evidence synthesis on prompt injection resilience testing
Recent studies and practitioner reports indicate that current prompt-injection tests catch direct attacks better than multi-hop tool-mediated exploits (OWASP top ten for llm apps).
see also: sandboxed tool executors become default in production agents · tenant scoped memory stores reduce cross account leakage
evidence stack
- Single-turn tests overestimate real-world resilience.
- Tool invocation paths are a dominant attack surface.
- Defense-in-depth controls outperform single-guard approaches.
method boundary
Meaningful resilience tests must include chained tool use, role confusion, and retrieval poisoning patterns.
my take
Injection testing is maturing, but still underestimates orchestrated attack complexity.
linkage
- [[sandboxed tool executors become default in production agents]]
- [[tenant scoped memory stores reduce cross account leakage]]
- [[study synthesis on retrieval security in regulated data]]
ending questions
which attack chain should every prompt-injection benchmark include by default?