APEX-Agents · Law
World423_JS_01
APEX-Agents task World423_JS_01 in AI Agents for Privacy and GDPR Compliance. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.
Task prompt
What the agent was asked to do
Let's assess the applicability of the statement of "[t[hese data elements constitute personal data for GDPR purposes because they relate to identifiable users, even though no directly identifying attributes (e.g., names or email addresses) were included," to BlueQuill. This statement is located in the Analytics Module Supervisory Document. Assess whether BlueQuill actually processed personal data under the GDPR when it received the data transfer from the "Diagnostics Analytics Module". BlueQuill claims it did not have access to data that would enable BlueQuill to identify the natural person linked to each user ID. Draft your answer as a message, reply to me in here -- and explain your reasoning.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| GPT-5.5showcase | dual | 3/5 | Fail | Share pagePublic trace |
| fireworks models Kimi K2 | dual | 4/5 | Fail | Share pagePublic trace |
| Gemini 3 Flash | dual | 5/5 | Pass | Share pagePublic trace |
| Gemini 3.1 Pro | dual | 3/5 | Fail | Share pagePublic trace |
| GPT-5.4 | dual | 4/5 | Fail | Share pagePublic trace |
| GPT-5.4 mini | dual | 3/5 | Fail | Share pagePublic trace |
| GPT-5.4 nano | dual | 3/5 | Fail | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States that under the GDPR, for information to be personal data, it must relate to a natural person
PassEvidence: The response quotes GDPR Article 4(1): “personal data means ... any information relating to an identified or identifiable natural person,” and later says “The data still related to authenticated users.” Assessment: The criterion requires stating that personal data must relate to a natural person; pass because the response clearly states this requirement.
States No, BlueQuill did not process personal data under the GDPR
FailEvidence: The response’s bottom line is: “Yes, BlueQuill likely processed personal data in the GDPR sense when it received and retained the Diagnostics Analytics Module payloads.” Assessment: The criterion requires stating “No, BlueQuill did not process personal data under the GDPR”; fail because the response states the opposite conclusion.
States that under the GDPR, for information to be personal data, the natural person must be identifiable
PassEvidence: The response quotes Article 4(1) as “relating to an identified or identifiable natural person” and discusses “identifiability in BlueQuill’s own hands.” Assessment: The criterion requires stating that the natural person must be identifiable; pass because the response explicitly includes the identifiability requirement.
States that a recipient does not actually process personal data if it does not have reasonable means to identify a natural person from the pseudonymized data
FailEvidence: The response says “BlueQuill has a reasonable argument that it could not itself identify the individuals behind the UUIDs, but that does not mean the transferred data ceased to be personal data” and concludes BlueQuill “likely processed personal data.” Assessment: The criterion requires stating that a recipient does not actually process personal data if it lacks reasonable means to identify a natural person from pseudonymized data; fail because the response rejects that proposition.
States that BlueQuill did not have access to the data that would enable it to identify the natural person linked to the pseudonymized data
PassEvidence: The response states “BlueQuill lacked names, emails, addresses, or the Northstar lookup table” and that “BlueQuill appears to have a credible factual point that it received no names, emails, product details, or direct identifiers.” Assessment: The criterion requires stating that BlueQuill did not have access to data enabling it to identify the natural person linked to the pseudonymized data; pass because the response clearly conveys that fact.