Personal Agents - Cloud and Edge

Presentation Link#

The sixty-eighth MeetUp of the Machine Learning Singapore Group, was titled : “Personal Agents - Cloud and Edge” - and was a themed event, coinciding with the rapid increase in interest in the OpenClaw movement.

My Presentation#

My talk was titled “UndercoverAgent - An Agent in your Pocket” (which was an update on the original project title of “MobileClaw”, where the focus was on being an OpenClaw alternative on the mobile phone). It had the following outline :

• Intro
• Motivation
• Design Decisions
• Vibe Coding Agentic Engineering
• DEMO
• Next Steps & QR-code for potential Contributors
• Wrap-up

Slides#

The slides for my talk, which contain links to all of the reference materials and sources, are here :

If there are any questions about the presentation please ask below, or contact me using the details given on the slides themselves.

Other Presentations#

The MeetUp included two other speakers: Teoh Wei Zhen and Sam Witteveen:

• In his lightning talk, Wei Zhen described CausalTraj, his AAAI 2026 workshop paper on generative modelling for sports analytics - jointly modelling all interacting entities in the game to achieve SoTA performance and laying the foundation for controllable gameplay simulation.

• Sam broke down how OpenClaw works, its key components and the lessons that you can take from it for building your own personal agents with personality, tools, skills - including the stack that he used to create a successful system.

Acknowledgements#

Many thanks to the Google team, who allowed us to use Google’s Developer Space, and generously provided food for our audience.