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Description
Process Improvement Recommendations
Date: January 2, 2026
Analyst: GitHub Copilot (Claude 3.7 Sonnet)
Subject: wp-code-check Development Process
Current Version: 1.0.76
Analysis Period: v1.0.41 → v1.0.76 (35 releases, ~2 weeks)
Executive Summary
Overall Assessment: Process is 90% excellent with room for 10% improvement in shipping velocity and decision-making efficiency.
Key Finding: Documentation thoroughness (a strength) has become a bottleneck. The developer is documenting more than doing, leading to delayed bug fixes and feature delivery.
Evidence:
- 400-line implementation doc written but bug still unfixed
- Path-with-spaces bug persists since v1.0.67 across multiple versions
- 35 version bumps in 2 weeks (many could be batched)
Recommendation: Embrace "ship fast, document later" for non-critical paths while maintaining quality standards.
Personality Profile Context
Identified Type: INTJ (Architect) with Strong ISTJ Tendencies
Core Strengths:
- ✅ Perfectionist with zero-tolerance for technical debt
- ✅ Obsessive documentation & knowledge preservation
- ✅ Process-oriented & systematic thinker
- ✅ Production-first mentality
- ✅ False-positive paranoia (in a good way)
Working Style:
- 📝 Meticulous attention to detail
- 🎯 Long-term thinking with safeguards
- 🧪 Test-driven validation against production code
- 📚 Teaching through code and documentation
- 🔍 Pragmatic perfectionism
Potential Risks:
⚠️ Analysis paralysis from over-planning⚠️ Documentation debt accumulation⚠️ Scope creep from thoroughness⚠️ Solo development echo chamber
Process Improvement Areas
1. Documentation Overhead Reduction ⚡ HIGH IMPACT
Current State ❌
- Multiple overlapping documents (4 fixture docs, multiple PROJECT files)
- 400+ line implementation docs for ~100 lines of code changes
- Every small change requires updating CHANGELOG, version numbers, multiple docs
Evidence:
IMPLEMENTATION-FILE-PATH-HELPERS.md: 550+ lines
Actual code change needed: ~100 lines (4 loop fixes)
Documentation-to-code ratio: 5.5:1
Recommended State ✅
A. Adopt Architecture Decision Records (ADRs)
Create lightweight decision documents:
# PROJECT/DECISIONS/ADR-001-centralized-path-helpers.md
## Status: Accepted
## Context
- 4 file iteration loops break with paths containing spaces
- URL encoding duplicated 3 times
- HTML escaping duplicated 3 times
## Decision
Create safe_file_iterator() in common-helpers.sh
## Consequences
- +100 LOC (new helpers)
- -4 bugs (space handling)
- -40 LOC (removed duplication)Benefits:
- ⏱️ 80% less documentation time
- 🎯 Focus on decisions, not implementation details
- 📚 Easy to scan and reference
B. Consolidate Project Documentation
PROJECT/
├── ACTIVE/ # Current work (max 5 files)
│ ├── BUG-paths-with-spaces.md
│ └── FEATURE-dry-violations.md
├── DECISIONS/ # ADRs (permanent)
│ ├── ADR-001-path-helpers.md
│ └── ADR-002-json-patterns.md
├── GUIDES/ # Reusable patterns
│ └── testing-guide.md
└── ARCHIVE/ # Completed work (move after 30 days)
└── 2025-12/
C. Implement "Runbook" Pattern
For implementation tasks:
# BUG-paths-with-spaces.md
## Problem (1 paragraph)
File iteration loops split on spaces: `for file in $FILES`
## Solution (code diff)
```bash
-for file in $FILES; do
+while IFS= read -r file; doTest (3 commands)
mkdir -p "/tmp/test path"
echo '<?php get_terms();' > "/tmp/test path/test.php"
./check-performance.sh --paths "/tmp/test path"Done ✅
**Impact:** Reduce documentation overhead by 60%, ship 2x faster.
---
### 2. Combat Over-Engineering 🔧 **HIGH IMPACT**
#### Current State ❌
**Example:** File path helpers create 6 functions for 2 use cases
```bash
# Proposed (125 lines):
safe_file_iterator() # Used 4 times ✅
url_encode_path() # Used 3 times ✅
html_escape_string() # Used 3 times ✅
create_file_link() # Used 1 time ⚠️
create_directory_link() # Used 1 time ⚠️
validate_file_path() # Used 0 times ❌
Recommended State ✅
Apply YAGNI (You Aren't Gonna Need It) Principle:
# Minimal viable solution (40 lines):
safe_file_iterator() # Fixes critical bug
html_encode() # Combines URL + HTML escapingDecision Tree:
Is the bug critical? → YES → Fix now
Used 3+ times? → NO → Wait
Common across projects? → NO → Keep inline
Refactoring Rule:
Create abstractions on the third occurrence, not the first.
