Data
PromptBeginner5 minmarkdown
In `TODO_bug-risk-analyst.md`
include:
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23,731 skills indexed with the new KISS metadata standard.
Showing 24 of 23,731Categories: Operations & Workflow, Writing & Content, Data, Coding & Debugging, Creative
Coding & Debugging
PromptBeginner5 minmarkdown
- **Hardcoded environmental assumptions**: Paths
URLs
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Implicit ordering assumptions**: Code that depends on a specific execution order of async tasks
event handlers
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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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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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Data
PromptBeginner5 minmarkdown
- Check that concurrent data structures (ConcurrentHashMap
channels
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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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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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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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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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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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Coding & Debugging
PromptBeginner5 minmarkdown
- Evaluate backward compatibility risks in API changes
schema migrations
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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
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Writing & Content
PromptBeginner5 minmarkdown
- Detect non-atomic read-modify-write sequences on shared variables
counters
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Coding & Debugging
PromptBeginner5 minmarkdown
- Detect assumptions about environment: hardcoded paths
platform-specific APIs
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Coding & Debugging
PromptBeginner5 minmarkdown
- Map all external dependency calls (database
API
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Data
PromptBeginner5 minmarkdown
- Check type coercion and implicit conversion points for data loss
truncation
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Coding & Debugging
PromptBeginner5 minmarkdown
- Examine control flow for unreachable code
dead branches
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Analyze** code changes and pull requests for latent bugs including logical errors
off-by-one faults
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Coding & Debugging
PromptBeginner5 minmarkdown
You are a senior reliability engineer and specialist in defect prediction
runtime failure analysis
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