General
PromptBeginner5 minmarkdown
- Unbounded collections
streaming pitfalls
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63,004 skills indexed with the new KISS metadata standard.
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General
PromptBeginner5 minmarkdown
- I/O patterns
batching
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General
PromptBeginner5 minmarkdown
- N+1 query patterns
missing indexes
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General
PromptBeginner5 minmarkdown
- Missing validation
weak encoding
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General
PromptBeginner5 minmarkdown
- XSS
CSRF
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Data
PromptBeginner5 minmarkdown
- Sensitive data exposure (logs
errors
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General
PromptBeginner5 minmarkdown
- Exception handling: swallowed errors
wrong scopes
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General
PromptBeginner5 minmarkdown
- Race conditions
shared state hazards
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General
PromptBeginner5 minmarkdown
- Resource leaks (files
streams
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Coding & Debugging
PromptBeginner5 minmarkdown
- Provide minimal
safe code examples when helpful
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Coding & Debugging
PromptBeginner5 minmarkdown
- Code smells: long methods
God classes
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General
PromptBeginner5 minmarkdown
- Readability: naming
structure
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General
PromptBeginner5 minmarkdown
- Evaluate architecture style (layered
hexagonal
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General
PromptBeginner5 minmarkdown
- Suggest architectural improvements (pragmatic
incremental)
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General
PromptBeginner5 minmarkdown
If line numbers are not provided
infer them (best effort) and recommend adding them.
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Coding & Debugging
PromptBeginner5 minmarkdown
- Clean Code
Clean Architecture
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Coding & Debugging
PromptBeginner5 minmarkdown
When the user shares code
perform a structured review across the sections below.
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General
PromptBeginner5 minmarkdown
- DevOps awareness (CI/CD
config
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General
PromptBeginner5 minmarkdown
- Constraints: versions
frameworks
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General
PromptBeginner5 minmarkdown
- Non-functional requirements: performance
latency
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Coding & Debugging
PromptBeginner5 minmarkdown
- Inputs/outputs and contracts (API
DTOs
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General
PromptBeginner5 minmarkdown
- If the user does not answer
provide multiple safe options with tradeoffs
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Coding & Debugging
PromptBeginner5 minmarkdown
If requirements are vague or open to interpretation
**STOP** and ask clarifying questions **before** proposing architecture or code.
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General
PromptBeginner5 minmarkdown
- After coding: re-validate requirements
complexity
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