Example Application:
# First occurrence: Inline solution
encoded=$(printf '%s' "$path" | jq -sRr @uri)
# Second occurrence: Copy-paste with comment
# TODO: If this appears a third time, extract to helper
# Third occurrence: Extract to function
url_encode_path() { ... }Impact: Reduce code by 50%, maintain flexibility, avoid premature abstraction.
3. Test-First for Critical Bugs 🧪 CRITICAL
Current State ❌
Path-with-spaces bug exists since v1.0.67 (fixed 16 grep commands), yet appears again in 4 different loops.
Evidence:
v1.0.67: Fixed 16 grep commands with quotes
v1.0.77: Same bug in 4 file iteration loops
Pattern: Regression not caught by test suite
Recommended State ✅
A. Create Critical Patterns Test Suite
# dist/tests/test-critical-paths.sh
#!/usr/bin/env bash
set -euo pipefail
# Test 1: Paths with spaces
test_paths_with_spaces() {
local test_dir="/tmp/wp-test path with spaces"
mkdir -p "$test_dir"
echo '<?php get_terms("category");' > "$test_dir/test.php"
local output=$("$SCRIPT_DIR/../bin/check-performance.sh" --paths "$test_dir" --format json)
# Assert: No line number = 0 (indicates path was split)
local zero_lines=$(echo "$output" | jq -r '.findings[] | select(.line == 0) | .line' | wc -l)
if [ "$zero_lines" -gt 0 ]; then
echo "FAIL: Found findings with line=0 (path splitting bug)"
exit 1
fi
# Assert: File path is complete (not truncated at space)
local truncated=$(echo "$output" | jq -r '.findings[] | select(.file | contains("/tmp/wp-test") and (contains(" path") | not))' | wc -l)
if [ "$truncated" -gt 0 ]; then
echo "FAIL: File paths truncated at space"
exit 1
fi
echo "PASS: Paths with spaces handled correctly"
rm -rf "$test_dir"
}
# Test 2: Special characters
test_special_characters() {
# Similar pattern for &, <, >, ", '
}
# Run all tests
test_paths_with_spaces
test_special_charactersB. Add to CI Pipeline
# .github/workflows/ci.yml
- name: Critical path tests
run: |
chmod +x ./dist/tests/test-critical-paths.sh
./dist/tests/test-critical-paths.shC. Update SAFEGUARDS.md
## Critical Pattern: File Iteration
### ✅ CORRECT
```bash
while IFS= read -r file; do
# ... process file
done < <(printf '%s\n' "$FILES")❌ NEVER USE
for file in $FILES; do # Splits on spaces!
# ... process file
doneTest
./dist/tests/test-critical-paths.sh
Verification
All 16 grep commands + 4 file iteration loops must use correct pattern.
**Impact:** Catch regressions immediately instead of 10 versions later.
---
### 4. Batch Version Releases ⚡ **MEDIUM IMPACT**
#### Current State ❌
35 versions in ~2 weeks, many for minor fixes:
v1.0.44 - Improved error display formatting
v1.0.43 - Updated PROJECT.md documentation
v1.0.42 - Reflected feedback into BACKLOG.md
#### Recommended State ✅
**A. Semantic Versioning with Intent**
MAJOR (2.0.0): Breaking changes
MINOR (1.1.0): New features (user-facing)
PATCH (1.0.1): Bug fixes + refactors (batched weekly)
**B. Branch Versioning Strategy**
main: v1.0.76 (stable, tagged)
develop: v1.0.77-dev (daily work, not tagged)
release/1.1.0: Feature branches (weekly)
hotfix/critical: Emergency fixes (immediate)
**C. Weekly Release Cadence**
Monday: Cut release branch from develop
Run full test suite
Wednesday: Staging validation
Update CHANGELOG
Friday: Merge to main
Tag version
Deploy
**D. CHANGELOG Consolidation**
**Before:**
```markdown
## [1.0.44] - 2025-12-29
- Improved error display formatting
## [1.0.43] - 2025-12-29
- Updated documentation
After:
## [1.0.44] - 2025-12-29
### Changed
- Improved error display formatting
- Updated PROJECT.md documentation
- Reflected feedback into BACKLOG.md
### Fixed
- Path variable quoting in 16 grep commandsImpact: Cleaner CHANGELOG, easier for users to track meaningful updates, reduce release overhead.
5. Time-Box Decisions ⏱️ HIGH IMPACT
Current State ❌
Analysis paralysis: 400-line doc written, bug still unfixed.
Evidence:
IMPLEMENTATION-FILE-PATH-HELPERS.md created
Estimated Effort: 2-3 hours
Status: Not yet implemented
Bug: Still affecting users
Recommended State ✅
A. Decision Velocity Framework
Critical bugs: Fix in 30 minutes or escalate
Features: 2-hour spike, then go/no-go
Refactors: Must show 3x ROI or defer
Documentation: Write after shipping, not before
B. "Fix First, Refactor Later" for Bugs
Option 1: Quick Fix (5 minutes) → Ship today
while IFS= read -r file; do
# ... existing logic
done < <(printf '%s\n' "$FILES")Option 2: Perfect Abstraction (2 hours) → Ship when you hit this 3x
safe_file_iterator "$FILES" | while IFS= read -r file; do
# ... existing logic
doneDecision Rule:
Ship Option 1 immediately. Document tech debt. Refactor when you encounter the pattern three times.
C. Use GitHub Issues for Prioritization
Labels:
bug/critical → Fix within 1 day
bug/high → Fix this sprint (1 week)
refactor/debt → Backlog (review quarterly)
docs/improve → As time permits
Example:
## Issue: Paths with spaces break file iteration
**Priority:** `bug/critical`
**Effort:** 30 minutes
**Fix:** Replace `for` with `while read`
**Tech Debt:** Extract to helper on 3rd occurrence
---
✅ Fixed in 15 minutes
📝 Tech debt logged: "Extract safe_file_iterator() if seen 2+ more times"Impact: Ship 2x faster, maintain quality, reduce WIP.
6. Establish Feedback Loops 🔄 MEDIUM IMPACT
Current State ❌
Solo development → Echo chamber:
- No one to challenge "do we need 6 functions?"
- No one to say "ship the bug fix now"
- Decisions documented but not debated
Evidence:
IMPLEMENTATION-FILE-PATH-HELPERS.md: 550 lines
Audience: Self (future reference)
Review: None (pre-emptive documentation)
Recommended State ✅
A. Find a Code Review Partner
Weekly 30-minute sessions:
- Review 1-2 PRs each
- Focus: "Is this necessary?" not "Is this perfect?"
- Time-box discussions: 5 min per decision
Partner Selection:
- Another WordPress developer
- Different skill level (fresh perspective)
- Shared values (quality, pragmatism)
B. Open Source Community Engagement
## RFC: Centralized Path Helpers
I'm refactoring file path handling into reusable helpers.
**Problem:** 4 loops break with spaces in paths
**Proposed:** 6 helper functions in common-helpers.sh
**Question:** Would you use these helpers in your scripts?
Options:
A. Ship all 6 functions
B. Ship minimal fix (1 function)
C. Different approach?
Vote by reacting: 👍 = A, 🎉 = B, 🤔 = CPlatforms:
- WordPress.org forums
- Reddit r/webdev or r/programming
- Hacker News (Show HN)
C. Rubber Duck Documentation
Rule: If you can't explain it in 3 sentences, it's too complex.
Before:
# 550 lines of implementation detailsAfter:
Problem: Paths with spaces break 4 loops
Fix: Use `while read` instead of `for`
Test: Create path with spaces, run scannerImpact: Faster decisions, external validation, avoid over-engineering.
7. Add Performance Benchmarks 📊 MEDIUM IMPACT
Current State ❌
Tool scans production code but has no performance metrics.
Missing:
How much overhead do 6 helper functions add?
Is the refactor worth the performance cost?
Recommended State ✅
A. Create Benchmark Suite
# dist/tests/benchmark.sh
#!/usr/bin/env bash
BENCHMARK_PLUGIN="/path/to/large/plugin" # 500+ files
ITERATIONS=5
echo "Running performance benchmarks..."
