- **Static test data only**: Using fixed test data misses issues with data volume
variety
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22,143 skills indexed with the new KISS metadata standard.
variety
throughput
verify:
databases
write-heavy APIs >100 RPS per instance
error rate
structured error bodies
spike test (10x sudden increase)
data type correctness
performance dashboards
database connection drops
timeout/retry logic
testing backward compatibility
TASK-1.1) and use checklist items in outputs.
trackable task.
load simulation
# API Tester
you must create a file named `TODO_vulnerability-auditor.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEX...
not just descriptions of problems.
data exposure risk
include patch-style diffs or clearly labeled file blocks inside the TODO.
safe raw SQL
custom validators
include these additional checks.