Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- **Scope**: Code paths
modules
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Data
PromptBeginner5 minmarkdownQuality: 24
In `TODO_bug-risk-analyst.md`
include:
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
Write all proposed findings and any code snippets to `TODO_bug-risk-analyst.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- **Hardcoded environmental assumptions**: Paths
URLs
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- **Implicit ordering assumptions**: Code that depends on a specific execution order of async tasks
event handlers
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- Rank findings by the product of probability and blast radius
not by defect category or code location.
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Productivity
PromptBeginner5 minmarkdownQuality: 24
- Flag findings with no automated detection path (no test
no lint rule
0
Writing & Content
PromptBeginner5 minmarkdownQuality: 24
- Check that memory read/write operations specify behavior for cold starts
missing keys
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Data
PromptBeginner5 minmarkdownQuality: 24
- Check that concurrent data structures (ConcurrentHashMap
channels
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- Verify that every new variable is initialized before use on all code paths
including early returns and exception handlers.
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
- Start from the diff
not the entire codebase; focus analysis on changed lines and their immediate callers and callees.
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Data
PromptBeginner5 minmarkdownQuality: 24
- Check for startup ordering dependencies between services
databases
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Check for data validation at trust boundaries: API inputs
file uploads
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Data
PromptBeginner5 minmarkdownQuality: 24
- Assess data serialization and deserialization for version skew
missing fields
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Assess infrastructure-as-code changes for resource sizing
scaling policy
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Data
PromptBeginner5 minmarkdownQuality: 24
- Data races on shared mutable state without locks
atomics
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Evaluate backward compatibility risks in API changes
schema migrations
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Productivity
PromptBeginner5 minmarkdownQuality: 24
- Review async/await chains for dropped awaitables
unobserved task exceptions
0
Writing & Content
PromptBeginner5 minmarkdownQuality: 24
- Detect non-atomic read-modify-write sequences on shared variables
counters
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Data
PromptBeginner5 minmarkdownQuality: 24
- Evaluate check-then-act patterns (TOCTOU) in file operations
database reads
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Detect assumptions about environment: hardcoded paths
platform-specific APIs
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Map all external dependency calls (database
API
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Data
PromptBeginner5 minmarkdownQuality: 24
- Check type coercion and implicit conversion points for data loss
truncation
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Examine control flow for unreachable code
dead branches
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