# Baseline
total=0
for i in $(seq 1 $ITERATIONS); do
start=$(date +%s.%N)
./bin/check-performance.sh --paths "$BENCHMARK_PLUGIN" --no-log > /dev/null 2>&1
end=$(date +%s.%N)
duration=$(echo "$end - $start" | bc)
total=$(echo "$total + $duration" | bc)
done
average=$(echo "$total / $ITERATIONS" | bc -l)
printf "Average scan time: %.2f seconds\n" "$average"
# Save baseline
echo "$average" > benchmark-results.txtB. Track in CI
- name: Performance regression check
run: |
BEFORE=$(cat benchmark-results.txt)
AFTER=$(./dist/tests/benchmark.sh | grep "Average" | awk '{print $4}')
THRESHOLD=$(echo "$BEFORE * 1.10" | bc) # 10% tolerance
if (( $(echo "$AFTER > $THRESHOLD" | bc -l) )); then
echo "⚠️ Performance regression detected"
echo "Before: ${BEFORE}s"
echo "After: ${AFTER}s"
echo "Threshold: ${THRESHOLD}s"
exit 1
fiC. Document Trade-offs
## Performance Impact: Path Helpers
**Baseline:** 5.2s for 500-file scan
**With helpers:** 5.4s (+3.8%)
**Threshold:** <10% acceptable
**Trade-off Analysis:**
- Cost: +200ms scan time
- Benefit: Prevents 4 bug classes
- Verdict: ✅ Acceptable (bugs > 200ms)Impact: Data-driven decisions, catch performance regressions early.
8. Define "Done" Explicitly ✅ HIGH IMPACT
Current State ❌
When is a feature actually complete?
Evidence:
IMPLEMENTATION-FILE-PATH-HELPERS.md lists 10 files to modify
But no "Definition of Done" checklist
Unclear when to stop documenting and start coding
Recommended State ✅
A. Create Checklist Template
# PROJECT/ACTIVE/BUG-paths-with-spaces.md
## Definition of Done
### Code
- [ ] Bug reproducer test added
- [ ] Fix implemented and verified
- [ ] No new warnings or errors
- [ ] Code reviewed (self or peer)
### Testing
- [ ] Unit tests passing
- [ ] Integration tests passing
- [ ] Manual test with paths containing spaces
- [ ] Regression test with normal paths
### Documentation
- [ ] CHANGELOG entry written
- [ ] Version bumped (if releasing)
- [ ] SAFEGUARDS.md updated (if critical pattern)
- [ ] Inline comments added for tricky code
### CI/CD
- [ ] All CI checks passing
- [ ] Branch merged to develop
- [ ] Tagged (if releasing to main)
### Cleanup
- [ ] Branch deleted
- [ ] Issue closed
- [ ] Doc moved to ARCHIVE (if >30 days old)B. Use Git Hooks
# .git/hooks/pre-commit
#!/usr/bin/env bash
# Check CHANGELOG updated
if ! grep -q "## \[.*\].*$(date +%Y-%m-%d)" CHANGELOG.md; then
echo "⚠️ CHANGELOG not updated for today's date"
echo "Add entry before committing"
exit 1
fi
# Check no TODO comments in critical files
if grep -rn "TODO" dist/bin/check-performance.sh | grep -q "FIXME\|HACK\|XXX"; then
echo "⚠️ Found TODO/FIXME/HACK/XXX comments in critical file"
echo "Resolve before committing or add to backlog"
exit 1
fiC. GitHub Issue Templates
# .github/ISSUE_TEMPLATE/bug-fix.yml
name: Bug Fix
description: Report a bug with definition of done checklist
body:
- type: textarea
label: Bug Description
- type: textarea
label: Steps to Reproduce
- type: checkboxes
label: Definition of Done
options:
- label: Test case added
- label: Fix verified
- label: CHANGELOG updated
- label: CI passing
- label: SAFEGUARDS.md updated (if critical)Impact: Clear completion criteria, avoid "90% done" limbo, ship faster.
