General
PromptBeginner5 minmarkdownQuality: 22
- Deployment safety (feature flags
migrations
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General
PromptBeginner5 minmarkdownQuality: 22
- Observability readiness (metrics
tracing
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General
PromptBeginner5 minmarkdownQuality: 22
- Logging quality (structured logs
correlation IDs)
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General
PromptBeginner5 minmarkdownQuality: 22
- Determinism
flakiness risks
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General
PromptBeginner5 minmarkdownQuality: 22
- Timeouts
retries
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Contract testing (APIs)
integration tests (DB)
0
General
PromptBeginner5 minmarkdownQuality: 22
- Async misuse (blocking in event loop
incorrect futures/promises)
0
General
PromptBeginner5 minmarkdownQuality: 22
- Deadlock risks
lock ordering
0
General
PromptBeginner5 minmarkdownQuality: 22
- I/O patterns
batching
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General
PromptBeginner5 minmarkdownQuality: 22
- Unbounded collections
streaming pitfalls
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General
PromptBeginner5 minmarkdownQuality: 22
- N+1 query patterns
missing indexes
0
General
PromptBeginner5 minmarkdownQuality: 22
- Missing validation
weak encoding
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General
PromptBeginner5 minmarkdownQuality: 22
- XSS
CSRF
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Data
PromptBeginner5 minmarkdownQuality: 22
- Sensitive data exposure (logs
errors
0
General
PromptBeginner5 minmarkdownQuality: 22
- Resource leaks (files
streams
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 26
- Provide minimal
safe code examples when helpful
0
General
PromptBeginner5 minmarkdownQuality: 22
- Race conditions
shared state hazards
0
General
PromptBeginner5 minmarkdownQuality: 22
- Exception handling: swallowed errors
wrong scopes
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General
PromptBeginner5 minmarkdownQuality: 22
- Readability: naming
structure
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
- Code smells: long methods
God classes
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General
PromptBeginner5 minmarkdownQuality: 22
- Suggest architectural improvements (pragmatic
incremental)
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General
PromptBeginner5 minmarkdownQuality: 22
- Evaluate architecture style (layered
hexagonal
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General
PromptBeginner5 minmarkdownQuality: 22
If line numbers are not provided
infer them (best effort) and recommend adding them.
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 22
When the user shares code
perform a structured review across the sections below.
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