In this talk we'll take a look at the awesome open source library Transformers.js which allows us to run pretrained models right in the browser with no need for servers! Additionally we'll explore how we've brought AI inference and LLMs into Supabase Edge Functions, allowing you to run certain AI workloads faster and more cost-efficiently on the Edge!
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Thor 雷神 is a Software Developer at Supabase working on DevRel and DX. He's also the organiser of HackerHouse Taiwan, aiming to bring Software Engineer from around the globe together to work from and explore Taiwan.

AI security resources often involve long lists of theoretical threats but how do you know how to prioritize them? How should you be categorizing them in your head for simplification?

That's the purpose of this talk and in addition we will be going deep into the future of AI and AI security as it relates to agents from the viewpoint of an AI agent and security engineer.

Open Source libraries like Transformer.js allow you to run Machine Learning workloads right within your browser and even Supabase Edge Functions. We can perform multi-language speech recognition and translation, text-to-speech, and even RAG, fully offline and in-browser! In this lightning talk, Thor will take a look at some examples of what's possible, as well as a small look behind the scenes at the open source ONNX Runtime which makes this possible.

The new age of software lies at the intersection of AI agents, local first architecture, multiplayer collaboration, edge computing, and hyper performant user experiences. PartyKit is a new deployment platform that takes away the complexity and brings a familiar developer experience for ambitious developers. In this talk we'll have a look at how to build scifi applications from the future in minutes, and deploy to the internet in seconds!