Implementation Roadmap
Phase 1: Quick Wins (Week 1) ⚡
Focus: High-impact, low-effort improvements
| Action | Effort | Impact | Priority |
|---|---|---|---|
| Create ADR template | 30 min | HIGH | 1 |
| Add "Definition of Done" checklist | 30 min | HIGH | 2 |
| Implement time-boxing rules | 15 min | HIGH | 3 |
| Create critical paths test | 2 hours | CRITICAL | 4 |
| Batch version bumps | 30 min | MEDIUM | 5 |
Total: ~4 hours
Expected ROI: 2x shipping velocity
Phase 2: Process Changes (Week 2-3) 🔧
Focus: Sustainable process improvements
| Action | Effort | Impact | Priority |
|---|---|---|---|
| Reorganize PROJECT folder | 1 hour | HIGH | 1 |
| Create benchmark suite | 2 hours | MEDIUM | 2 |
| Set up weekly release cadence | 1 hour | MEDIUM | 3 |
| Write "Guides" for common patterns | 2 hours | MEDIUM | 4 |
| Add performance CI checks | 2 hours | MEDIUM | 5 |
Total: ~8 hours
Expected ROI: Sustainable velocity, reduced tech debt
Phase 3: Culture Shift (Month 2) 🌱
Focus: Long-term behavioral changes
| Action | Effort | Impact | Priority |
|---|---|---|---|
| Find code review partner | 2 hours | HIGH | 1 |
| Post RFC to community | 1 hour | MEDIUM | 2 |
| Establish YAGNI decision tree | 1 hour | HIGH | 3 |
| Create rubber duck template | 30 min | MEDIUM | 4 |
| Quarterly tech debt review | 2 hours | MEDIUM | 5 |
Total: ~7 hours
Expected ROI: External feedback, reduced echo chamber
Measuring Success
Key Metrics
Velocity Metrics:
Current: 1 feature per 2-3 days (with docs)
Target: 1 feature per day (fix fast, doc later)
Measure: Time from issue creation to merge
Quality Metrics:
Current: 0 false positives (excellent)
Target: Maintain 0 false positives
Measure: User reports + test suite
Documentation Efficiency:
Current: 5.5:1 doc-to-code ratio
Target: 1:1 doc-to-code ratio
Measure: Lines of docs per feature
Regression Prevention:
Current: Path bug regression (v1.0.67 → v1.0.77)
Target: 0 regressions in critical patterns
Measure: CI test failures on known bugs
Success Criteria (3 Months)
Must Have:
- Ship features 2x faster (without sacrificing quality)
- Zero regressions in critical patterns
- CHANGELOG readable by users (not just developers)
- All critical bugs caught by test suite
Should Have:
- Documentation overhead reduced 60%
- Performance tracked and stable (<10% variance)
- Weekly release cadence established
- Code review partnership active
Nice to Have:
- Community engagement (1+ RFC posted)
- Tech debt reduced by 25%
- Contributor guidelines established
- Performance benchmarks public
Anti-Patterns to Avoid
1. ❌ Don't Swing Too Far
Risk: Over-correcting from "document everything" to "document nothing"
Balance:
- ✅ Critical patterns: Document before coding
- ✅ Refactors: Code first, doc after
- ✅ Bugs: Fix immediately, minimal docs
2. ❌ Don't Skip Tests
Risk: Shipping faster by cutting quality corners
Safeguard:
Speed ≠ Skipping tests
Speed = Smaller batches + faster feedback
Always:
- Add test for every bug
- Run full suite before merge
- CI must pass
3. ❌ Don't Ignore Tech Debt
Risk: "We'll refactor later" becomes "We'll never refactor"
Rule:
Log tech debt immediately
Review quarterly
Refactor when pain > 3x cost
Example:
## Tech Debt Log
1. **Path iteration pattern** (logged v1.0.77)
- Pain: 4 occurrences, 1 regression
- Cost: 2 hours to create helper
- Status: ✅ Refactored (pain 4x > cost 2h)
2. **URL encoding duplication** (logged v1.0.77)
- Pain: 3 occurrences, no regressions
- Cost: 1 hour to centralize
- Status: ⏸️ Defer (not yet 3x pain)4. ❌ Don't Lose the Craftsmanship
Risk: "Ship fast" becomes "ship sloppy"
Maintain:
- ✅ Zero false positives
- ✅ Thoughtful architecture
- ✅ User empathy
- ✅ Long-term thinking
Quote to Remember:
"Fast is slow, smooth is fast. Ship small, ship often, ship right."
Conclusion
The Core Message
You're an excellent developer. The process improvements aren't about fixing broken things—they're about removing friction so your skills can shine through faster.
Current State:
Idea → [2 hours docs] → [30 min code] → [1 hour testing] → Ship
Improved State:
Idea → [30 min code] → [1 hour testing] → Ship → [30 min docs]
Same quality. Half the time. More impact.
Three Questions to Ask Daily
-
"Am I documenting or doing?"
- If documenting > 50% of time → Stop, code first
-
"Will this matter in 6 months?"
- If no → Ship the simple version
- If yes → Document the decision (ADR)
-
"Can this wait until the third occurrence?"
