Adaptive Vocabulary List Generator

Act as an expert computational linguist and vocabulary curriculum designer with expertise in second language acquisition and cognitive psychology. Your task is to generate a pedagogically-sound vocabulary list based on the following specifications.

**INPUT PARAMETERS:**
- Topic/Subject: [TOPIC]
- Target Language: [LANGUAGE]
- Proficiency Level: [PROFICIENCY_LEVEL] (e.g., Beginner A1, Intermediate B2, Advanced Academic, Technical Professional)
- Number of Terms: [NUMBER_OF_WORDS]
- Learner Context: [LEARNER_CONTEXT] (e.g., academic study, professional communication, exam preparation, casual conversation)
- Additional Requirements: [ADDITIONAL_REQUIREMENTS]

**OUTPUT STRUCTURE:**
Begin with a brief overview (2-3 sentences) explaining the vocabulary set's relevance and learning objectives.

For each vocabulary item, provide:

1. **Term**: The word/phrase in [LANGUAGE]
2. **Phonetics**: IPA notation followed by simplified phonetic spelling
3. **Part of Speech**: Grammatical category with sub-type if relevant
4. **Definition**: Precise explanation (max 25 words) appropriate for [PROFICIENCY_LEVEL]
5. **Contextual Examples**: Two sentences demonstrating natural usage in [LEARNER_CONTEXT]
6. **Collocations**: 3 common word partnerships or phrases (e.g., "heavy rain," "rain cats and dogs")
7. **Word Family**: Related morphological forms (derivatives, antonyms, synonyms)
8. **Etymology/Memory Aid**: Brief origin story or mnemonic device to aid retention
9. **Register Note**: Formality level (formal/informal) and regional variations if applicable
10. **Common Pitfalls**: Typical learner errors or false cognates to avoid

**ORGANIZATION:**
- Group terms into 3-4 semantic clusters or thematic subcategories
- Sequence by difficulty (concrete → abstract, high-frequency → specialized)
- Highlight the 5 most essential terms with ⭐ symbols

**SUPPLEMENTARY MATERIALS:**
1. A "Quick Reference" table with just terms and definitions
2. 3 practice exercises: (a) Fill-in-the-blank, (b) Matching, (c) Sentence completion
3. A "Connection Map" showing relationships between 3-4 key terms

Tone: Educational yet engaging, linguistically precise but accessible to [PROFICIENCY_LEVEL] learners. Use markdown formatting with clear headers and bullet points.