Use each variable for exactly one purpose - no hybrid coupling or hidden meanings
Each variable should represent exactly ONE thing. No reusing for different purposes. No hidden meanings.
Core principle: If variable represents count sometimes and error other times, use two variables.
From baseline, agents use special values to indicate errors:
❌ Hybrid coupling (baseline):
def process_file_pages(filename):
try:
pages_processed = 0 # Count (integer purpose)
# ... processing ...
return pages_processed
except:
return -1 # Error flag (boolean purpose as -1)
Problem: pages_processed represents TWO things:
This is hybrid coupling: Variable moonlights as different type.
✅ Separate concerns:
def process_file_pages(filename):
try:
pages_processed = 0
# ... processing ...
return (True, pages_processed) # Success, count
except Exception as e:
return (False, str(e)) # Failure, error message
Or raise exception:
def process_file_pages(filename):
# Let exceptions propagate - no hybrid variable needed
pages_processed = 0
# ... processing (raises on error) ...
return pages_processed # Always a count, never an error
❌ What agents naturally do:
page_count = 15 # Number of pages
page_count = -1 # Wait, now it means error!
customer_id = 1234 # Customer number
customer_id = 500001 # Wait, > 500000 means delinquent (subtract 500000)!
bytes_written = 1024 # Bytes written
bytes_written = -5 # Wait, negative means disk drive number!
✅ Separate variables:
page_count = 15
processing_failed = True # Separate boolean for error state
customer_id = 1234
is_delinquent = False # Separate boolean for status
bytes_written = 1024
disk_drive = 5 # Separate variable for drive number
Good reuse (same purpose, same meaning):
# ✅ GOOD: total_sales used for multiple related calculations
total_sales = sum(sales)
average = total_sales / len(sales) # Same value, same meaning
percentage = (total_sales / target) * 100 # Same value, same meaning
Bad reuse (different purposes):
# ❌ BAD: temp reused for unrelated purposes
temp = sqrt(b*b - 4*a*c) # Discriminant
root1 = (-b + temp) / (2*a)
# ...
temp = root1 # Now reused for swapping (different purpose!)
root1 = root2
root2 = temp
✅ Separate variables:
discriminant = sqrt(b*b - 4*a*c) # Clear purpose
root1 = (-b + discriminant) / (2*a)
# ...
old_root = root1 # Clear purpose (swapping)
root1 = root2
root2 = old_root
| Violation | Example | Fix |
|-----------|---------|-----|
| Hybrid coupling | count=-1 means error | Separate: count + error_occurred boolean |
| Hidden meanings | id > 500000 means delinquent | Separate: id + is_delinquent |
| Temp reuse | temp for discriminant, then swapping | Use: discriminant, old_root |
| State changes | Variable means X, then means Y | Two variables with clear names |
temp, result, value for unrelated purposesFix: Create separate variable with clear name for each purpose.
From Code Complete:
From baseline:
-1 to indicate error in count variable (hybrid coupling)With this skill: Separate variables for separate purposes.
For naming clarity: See skills/naming-variables - each purpose needs its own well-named variable
npx skills add obra/Single Purpose Variables下载完整 Skill 目录,包含 SKILL.md 及所有相关文件
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