change works best.
Teacher setup, curriculum links and progress descriptors
Spark support
Routine: I used to think... Now I think...
Teacher notes: Facilitate the I used to think... Now I think... routine for 2โ3 minutes. Encourage students to connect the prompt to Change (Revision and feedback cycles improve creative and technological solutions.).
Achievement pathway
Foundation: Understands that if the first AI answer isn't right, you can ask again.
Developing: Identifies what is wrong with an AI response and attempts a follow-up fix.
Secure: Executes a 3-turn refinement conversation, adjusting details, tone, or corrections step-by-step.
Mastering: Teaches a framework for prompt debugging (Identify Error -> Narrow Scope -> Add Example -> Re-run).
Curriculum links
Curriculum strand: Everyday Digital Skills & Computational Science
Outcome: AI.02.B.1.2 โ Refine and iterate on prompts sequentially based on initial AI outputs.
PYP: Change ยท Revision and feedback cycles improve creative and technological solutions.
Learner profile: Reflective
Competency tags
iterative-prompting
prompt-refinement
debugging-prompts
feedback-loops
Gate support
Accessibility alternative: Students may verbally explain or point to the correct answer for "The AI wrote a story that is too scary for young children. What is the best follow-up prompt?" with a teacher or teaching assistant.
Complete the previous learning check to unlock this next level.
Level 5
Fact-Checking & Hallucinations
Detect AI hallucinations and verify AI-generated claims using trusted primary sources.
Learning objective
Students will cross-reference AI-generated facts against verified encyclopedias or textbooks to identify AI 'hallucinations'.
Let's Go!
Routine: 3-2-1 Bridge
An AI confidently claims that 'Penguins fly to Australia every winter.' 3 reasons why AI sounds confident even when wrong?
Teacher note: Facilitate the 3-2-1 Bridge routine for 2โ3 minutes. Encourage students to connect the prompt to Responsibility (Critical evaluation of information sources is essential in an automated world.).
Learn
AI language models predict the next likely wordโthey do NOT 'know' facts like humans do! Sometimes AI creates completely fake facts that sound totally convincing. This is called a 'hallucination'. NEVER trust AI facts without double-checking! In computing, critical evaluation of information sources is essential in an automated world. As you explore the interactive Prompt Studio Simulator below, focus on how to conducts a systematic fact-check of an AI summary using 2 independent trusted sources.
Interactive Simulator Sandbox
Prompt Curriculum:Step 5 โข Bronze Tier
โจ
Step 1 โข Bronze (Level 1): Clear Words for AI - Text to Picture Concept
Identify that typing descriptive words into an AI text box produces media. Try generating a picture from words.
[Select chips or configure persona & constraints above to build your prompt]
Elements: 0/3
Model: EdTech-Vision-LLM v4Tokens: 0
๐จ
AI Generation Canvas Ready
Assemble your prompt on the left and click "Synthesize AI Response"
๐ผ
3D Render
A red panda biologist with bright emerald glowing antennas in a watercolor library.
Role: Pirate Captain
"Ahoy, ye young landlubber! Gravity be the great celestial anchor dragging every coconut straight back down to the deck! Ye can jump, but the ocean of space pulls ye right back into your sea boots!"
๐ต๏ธ Fact-Checking & Hallucination Detective
Fact Audit
AI language models predict the next likely wordโthey do not possess consciousness or absolute truth. Click on the claims below to cross-check them against the Encyclopedia Britannica excerpt and flag the fabricated hallucination!
๐ค AI Output Claims:
๐ Encyclopedia Britannica Excerpt:
"Honeybees are social insects. They communicate direction and distance through the waggle dance. Honeybees breathe through external thoracic spiracles and drown rapidly when submerged in water. Worker bees forage over large distances for nectar."
Verified Independent Source #1: Encyclopedia Britannica
Verified Independent Source #2: Natural History Museum Guide
Select a claim above to verify its factual accuracy against the trusted sources...
๐ Academic Transparency, Attribution & AI Ethics
Passing off AI generation as original human work violates academic integrity. Build official project disclosure cards and formulate ethical community principles.
๐ก๏ธ Project AI Disclosure Card Generator
๐ Academic Integrity Citation Badge
๐ก๏ธ Academic Integrity Verified
Project: Space Colonies 2050
[Configure the disclosure form on the left and enter your name to generate your verified citation badge]
Ed Tech Hub Standards V4 โข ISO AI Transparency
๐ Classroom AI Code of Ethics (4 Key Pillars):
1. Privacy: Never submit passwords, home addresses, or personal classmate data.
2. Fairness & Bias: Recognize training biases and avoid generating harmful stereotypes.
3. Attribution: Transparently disclose whenever AI is used as a creative assistant.
4. Originality: Own your thinking; AI is a co-pilot, not the author.
๐ Prompt Architecture & Ethics Quality Audit
Audit prompt construction standards, persona modulation, hallucination detection protocols, and academic transparency compliance.
