Katanemo Labs introduces Arch-Router, a 1.5B parameter model that intelligently maps user queries to the most suitable LLM, achieving 93% accuracy without the need for costly retraining. It uses a preference-aligned routing framework based on a Domain-Action Taxonomy, allowing for flexible adaptation to evolving models and use cases.
This paper introduces Arch-Router, a preference-aligned routing framework for large language models (LLMs). It addresses limitations in existing routing approaches by focusing on matching queries to user-defined preferences (domain and action types) rather than solely relying on benchmark performance. The framework includes a 1.5B parameter model, Arch-Router, and a data creation pipeline. Experiments demonstrate state-of-the-art results in matching queries with human preferences and improved adaptability.
This paper proposes a preference-aligned routing framework for LLMs that guides model selection by matching queries to user-defined domains or action types. It introduces Arch-Router, a compact 1.5B model that learns to map queries to domain-action preferences for model routing decisions, outperforming proprietary models in subjective evaluation criteria.
A popular and actively maintained open-source web crawling library for LLMs and data extraction, offering advanced features like structured data extraction, browser control, and markdown generation.
Google is renaming 'Gemini Extensions' to 'apps' in the latest beta version of the Google app on Android. The change includes updates to the account menu and the full page for enabling and disabling each tool.
Provides app functions related functionalities, allowing apps to execute, check, and set the enabled state of specific system functionalities.
Google is developing new capabilities for its AI assistant Gemini in Android 16, allowing it to perform actions within apps, similar to Apple's plans for iOS 18.
Google is developing new features for its AI assistant, Gemini, through an API called "app functions" in the Android 16 developer preview. This API allows app developers to expose specific functionalities to the system, enabling Gemini to perform actions within apps without needing to open them directly. For example, users could order food from a restaurant using Gemini without launching a food delivery app.
This development is similar to Apple's efforts in iOS 18, where Siri is gaining the ability to take actions in apps. While Apple's update is expected in spring 2025, Google's integration could provide users with a more integrated and useful AI assistant experience. Currently, Gemini can access information in some apps and Siri can handle more complex queries, but both assistants are yet to fully realize their potential to "do things for you."
The advancements hint at a significant evolution in how AI assistants function on smartphones in 2025.
Google is developing new features for its AI assistant, Gemini, through an API called "app functions" in the Android 16 developer preview. This API allows app developers to expose specific functionalities to the system, enabling Gemini to perform actions within apps without needing to open them directly. For example, users could order food from a restaurant using Gemini without launching a food delivery app.
This development is similar to Apple's efforts in iOS 18, where Siri is gaining the ability to take actions in apps. While Apple's update is expected in spring 2025, Google's integration could provide users with a more integrated and useful AI assistant experience. Currently, Gemini can access information in some apps and Siri can handle more complex queries, but both assistants are yet to fully realize their potential to "do things for you."
The advancements hint at a significant evolution in how AI assistants function on smartphones in 2025.
Reworkd is a platform that simplifies web data extraction, using LLM code generation to help businesses scale their web data pipelines. No coding skills required.
The future of iOS apps might be services that just tie into Apple Intelligence, with little to no interface of their own.
Abner Li discusses Pixie, a new AI assistant exclusive to Google's Pixel devices. The article highlights the capabilities of Pixie, which uses data from Google products to evolve and provide a more personalized experience compared to Siri. It also compares Pixie to Google Assistant's previous iteration and Apple's Siri.
