- Static test data only: Using fixed test data misses issues with data volume
variety
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19,405 skills indexed with the new KISS metadata standard.
variety
verify:
databases
write-heavy APIs >100 RPS per instance
error rate
structured error bodies
data type correctness
performance dashboards
timeout/retry logic
database connection drops
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
include these additional checks.
custom validators
SQL queries
credentials