๐งฑ
1. 3-Element Prompt Formula Specification
Subject, descriptive color/lighting, and environmental setting are explicitly articulated to eliminate ambiguous AI misunderstandings.
Formula Calibrated
๐ญ
2. Role, Audience & Tone Modulation
Assigned personas (Pirate, Astrophysicist, Storyteller) adapt vocabulary difficulty, sentence pacing, and tone for target audiences.
Persona Verified
๐ต๏ธ
3. Hallucination Cross-Verification Protocol
All factual outputs are audited against at least two independent authoritative primary sources before acceptance.
2 Sources Verified
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4. Transparent Attribution Disclosure
Clear documentation of AI tool name, specific scope of usage, and original human contribution maintains full academic integrity.
๐ Student Project GuideSuccess Criteria & WAGOLL (What A Good One Looks Like)โพ
๐ฏ Task Success Criteria (Rubric)
Foundation
States that AI can sometimes make mistakes or invent facts.
Developing
Identifies an obvious false statement generated in a test AI response.
Secure (Goal)
Conducts a systematic fact-check of an AI summary using 2 independent trusted sources.
Mastery
Explains why language models hallucinate (predicting words, not knowing truth) and creates a fact-checking guide for peers.
๐ What A Good One Looks Like (WAGOLL)
Exemplar 1 of 2
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Fact-Checking & Hallucinations.
โญ Mastering Standard
Prompt Engineering Exemplar: Demonstration of mastering quality standards for Fact-Checking & Hallucinations.
๐
Save to Your Website Portfolio:
When you finish creating your project in your software, copy the share link or take a screenshot and publish it onto your student portfolio website!
Reflect
๐ฏ
Self-Assessment & Reflection
What was the most surprising mistake or hallucination you found in the AI's answer?
๐ขSecure Level
Conducts a systematic fact-check of an AI summary using 2 independent trusted sources.
Learning check
Learning Check
Why must you ALWAYS verify facts generated by an AI assistant before using them in a school project?
Select the correct critical thinking rule:
Hint 1: AI is a text predictor, not a truth engine. Always double-check facts with real sources.
Hint 2: Clue: AI predicts words based on patterns, which means it can invent fake facts. Always verify!
Answer correctly to unlock the next level.
Spot on! AI predicts words based on patterns, which means it can invent fake facts. Always verify!Remember: AI is a text predictor, not a truth engine. Always double-check facts with real sources.
Teacher setup, curriculum links and progress descriptors
Spark support
Routine: 3-2-1 Bridge
Teacher notes: Facilitate the 3-2-1 Bridge routine for 2โ3 minutes. Encourage students to connect the prompt to Responsibility (Critical evaluation of information sources is essential in an automated world.).
Achievement pathway
Foundation: States that AI can sometimes make mistakes or invent facts.
Developing: Identifies an obvious false statement generated in a test AI response.
Secure: Conducts a systematic fact-check of an AI summary using 2 independent trusted sources.
Mastering: Explains why language models hallucinate (predicting words, not knowing truth) and creates a fact-checking guide for peers.
Curriculum links
Curriculum strand: Everyday Digital Skills & Computational Science
Outcome: AI.03.B.1.1 โ Detect AI hallucinations and verify AI-generated claims using trusted primary sources.
PYP: Responsibility ยท Critical evaluation of information sources is essential in an automated world.
Learner profile: Inquirer
Competency tags
ai-hallucinations
fact-checking
source-verification
critical-thinking
Gate support
Accessibility alternative: Students may verbally explain or point to the correct answer for "Why must you ALWAYS verify facts generated by an AI assistant before using them in a school project?" with a teacher or teaching assistant.
Complete the previous learning check to unlock this next level.
Level 6
Ethical Prompting & Attribution
Apply ethical AI usage guidelines, proper citation/attribution, and plagiarism awareness.
Learning objective
Students will formulate ethical AI use guidelines and properly cite AI tools used in research or creative projects.
Let's Go!
Routine: Step Inside
Imagine you spent 10 hours painting a picture, and someone entered an AI copy into an art contest. How would you feel?
Teacher note: Facilitate the Step Inside routine for 2โ3 minutes. Encourage students to connect the prompt to Reflection (Ethical technology use requires transparency, honesty, and respect for intellectual property.).
Learn
Using AI responsibly means being honest about how you used it! Using AI to brainstorm ideas or check grammar is greatโpassing off AI-written essays or artwork as entirely your own work is plagiarism. Always attribute AI assistance clearly. In computing, ethical technology use requires transparency, honesty, and respect for intellectual property. As you explore the interactive Prompt Studio Simulator below, focus on how to create a project disclosure statement detailing how AI was used (e.g., for brainstorming, editing, or image creation).
Interactive Simulator Sandbox
Prompt Curriculum:Step 6 โข Bronze Tier
โจ
Step 1 โข Bronze (Level 1): Clear Words for AI - Text to Picture Concept
Identify that typing descriptive words into an AI text box produces media. Try generating a picture from words.
[Select chips or configure persona & constraints above to build your prompt]
Elements: 0/3
Model: EdTech-Vision-LLM v4Tokens: 0
๐จ
AI Generation Canvas Ready
Assemble your prompt on the left and click "Synthesize AI Response"
๐ผ
3D Render
A red panda biologist with bright emerald glowing antennas in a watercolor library.
Role: Pirate Captain
"Ahoy, ye young landlubber! Gravity be the great celestial anchor dragging every coconut straight back down to the deck! Ye can jump, but the ocean of space pulls ye right back into your sea boots!"
๐ต๏ธ Fact-Checking & Hallucination Detective
Fact Audit
AI language models predict the next likely wordโthey do not possess consciousness or absolute truth. Click on the claims below to cross-check them against the Encyclopedia Britannica excerpt and flag the fabricated hallucination!
๐ค AI Output Claims:
๐ Encyclopedia Britannica Excerpt:
"Honeybees are social insects. They communicate direction and distance through the waggle dance. Honeybees breathe through external thoracic spiracles and drown rapidly when submerged in water. Worker bees forage over large distances for nectar."
Verified Independent Source #1: Encyclopedia Britannica
Verified Independent Source #2: Natural History Museum Guide
Select a claim above to verify its factual accuracy against the trusted sources...
๐ Academic Transparency, Attribution & AI Ethics
Passing off AI generation as original human work violates academic integrity. Build official project disclosure cards and formulate ethical community principles.
๐ก๏ธ Project AI Disclosure Card Generator
๐ Academic Integrity Citation Badge
๐ก๏ธ Academic Integrity Verified
Project: Space Colonies 2050
[Configure the disclosure form on the left and enter your name to generate your verified citation badge]
Ed Tech Hub Standards V4 โข ISO AI Transparency
๐ Classroom AI Code of Ethics (4 Key Pillars):
1. Privacy: Never submit passwords, home addresses, or personal classmate data.
2. Fairness & Bias: Recognize training biases and avoid generating harmful stereotypes.
3. Attribution: Transparently disclose whenever AI is used as a creative assistant.
4. Originality: Own your thinking; AI is a co-pilot, not the author.
๐ Prompt Architecture & Ethics Quality Audit
Audit prompt construction standards, persona modulation, hallucination detection protocols, and academic transparency compliance.
๐งฑ
1. 3-Element Prompt Formula Specification
Subject, descriptive color/lighting, and environmental setting are explicitly articulated to eliminate ambiguous AI misunderstandings.
Formula Calibrated
๐ญ
2. Role, Audience & Tone Modulation
Assigned personas (Pirate, Astrophysicist, Storyteller) adapt vocabulary difficulty, sentence pacing, and tone for target audiences.
Persona Verified
๐ต๏ธ
3. Hallucination Cross-Verification Protocol
All factual outputs are audited against at least two independent authoritative primary sources before acceptance.
2 Sources Verified
๐
4. Transparent Attribution Disclosure
Clear documentation of AI tool name, specific scope of usage, and original human contribution maintains full academic integrity.
Hint 1: Ethical AI use means using AI to assist learning, doing your own work, and declaring AI usage.
Hint 2: Clue: Outstanding! Using AI as a thought partner while writing your own work and citing sources is principled learning.
Answer correctly to complete this strand.
Outstanding! Using AI as a thought partner while writing your own work and citing sources is principled learning.Remember: Ethical AI use means using AI to assist learning, doing your own work, and declaring AI usage.
Teacher setup, curriculum links and progress descriptors
Spark support
Routine: Step Inside
Teacher notes: Facilitate the Step Inside routine for 2โ3 minutes. Encourage students to connect the prompt to Reflection (Ethical technology use requires transparency, honesty, and respect for intellectual property.).
Achievement pathway
Foundation: Explains that passing off AI writing as your own work is dishonest.
Developing: Uses an AI attribution label (e.g., 'Image generated with Canva AI using prompt X').
Secure: Creates a project disclosure statement detailing how AI was used (e.g., for brainstorming, editing, or image creation).
Mastering: Drafts a class AI Code of Ethics addressing privacy, fairness, artistic credit, and academic integrity.
Curriculum links
Curriculum strand: Everyday Digital Skills & Computational Science
Outcome: AI.03.B.1.2 โ Apply ethical AI usage guidelines, proper citation/attribution, and plagiarism awareness.
PYP: Reflection ยท Ethical technology use requires transparency, honesty, and respect for intellectual property.
Learner profile: Principled
Competency tags
ethical-ai
ai-attribution
academic-integrity
copyright
Gate support
Accessibility alternative: Students may verbally explain or point to the correct answer for "Which of these is the correct, principled way to use AI for a school history poster?" with a teacher or teaching assistant.
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