The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer
  Use
The recently released model, Claude 3.5 Computer Use, stands out as the first
frontier AI model to offer computer use in public beta as a graphical user
interface (GUI) agent. As an early beta, its capability in the real-world
complex environment remains unknown. In this case study to explore Claude 3.5
Computer Use, we curate and organize a collection of carefully designed tasks
spanning a variety of domains and software. Observations from these cases
demonstrate Claude 3.5 Computer Use's unprecedented ability in end-to-end
language to desktop actions. Along with this study, we provide an
out-of-the-box agent framework for deploying API-based GUI automation models
with easy implementation. Our case studies aim to showcase a groundwork of
capabilities and limitations of Claude 3.5 Computer Use with detailed analyses
and bring to the fore questions about planning, action, and critic, which must
be considered for future improvement. We hope this preliminary exploration will
inspire future research into the GUI agent community. All the test cases in the
paper can be tried through the project:
https://github.com/showlab/computer_use_ootb.
673acfbc4442393f72d541f0
Siyuan Hu
claimed_verified
2024-11-22T13:01:57.944Z
6357c9f400f138b8ca551704
https://cdn-avatars.huggingface.co/v1/production/uploads/6357c9f400f138b8ca551704/7cUf2RznjAfXNkO_wJ_jl.png
Siyuan Hu
user
h-siyuan
673acfbc4442393f72d541f1
Mingyu Ouyang
claimed_verified
2024-11-18T15:19:06.438Z
634e2217c1ce28f1de921708
https://cdn-avatars.huggingface.co/v1/production/uploads/634e2217c1ce28f1de921708/XTMB6alYUM0KAUptM98kP.jpeg
Yang
user
yyyang
673acfbc4442393f72d541f2
Difei Gao
admin_assigned
2024-11-18T07:51:04.868Z
661abfba70ec567e154fbb00
https://cdn-avatars.huggingface.co/v1/production/uploads/661abfba70ec567e154fbb00/-0EDBVhWSL8_O1ynSwIzG.jpeg
Difei Gao
user
QuStar
673acfbc4442393f72d541f3
Mike Zheng Shou
admin_assigned
2024-11-18T07:51:10.297Z
661ab3da2b14565c7acccf5c
/avatars/fa4fc03664803e02aede4d4c3d50b393.svg
Mike Zheng Shou
user
AnalMom
The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer
  Use
The recently released model, Claude 3.5 Computer Use, stands out as the first
frontier AI model to offer computer use in public beta as a graphical user
interface (GUI) agent. As an early beta, its capability in the real-world
complex environment remains unknown. In this case study to explore Claude 3.5
Computer Use, we curate and organize a collection of carefully designed tasks
spanning a variety of domains and software. Observations from these cases
demonstrate Claude 3.5 Computer Use's unprecedented ability in end-to-end
language to desktop actions. Along with this study, we provide an
out-of-the-box agent framework for deploying API-based GUI automation models
with easy implementation. Our case studies aim to showcase a groundwork of
capabilities and limitations of Claude 3.5 Computer Use with detailed analyses
and bring to the fore questions about planning, action, and critic, which must
be considered for future improvement. We hope this preliminary exploration will
inspire future research into the GUI agent community. All the test cases in the
paper can be tried through the project:
https://github.com/showlab/computer_use_ootb.
graphical user interface (GUI) API-based GUI automation end-to-end language to desktop-actions out-of-the-box agent framework maximum likelihood training