- Type
- Provider-affiliated research preprint
- Publication
- Google Cloud AI Research and Northwestern University
- Version used
- arXiv v1
- Source date
- 9 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
Propose, probe and compose changes using execution evidence. Additional trials cost inference; shared model judgment can be wrong.
Open the source passageSupports this claim:The system can change while model weights stay fixed.