Coding & Debugging
PromptBeginner5 minmarkdown
- **Implicit ordering assumptions**: Code that depends on a specific execution order of async tasks
event handlers
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General
PromptBeginner5 minmarkdown
- **Unbounded resource growth**: Collections
caches
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General
PromptBeginner5 minmarkdown
- Check for split-brain risks in leader election
distributed locks
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General
PromptBeginner5 minmarkdown
- Check for unchecked error returns from functions that follow the `(value
error)` convention.
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General
PromptBeginner5 minmarkdown
- Verify `===` usage instead of `==` to avoid type coercion surprises with null
undefined
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Coding & Debugging
PromptBeginner5 minmarkdown
- Rank findings by the product of probability and blast radius
not by defect category or code location.
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Writing & Content
PromptBeginner5 minmarkdown
- Check that memory read/write operations specify behavior for cold starts
missing keys
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General
PromptBeginner5 minmarkdown
- Simulate edge-case user inputs mentally: empty queries
ambiguous phrasing
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General
PromptBeginner5 minmarkdown
- Verify that test suites include concurrency stress tests
not just single-threaded happy-path coverage.
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Data
PromptBeginner5 minmarkdown
- Check that concurrent data structures (ConcurrentHashMap
channels
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Coding & Debugging
PromptBeginner5 minmarkdown
- Start from the diff
not the entire codebase; focus analysis on changed lines and their immediate callers and callees.
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Coding & Debugging
PromptBeginner5 minmarkdown
- Verify that every new variable is initialized before use on all code paths
including early returns and exception handlers.
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General
PromptBeginner5 minmarkdown
- Check each branch condition for off-by-one
negation
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General
PromptBeginner5 minmarkdown
- Verify health check endpoints accurately reflect service readiness
not just process liveness.
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Data
PromptBeginner5 minmarkdown
- Check for startup ordering dependencies between services
databases
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General
PromptBeginner5 minmarkdown
- Identify zero-downtime deployment risks from schema changes
cache invalidation
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General
PromptBeginner5 minmarkdown
- Validate idempotency of operations that may be retried by queues
load balancers
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Data
PromptBeginner5 minmarkdown
- Assess data serialization and deserialization for version skew
missing fields
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Coding & Debugging
PromptBeginner5 minmarkdown
- Check for data validation at trust boundaries: API inputs
file uploads
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Coding & Debugging
PromptBeginner5 minmarkdown
- Assess infrastructure-as-code changes for resource sizing
scaling policy
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General
PromptBeginner5 minmarkdown
- Review every modified function for introduced null dereference
type mismatch
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General
PromptBeginner5 minmarkdown
- Confirm that timeout
retry
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General
PromptBeginner5 minmarkdown
- Error message information leakage exposing stack traces
internal paths
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General
PromptBeginner5 minmarkdown
- Silent exception swallowing in catch blocks that neither log
re-throw
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