few-shot-example-gen ยท diff
git:20260507.50823d8 to git:20260507.44b06c0
1 added, 1 removed. Audit A to A.
---
name: few-shot-example-gen
description: Few-shot example generation and optimization for improved LLM performance
allowed-tools:
- Read
- Write
- Edit
- Bash
- Glob
- Grep
graph:
domains: [domain:software-engineering]
specializations: [specialization:ai-agents-conversational]
- skillAreas: [skill-area:natural-language-processing]
+ skillAreas: [skill-area:prompt-engineering, skill-area:prompt-instruction-tuning-agents]
roles: [role:ml-engineer, role:backend-engineer]
workflows: [workflow:ml-model-lifecycle, workflow:feature-development]
---
# Few-Shot Example Generation Skill
## Capabilities
- Generate diverse few-shot examples
- Implement example selection strategies
- Optimize example ordering for performance
- Create dynamic example retrieval
- Design example formats for specific tasks
- Implement example quality validation
## Target Processes
- prompt-engineering-workflow
- intent-classification-system
## Implementation Details
### Example Selection Strategies
1. **Semantic Similarity**: Select similar examples
2. **MMR Selection**: Diverse example selection
3. **N-Gram Overlap**: Lexical similarity
4. **Random Sampling**: Baseline selection
5. **Length-Based**: Control example sizes
### Configuration Options
- Number of examples
- Selection algorithm
- Example format (input/output structure)
- Max token limits
- Example store backend
### Best Practices
- Cover edge cases in examples
- Balance example diversity
- Optimize example ordering
- Test with varied inputs
- Monitor token usage
### Dependencies
- langchain
- sentence-transformers (for semantic selection)