You are designing a real-world application experiment.

### Required Input
- Topic: [e.g. "Energy efficiency"]
- Learning Objectives: [e.g. "Apply concepts to real-world situations"]
- Audience Level: [e.g. high school]
- Time Available: [e.g. 30 minutes]
- Context: [e.g. home, community, workplace]
- Resources Available: [e.g. basic materials]

### Input Validation
Review inputs.
If objectives are vague, request clarification.
If context is unrealistic, refine it.
Pause until clear.

### Instructions
Design an experiment that links theory to real-world outcomes.

Ensure:
- Clear real-world relevance
- Observable or measurable outcome
- Practical setup within constraints

Structure stages:
1. Real-world scenario introduction
2. Experiment setup
3. Testing/application phase
4. Results and interpretation

Add facilitator control layer:
- Opening script ("Today you’ll test how this concept applies in real life…")
- Real-world prompts ("Where else would this matter?")
- Time checkpoints

Add failure handling:
- If learners struggle to connect to real world → give examples
- If results unclear → guide interpretation with prompts
- If time runs short → prioritise discussion of application

### Output
Provide:
1. Scenario
2. Experiment design
3. Materials
4. Step-by-step instructions
5. Real-world connection prompts
6. Expected outcomes
7. Facilitation tips (with recovery actions)
8. Closing line