General
PromptBeginner5 minmarkdown
// Should fail before fix
pass after
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General
PromptBeginner5 minmarkdown
Fix addresses root cause
not just symptoms
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General
PromptBeginner5 minmarkdown
coverage: Null values
empty inputs
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General
PromptBeginner5 minmarkdown
Error messages are clear
actionable
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General
PromptBeginner5 minmarkdown
scale: Low=100
Medium=60
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General
PromptBeginner5 minmarkdown
scale: CRITICAL=100
HIGH=70
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General
PromptBeginner5 minmarkdown
scale: Simple=100
Medium=60
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General
PromptBeginner5 minmarkdown
scale: All users=100
Many=70
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General
PromptBeginner5 minmarkdown
action: Implement minimal
focused fix
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General
PromptBeginner5 minmarkdown
cwe_id: If applicable
CWE identifier
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General
PromptBeginner5 minmarkdown
cve_id: If applicable
CVE identifier
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General
PromptBeginner5 minmarkdown
system_impact: Effect on system (performance
stability
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Data
PromptBeginner5 minmarkdown
user_impact: Effect on end users (data loss
security exposure
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General
PromptBeginner5 minmarkdown
bug_id: Sequential identifier (BUG-001
BUG-002
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Data
PromptBeginner5 minmarkdown
Improper logging (sensitive data exposure
insufficient context)
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Data
PromptBeginner5 minmarkdown
Resource leaks (file handles
database connections
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General
PromptBeginner5 minmarkdown
Dependency vulnerability scanning (npm audit
pip-audit
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Communication
PromptBeginner5 minmarkdown
Network communication issues (timeouts
retries
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General
PromptBeginner5 minmarkdown
Boundary conditions (max/min integers
string length limits)
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General
PromptBeginner5 minmarkdown
Performance bottlenecks (inefficient algorithms
redundant operations)
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Data
PromptBeginner5 minmarkdown
Database query errors
SQL syntax issues
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General
PromptBeginner5 minmarkdown
Message queue handling failures (RabbitMQ
Kafka
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General
PromptBeginner5 minmarkdown
File system operation errors (permissions
path traversal)
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General
PromptBeginner5 minmarkdown
System crashes
deadlocks
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