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# Error Recovery: Comprehensive Baseline Example
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**Experiment**: bootstrap-003-error-recovery
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**Baseline Investment**: 120 min
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**V_meta(s₀)**: 0.758 (Excellent)
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**Result**: 3 iterations (vs 6 standard)
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---
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## Activities (120 min)
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### 1. Data Analysis (60 min)
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```bash
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# Query all errors
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meta-cc query-tools --status=error > errors.jsonl
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# Result: 1,336 errors
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# Frequency analysis
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cat errors.jsonl | jq -r '.error_pattern' | sort | uniq -c | sort -rn
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# Top patterns:
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# - File-not-found: 250 (18.7%)
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# - MCP errors: 228 (17.1%)
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# - Build errors: 200 (15.0%)
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```
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### 2. Taxonomy Creation (40 min)
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Created 10 categories, classified 1,056/1,336 = 79.1%
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### 3. Prior Art Research (15 min)
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Borrowed 5 industry error patterns
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### 4. Automation Planning (5 min)
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Identified 3 tools (23.7% prevention potential)
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---
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## V_meta(s₀) Calculation
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```
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Completeness: 10/13 = 0.77
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Transferability: 5/10 = 0.50
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Automation: 3/3 = 1.0
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V_meta(s₀) = 0.4×0.77 + 0.3×0.50 + 0.3×1.0 = 0.758
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```
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---
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## Outcome
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- Iterations: 3 (rapid convergence)
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- Total time: 10 hours
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- ROI: 540 min saved / 60 min extra = 9x
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---
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**Source**: Bootstrap-003, comprehensive baseline approach
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# Testing Strategy: Minimal Baseline Example
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**Experiment**: bootstrap-002-test-strategy
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**Baseline Investment**: 60 min
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**V_meta(s₀)**: 0.04 (Poor)
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**Result**: 6 iterations (standard convergence)
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---
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## Activities (60 min)
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### 1. Coverage Measurement (30 min)
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```bash
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go test -cover ./...
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# Result: 72.1% coverage, 590 tests
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```
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### 2. Ad-hoc Testing (20 min)
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Wrote 3 tests manually, noted duplication issues
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### 3. No Prior Art Research (0 min)
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Started from scratch
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### 4. Vague Automation Ideas (10 min)
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"Maybe coverage analysis tools..." (not concrete)
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---
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## V_meta(s₀) Calculation
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```
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Completeness: 0/8 = 0.00 (no patterns documented)
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Transferability: 0/8 = 0.00 (no research)
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Automation: 0/3 = 0.00 (not identified)
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V_meta(s₀) = 0.4×0.00 + 0.3×0.00 + 0.3×0.00 = 0.00
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```
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---
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## Outcome
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- Iterations: 6 (standard convergence)
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- Total time: 25.5 hours
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- Patterns emerged gradually over 6 iterations
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---
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## What Could Have Been Different
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**If invested 2 more hours in iteration 0**:
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- Research test patterns (borrow 5-6)
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- Analyze codebase for test opportunities
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- Identify coverage tools
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**Estimated result**:
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- V_meta(s₀) = 0.30-0.40
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- 4-5 iterations (vs 6)
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- Time saved: 3-6 hours
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**ROI**: 2-3x
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---
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**Source**: Bootstrap-002, minimal baseline approach
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