Generative UIs with Lucas Negritto and Bob van Luijt!
Jul 4, 2024
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Former OpenAI member Lucas Negritto and Weaviate Co-founder Bob van Luijt discuss AI-native applications in a fascinating podcast. They explore building UIs within generative models, native multimodality, subjective feedback, and more. Topics include prototype creation, challenges of using natural language prompts, creativity in software writing, and the evolution of AI in game development.
Generative UIs enable front-end rendering through AI models like GPT-4 and Sonnet.
Challenges in AI native applications include latency, auditability, and interpretability.
AI models could revolutionize personalized interactive experiences and democratize application development.
Deep dives
AI Native and Generative UI
The podcast delves into the concept of AI native applications and generative UI, highlighting how models like GPT-4 and Sonnet are used to simulate front-end applications with incredible speed and accuracy. Lucas Negritto discusses ODAAPT, a project aiming to create AI agents generating code autonomously, solving complex challenges in code generation and application building by using the model itself as a framework, leading to more adaptable and flexible applications.
Challenges and Limitations
The podcast addresses the challenges and limitations faced in AI native applications, such as latency issues in interactions, the lack of auditability in program actions, and the need for interpretability for ensuring reliability in critical systems. While latency remains a concern, innovative solutions like using compressed models for quicker runtime and seeking ways to ensure understanding and reliability are being explored.
Evolution of AI Interaction
The conversation delves into the evolution of AI interaction, contemplating the possibility of a new formalized programming language resembling natural language prompts versus enhancing the model’s understanding of subjective terms in prompts. The discussion touches on the potential shift towards audience-driven workflows, catering to a broader user base for expressive and intuitive tools.
Future of AI-Driven Experiences
The podcast explores the future possibilities in AI-driven experiences, envisioning scenarios where models could dynamically render personalized games or applications based on user preferences, creating unique and interactive experiences. The dialogue emphasizes the transformative impact of multimodal models in enabling creative processes and personalized interactions in various domains.
Community Engagement and User Experience
The discussion extends to community engagement and user experience enhancements through AI technologies, showcasing the potential of democratizing application development for diverse user groups, including non-programmers and children. The conversation highlights the value of creativity and collaboration in shaping the future of AI applications and inviting user feedback and participation for iterative improvement.
What is an AI-native application? This has been one of the questions we are most interested in answering at Weaviate! This podcast explores this question with Weaviate Co-founder Bob van Luijt and Lucas Negritto. Formerly at OpenAI, Lucas is now building Odapt, a remarkable example of such an application where we no longer use front-end code, rather rendering the UI entirely within the generative model!! There are many interesting topics covered such as of course, firstly how this works and how you build these systems, as well as native multimodality, subjective feedback, and more! I hope you find the podcast interesting and useful!
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