As of end-2025, offline AI is underserved yet scaling rapidly, with the global AI market projected to grow from USD 233.46 billion in 2024. Challenges include hardware-software gaps, where models grow faster than device capabilities, but solutions like NPUs in laptops address this by enabling local runs of large language models (LLMs). Decentralized infrastructure and open-source fine-tuning are key trends, fostering specialized models for edge use.

Vercel has just launched AI SDK 6, a significant update to their TypeScript toolkit designed for building AI-powered applications. This release builds on the SDK's foundation, offering enhanced capabilities for developers working with large language models (LLMs) and integrating AI seamlessly into web and server-side projects. With over 20 million monthly downloads, it's a go-to resource for creating everything from simple chatbots to sophisticated agents.

We dive into two groundbreaking advancements from Google that are reshaping how AI agents interact with users and developers. A2UI, an open-source protocol for agent-driven user interfaces, and the Interactions API

Discover Generative UIs where AI builds adaptive interfaces in real time. See Gemini 3 examples, 2025 use cases, and what’s coming in 2026.