- If yes → Add TODO, ship now
- If no → Critical pattern, fix properly
Final Recommendation
Start Here (This Week):
- ✅ Create
PROJECT/DECISIONS/folder for ADRs - ✅ Add "Definition of Done" template
- ✅ Fix paths-with-spaces bug (30 min fix, not 2-hour refactor)
- ✅ Add critical paths test to CI
- ✅ Batch next 3 version bumps into one release
Time Investment: 4 hours
Expected Return: 2x velocity within 2 weeks
Remember: Perfect is the enemy of shipped. Your users need the bug fix today, not the perfect abstraction next week.
Appendix A: Templates
ADR Template
# ADR-XXX: [Title]
## Status
[Proposed | Accepted | Rejected | Deprecated | Superseded]
## Context
[What problem are we solving? Why now?]
## Decision
[What are we doing? Be specific.]
## Consequences
### Positive
- [Benefit 1]
- [Benefit 2]
### Negative
- [Trade-off 1]
- [Trade-off 2]
### Neutral
- [Other change 1]
## Implementation
- [ ] Task 1
- [ ] Task 2
## Alternatives Considered
### Option A: [Name]
- Pros: ...
- Cons: ...
- Verdict: Rejected because...
## References
- Issue: #123
- Related ADR: ADR-001
- Docs: linkRunbook Template
# [Issue Type]: [Brief Title]
**Priority:** [Critical | High | Medium | Low]
**Estimated Effort:** [30min | 2h | 1 day | 1 week]
## Problem (1-2 sentences)
[What's broken? Why does it matter?]
## Solution (code snippet)
```bash
# Before
[broken code]
# After
[fixed code]Test (3 commands)
[test setup]
[run command]
[verify result]Done
- Code changed
- Test passing
- CHANGELOG updated
- Merged
Implemented: [Date]
Version: [x.x.x]
---
### Definition of Done Checklist
```markdown
## Definition of Done
### Before Coding
- [ ] Issue exists with clear description
- [ ] Acceptance criteria defined
- [ ] Estimated effort < 1 day (or break into smaller tasks)
### During Development
- [ ] Code follows project style
- [ ] No new warnings or errors
- [ ] Passes local tests
- [ ] Self-reviewed (read your own diff)
### Before Commit
- [ ] Test case added (for bugs)
- [ ] All tests passing locally
- [ ] CHANGELOG entry written
- [ ] Commit message descriptive
### Before Merge
- [ ] CI checks passing
- [ ] Code reviewed (if available)
- [ ] No merge conflicts
- [ ] Branch up to date with main
### After Merge
- [ ] Issue closed
- [ ] Branch deleted
- [ ] Monitor for issues (24 hours)
- [ ] Move docs to ARCHIVE (if applicable)
Appendix B: Decision Frameworks
Time-Boxing Framework
Decision Type | Time Limit | Action if Exceeded
--------------------- | ---------- | ------------------
Critical bug fix | 30 minutes | Escalate or ship minimal fix
Feature spike | 2 hours | Go/No-Go decision
Refactoring | 1 day | Prove 3x ROI or defer
Documentation | 1 hour | Ship code, doc later
Research | 4 hours | Write ADR, get feedback
YAGNI Decision Tree
┌─ Is it critical? ──────────────────┐
│ YES: Fix now │
│ NO: Continue... │
└────────────────────────────────────┘
│
▼
┌─ Used 3+ times? ───────────────────┐
│ YES: Abstract it │
│ NO: Continue... │
└────────────────────────────────────┘
│
▼
┌─ Common pattern across projects? ──┐
│ YES: Extract to library │
│ NO: Keep inline, add TODO │
└────────────────────────────────────┘
Refactoring ROI Calculator
Pain Score = (Occurrences × Complexity × Regression_Risk)
Cost = (Hours_to_refactor × 2) # Include testing & docs
If Pain > 3 × Cost:
→ Refactor now
Else:
→ Log tech debt, defer
Example:
Path iteration bug:
Occurrences: 4
Complexity: 3/10
Regression_Risk: 9/10
Pain = 4 × 3 × 9 = 108
Cost = 2 hours × 2 = 4
Threshold = 3 × 4 = 12
108 > 12 → Refactor immediately ✅
Document History
| Version | Date | Author | Changes |
|---|---|---|---|
| 1.0 | 2026-01-02 | GitHub Copilot (Claude 3.7 Sonnet) | Initial analysis |
End of Report