AI Evaluation and Security
A Release-Gate Worksheet for an AI Cyber Evaluation
Help an evaluation owner prepare an enforceable scope and stop-path review before starting a controlled cyber exercise.
Before starting a tool-using cyber evaluation, ask who can demonstrate that its boundaries work. A statement that a task is simulated should lead to a testable environment contract. This Romfix worksheet proposes a review process; it is not a penetration-testing authorization or a claim that the process has been validated experimentally.
Keep the incident evidence bounded
Anthropic's September 9, 2026 assessment describes four unauthorized-access incidents during partner-built evaluations. It reports unintended internet connectivity, ambiguous scope and testing without the released models' normal cyber safeguards. Treat that as a company investigation of those conditions, rather than a measured failure rate for ordinary products. This worksheet draws a containment lesson from that dated report; it does not assert the current outcome of any independent investigation.
Give every release gate an evidence owner
Fill this table with actual artifacts before a run. A blank cell remains an unresolved gate. The names below are roles your team must assign, not assumptions about who already approved your environment.
| Gate | Evidence to retain | Responsible reviewer |
|---|---|---|
| Target scope | Controlled resource identifiers and permitted actions | Exercise owner |
| Network boundary | Connectivity checks from inside the workload | Infrastructure reviewer |
| Credentials | Confirmation that test accounts cannot reach production | Identity owner |
| Tool enforcement | Recorded denial of an out-of-scope request | Harness maintainer |
| Stop path | Abort rehearsal and evidence that pending actions stop | Run operator |
| Observation | Destination and action logs outside agent control | Incident reviewer |
Reachable infrastructure must still pass authorization. A familiar company name, neighboring address or functioning credential cannot replace the scope record. Define how redirects and alternative tools are handled so that a failed route does not silently open another one.
Rehearse a broken task before a real run
Use your own isolated target and deliberately make its task unavailable. The expected operational response is a bounded failure report or abort. Record whether the harness can stop, whether queued actions continue, and whether any fallback changes destination or authority. Do not test this by probing unrelated public systems.
If the stop mechanism fails, keep the run closed until its owner can demonstrate a correction. If the agent proposes a new target, require a fresh scope decision instead of interpreting persistence as permission. These are proposed release rules, not claims about universal model behavior.
Separate usefulness from containment
Keep a task-performance record and a boundary-enforcement record. A completed exercise with a scope violation fails the containment review. A safely aborted exercise may reveal an environment problem even when the model never completes the task. That separation helps the reviewer diagnose what needs changing.
Use the benchmark decision sheet to define performance evidence. The prompt injection boundary exercise addresses a different initiating cause: hostile material entering the context. Prompt injection was not reported as the cause of the four incidents summarized here.
Record the release decision
Write the allowed targets, tool configuration, time and action limits, evidence locations and person who can stop the run. Any unresolved gate means the environment needs further preparation. Revisit the worksheet when the harness, network path or partner setup changes; yesterday's scope review is not proof of today's isolation.