General
PromptBeginner5 minmarkdown
- Observability readiness (metrics
tracing
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General
PromptBeginner5 minmarkdown
- Logging quality (structured logs
correlation IDs)
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General
PromptBeginner5 minmarkdown
- Determinism
flakiness risks
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General
PromptBeginner5 minmarkdown
- Timeouts
retries
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General
PromptBeginner5 minmarkdown
- Async misuse (blocking in event loop
incorrect futures/promises)
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General
PromptBeginner5 minmarkdown
- Unbounded collections
streaming pitfalls
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General
PromptBeginner5 minmarkdown
- Deadlock risks
lock ordering
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General
PromptBeginner5 minmarkdown
- I/O patterns
batching
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General
PromptBeginner5 minmarkdown
- Missing validation
weak encoding
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Data
PromptBeginner5 minmarkdown
- Sensitive data exposure (logs
errors
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General
PromptBeginner5 minmarkdown
- N+1 query patterns
missing indexes
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General
PromptBeginner5 minmarkdown
- Resource leaks (files
streams
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General
PromptBeginner5 minmarkdown
- XSS
CSRF
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General
PromptBeginner5 minmarkdown
- Race conditions
shared state hazards
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General
PromptBeginner5 minmarkdown
- Readability: naming
structure
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General
PromptBeginner5 minmarkdown
- Exception handling: swallowed errors
wrong scopes
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General
PromptBeginner5 minmarkdown
- Suggest architectural improvements (pragmatic
incremental)
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General
PromptBeginner5 minmarkdown
- Evaluate architecture style (layered
hexagonal
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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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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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General
PromptBeginner5 minmarkdown
- If the user does not answer
provide multiple safe options with tradeoffs
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General
PromptBeginner5 minmarkdown
- During coding: implement incrementally
validate vs architecture
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