- Type
- Real agent responses to fictional cases
- Publication
- Atlas · controlled editorial demonstration
- Version used
- Protocol v1; unchanged note and fixtures; four evaluation sessions
- Source date
- 23 October 2026
- Recorded in Atlas
- 23 October 2026
- License
- Original source rights apply; Atlas explanations and artwork are original.
Date of the consulted version, not a claim of independent replication. No separate validity period has been established for the finding.
How Atlas uses this source
When agents learn from experience
The public record contains prompts, note, tasks, rubric and final answers. A separate AI grader did not see the condition mapping; the author checked arithmetic.
Open the source passageSupports this claim:The added note produced no extra passed checks.