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# Axiom Prompt Engineering (APE) Testing Protocol v1.0 | ||
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## Table of Contents | ||
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1. [Testing Framework Overview] | ||
2. [Testing Environment Setup] | ||
3. [Baseline Establishment] | ||
4. [Axiom Implementation Testing] | ||
5. [Performance Metrics] | ||
6. [Data Collection] | ||
7. [Analysis Methodology] | ||
8. [Reporting Standards] | ||
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## Testing Framework Overview | ||
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### Core Testing Principles | ||
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1. Reproducibility | ||
2. Standardization | ||
3. Quantifiable results | ||
4. Controlled variables | ||
5. Comprehensive documentation | ||
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### Required Testing Components | ||
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TBD | ||
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## Testing Environment Setup | ||
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### Environment Configuration | ||
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1. **Model Selection** | ||
- Supported Models: | ||
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(documentation required) | ||
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3. **Parameter Standardization** | ||
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TBD | ||
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4. **Testing Categories** | ||
- General Knowledge | ||
- Technical Tasks | ||
- Creative Generation | ||
- Analysis & Reasoning | ||
- Specialized Domains | ||
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## Baseline Establishment | ||
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### Step 1: Control Prompt Testing | ||
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``` | ||
For each test case: | ||
1. Execute standard prompt version | ||
2. Record response metrics | ||
3. Document execution environment | ||
4. Log response characteristics | ||
5. Measure performance indicators | ||
``` | ||
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### Step 2: Baseline Metrics Collection | ||
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TBD | ||
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## Axiom Implementation Testing | ||
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### Test Execution Protocol | ||
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TBD | ||
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## Performance Metrics | ||
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### Core Metrics | ||
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1. **Quality Metrics** | ||
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``` | ||
QualityScore = (Precision * 0.3) + (Coherence * 0.3) + | ||
(Utility * 0.2) + (Innovation * 0.2) | ||
``` | ||
2. **Efficiency Metrics** | ||
``` | ||
EfficiencyScore = (TokenEfficiency * 0.4) + (ExecutionTime * 0.3) + | ||
(ResourceUtilization * 0.3) | ||
``` | ||
3. **Optimization Metrics** | ||
``` | ||
OptimizationScore = (TaskCompletion * 0.4) + (Accuracy * 0.3) + | ||
(Consistency * 0.3) | ||
``` | ||
### Comparative Analysis | ||
``` | ||
ImprovementScore = (AxiomScore - BaselineScore) / BaselineScore * 100 | ||
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``` | ||
## Data Collection | ||
### Required Data Points | ||
1. **Environmental Data** | ||
- Model specifications | ||
- Runtime parameters | ||
- System configurations | ||
- Test timestamp | ||
2. **Performance Data** | ||
- Response times | ||
- Token counts | ||
- Error rates | ||
- Success rates | ||
3. **Quality Data** | ||
- Accuracy scores | ||
- Coherence metrics | ||
- Utility ratings | ||
- Innovation measures | ||
### Collection Format | ||
TBD | ||
## Analysis Methodology | ||
### Statistical Analysis | ||
1. **Primary Analysis** | ||
- Mean improvement rate | ||
- Standard deviation | ||
- Confidence intervals | ||
- Statistical significance | ||
2. **Secondary Analysis** | ||
- Performance patterns | ||
- Failure modes | ||
- Edge cases | ||
- Optimization opportunities | ||
### Quality Assessment | ||
TBD | ||
## Reporting Standards | ||
### Required Report Elements | ||
1. **Test Configuration** | ||
- Complete environment details | ||
- Test parameters | ||
- Axiom implementation details | ||
2. **Results Summary** | ||
- Performance metrics | ||
- Comparative analysis | ||
- Statistical significance | ||
- Key findings | ||
3. **Detailed Analysis** | ||
- Performance breakdowns | ||
- Pattern analysis | ||
- Anomaly documentation | ||
- Optimization recommendations | ||
### Report Template | ||
```markdown | ||
# Axiom Testing Report | ||
## Test Configuration | ||
[Environment and parameter details] | ||
## Results Summary | ||
[Key metrics and findings] | ||
## Detailed Analysis | ||
[Comprehensive analysis and recommendations] | ||
## Raw Data | ||
[Appendix with complete test data] | ||
``` | ||
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## Version Control | ||
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### Submission Format | ||
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1. Create branch: | ||
2. Include all raw data | ||
3. Provide complete documentation | ||
4. Submit detailed analysis | ||
5. Include reproducibility instructions | ||
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--- | ||
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*This protocol is subject to continuous improvement. Version 1.0 - Last updated: 12/19/2024 |