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Large Action Models
Manage episode 431653002 series 3370867
Will Lu is the cofounder and CTO of Orby AI, an AI platform to automate people's repetitive tasks. He was previously the Head of Engineering at Google and a Systems Software Engineer at Nvidia.
Will's favorite book: Beyond Enterpreneurship (Authors: Jim Collins and William Lazier)
(00:01) Introduction
(00:07) History of RPA
(01:04) Building Blocks of RPA
(02:34) Drawbacks of Traditional RPA
(05:06) Introduction to AI-Native RPA
(06:38) Advantages of AI-Native RPA
(08:14) Defining Generative Process Automation (GPA)
(10:15) Explanation of Large Action Models
(11:47) Role of AI Agents in Process Automation
(13:11) Data for Building Large Action Models
(14:44) Benchmarking Large Action Models
(15:53) Risk Mitigation in AI-Native RPA
(17:44) Changing Roles in the RPA Industry
(19:14) Adoption of Agent Technologies
(21:03) ROI Measurement in AI-Native RPA
(23:05) Explainability in AI Systems
(24:25) Fast Adoption Teams in Enterprises
(25:15) Handling Unstructured Data
(26:12) Digital Organizations and Future Automation
(27:09) Exciting AI Breakthroughs
(28:03) Rapid Fire Round
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Where to find Prateek Joshi:
Newsletter: https://prateekjoshi.substack.com
Website: https://prateekj.com
LinkedIn: https://www.linkedin.com/in/prateek-joshi-91047b19
Twitter: https://twitter.com/prateekvjoshi
154 Episoden
Manage episode 431653002 series 3370867
Will Lu is the cofounder and CTO of Orby AI, an AI platform to automate people's repetitive tasks. He was previously the Head of Engineering at Google and a Systems Software Engineer at Nvidia.
Will's favorite book: Beyond Enterpreneurship (Authors: Jim Collins and William Lazier)
(00:01) Introduction
(00:07) History of RPA
(01:04) Building Blocks of RPA
(02:34) Drawbacks of Traditional RPA
(05:06) Introduction to AI-Native RPA
(06:38) Advantages of AI-Native RPA
(08:14) Defining Generative Process Automation (GPA)
(10:15) Explanation of Large Action Models
(11:47) Role of AI Agents in Process Automation
(13:11) Data for Building Large Action Models
(14:44) Benchmarking Large Action Models
(15:53) Risk Mitigation in AI-Native RPA
(17:44) Changing Roles in the RPA Industry
(19:14) Adoption of Agent Technologies
(21:03) ROI Measurement in AI-Native RPA
(23:05) Explainability in AI Systems
(24:25) Fast Adoption Teams in Enterprises
(25:15) Handling Unstructured Data
(26:12) Digital Organizations and Future Automation
(27:09) Exciting AI Breakthroughs
(28:03) Rapid Fire Round
--------
Where to find Prateek Joshi:
Newsletter: https://prateekjoshi.substack.com
Website: https://prateekj.com
LinkedIn: https://www.linkedin.com/in/prateek-joshi-91047b19
Twitter: https://twitter.com/prateekvjoshi
154 Episoden
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