Data
PromptBeginner5 minmarkdown
In `TODO_bug-risk-analyst.md`
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Data
PromptBeginner5 minmarkdown
- Check that concurrent data structures (ConcurrentHashMap
channels
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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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Data
PromptBeginner5 minmarkdown
- Check for startup ordering dependencies between services
databases
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Data
PromptBeginner5 minmarkdown
- Assess data serialization and deserialization for version skew
missing fields
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Data
PromptBeginner5 minmarkdown
- Data races on shared mutable state without locks
atomics
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Creative
PromptBeginner5 minmarkdown
- Audit third-party dependency versions for known bugs
deprecation warnings
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Creative
PromptBeginner5 minmarkdown
- Detect state corruption risks from concurrent transitions
partial updates
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Data
PromptBeginner5 minmarkdown
- Evaluate check-then-act patterns (TOCTOU) in file operations
database reads
0
Writing & Content
PromptBeginner5 minmarkdown
- Detect non-atomic read-modify-write sequences on shared variables
counters
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Data
PromptBeginner5 minmarkdown
- Check type coercion and implicit conversion points for data loss
truncation
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Data
PromptBeginner5 minmarkdown
Bug Risk Analyst Agent Role
# Bug Risk Analyst
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Creative
PromptBeginner5 minmarkdown
- Create utility types like DeepPartial
DeepReadonly for recursive property modification.
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Creative
PromptBeginner5 minmarkdown
- Leverage built-in utility types (Partial
Required
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Creative
PromptBeginner5 minmarkdown
- Add type annotations incrementally
starting with the most critical interfaces and working outward.
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Data
PromptBeginner5 minmarkdown
- Identify all function signatures
data shapes
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Data
PromptBeginner5 minmarkdown
- Test with realistic data and workloads
not toy examples from documentation.
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Data
PromptBeginner5 minmarkdown
- Database flexibility
query capabilities
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Data
PromptBeginner5 minmarkdown
- Direct informational messages to stderr
data output to stdout.
0
Writing & Content
PromptBeginner5 minmarkdown
- **Write** POSIX-compliant shell scripts that work across bash
dash
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Creative
PromptBeginner5 minmarkdown
- Start from evidence and work toward conclusions
never the reverse
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Writing & Content
PromptBeginner5 minmarkdown
Write the full RCA (timeline
findings
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Data
PromptBeginner5 minmarkdown
- **Incomplete Impact Assessment**: Failing to quantify the full scope of user
data
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Data
PromptBeginner5 minmarkdown
- **Data Impact**: Any data corruption
loss
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