- Inadequate retry logic: no retries
or retries without backoff causing retry storms
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or retries without backoff causing retry storms
4xx errors <5% (excluding 401/403)
write-heavy APIs >100 RPS per instance
p95 latency > 500ms
complex query <500ms (p95)
not swallowed or leaked as 500s
error rate
structured error bodies
data type correctness
memory
database connection drops
performance dashboards
capturing p50
testing backward compatibility
gradually increasing load to find breaking points
identifying N+1 queries
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.
not generic advice.
not just what is present.
data exposure risk
verify: