PalmClaw: A Native On-Device Agent Framework for Mobile Phones
- Published
- Source
- arXiv
- Paper number
- 626
- Field
- LLMs / NLP
- arXiv ID
- 2607.13027
Key points
- It implements an open-source framework that directly manages sessions, memory, skills, tools, and the agent loop on a smartphone.
- It reduces lengthy screen interactions by exposing device capabilities as tools with explicit arguments, structured results, and clear execution boundaries.
- On MobileTask, its task success rate was 11.5% higher in relative terms than the strongest baseline, and completion time was 94.9% shorter.
- It can run mobile automation close to user data and sensors on the device while controlling permissions and task scope at the tool level.
- The results were verified on a specific Android device and MobileTask configuration, and using new device capabilities requires separately providing safe, dedicated tools and permission boundaries.
Paper links
External research summaries. These are not HDATF publications or measured product results.