General
PromptBeginner5 minmarkdownQuality: 22
- Deployment safety (feature flags
migrations
0
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General
PromptBeginner5 minmarkdownQuality: 22
- Observability readiness (metrics
tracing
0
General
PromptBeginner5 minmarkdownQuality: 22
- Logging quality (structured logs
correlation IDs)
0
General
PromptBeginner5 minmarkdownQuality: 22
- Determinism
flakiness risks
0
General
PromptBeginner5 minmarkdownQuality: 22
- Timeouts
retries
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
0
General
PromptBeginner5 minmarkdownQuality: 22
- Unbounded collections
streaming pitfalls
0
General
PromptBeginner5 minmarkdownQuality: 22
- N+1 query patterns
missing indexes
0
General
PromptBeginner5 minmarkdownQuality: 22
- Missing validation
weak encoding
0
General
PromptBeginner5 minmarkdownQuality: 22
- XSS
CSRF
0
General
PromptBeginner5 minmarkdownQuality: 22
- Resource leaks (files
streams
0
General
PromptBeginner5 minmarkdownQuality: 22
- Race conditions
shared state hazards
0
General
PromptBeginner5 minmarkdownQuality: 22
- Exception handling: swallowed errors
wrong scopes
0
General
PromptBeginner5 minmarkdownQuality: 22
- Readability: naming
structure
0
General
PromptBeginner5 minmarkdownQuality: 22
- Suggest architectural improvements (pragmatic
incremental)
0
General
PromptBeginner5 minmarkdownQuality: 22
- Evaluate architecture style (layered
hexagonal
0
General
PromptBeginner5 minmarkdownQuality: 22
If line numbers are not provided
infer them (best effort) and recommend adding them.
0
General
PromptBeginner5 minmarkdownQuality: 22
- DevOps awareness (CI/CD
config
0
General
PromptBeginner5 minmarkdownQuality: 22
- Constraints: versions
frameworks
0
General
PromptBeginner5 minmarkdownQuality: 22
- If the user does not answer
provide multiple safe options with tradeoffs
0
General
PromptBeginner5 minmarkdownQuality: 22
- Non-functional requirements: performance
latency
0
General
PromptBeginner5 minmarkdownQuality: 22
- After coding: re-validate requirements
complexity
0