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I felt like it might be a good time to write about some new things I’ve learned. Most of this is going to be about building agents, with a little bit about using agentic coding tools. TL;DR: Building agents is still messy. SDK abstractions break once you hit real tool use. Caching works better when you manage it yourself, but differs between models. Reinforcement ends up doing more heavy lifting t
AI Elements is a component library and custom registry built on top of shadcn/ui to help you build AI-native applications faster. It provides pre-built components like conversations, messages and more. Installing AI Elements is straightforward and can be done in a couple of ways. You can use the dedicated CLI command for the fastest setup, or integrate via the standard shadcn/ui CLI if you've alre
4th April 2025: This is a preview, whilst production-ready, it means some APIs might change RedwoodSDK is a React framework for Cloudflare. It begins as a Vite plugin that unlocks SSR, React Server Components, Server Functions, and realtime features. Its standards-based router, with support for middleware and interruptors, gives you fine-grained control over every request and response. With built-
tl;dr Claude Code SDKはClaude Codeに内包されている(追加インストール不要) オプション「-p」の非対話モードで使える 実際のスクリプト例を参考にして使いこなそう(私含めて) はじめに 日本時間2025年5月23日に開催されたAnthropic社のCode w/ Claude。その中で、Mastering Claude Code in 30 minutesというセッションがありました。 Claude Codeを使いこなせ！に上記セッションの内容を解説しています。ただし、Claude Code SDKについては触れていません。この記事では、Claude Codeにフォーカスできればと思います。 Claude Code SDKってなに？ Claude Code SDKは、Anthropic社の「Claude Code」をプログラミング言語から自動的に呼び出せるよう
Stream Protocols AI SDK UI functions such as useChat and useCompletion support both text streams and data streams. The stream protocol defines how the data is streamed to the frontend on top of the HTTP protocol. This page describes both protocols and how to use them in the backend and frontend. You can use this information to develop custom backends and frontends for your use case, e.g., to provi
Introducing Strands Agents, an Open Source AI Agents SDK | Amazon Web Services
AWS Open Source Blog Introducing Strands Agents, an Open Source AI Agents SDK Today I am happy to announce we are releasing Strands Agents. Strands Agents is an open source SDK that takes a model-driven approach to building and running AI agents in just a few lines of code. Strands scales from simple to complex agent use cases, and from local development to deployment in production. Multiple teams
Grounding Safety and Security Custom Audio Streaming app (SSE)¶ This article overviews the server and client code for a custom asynchronous web app built with ADK Streaming and FastAPI, enabling real-time, bidirectional audio and text communication with Server-Sent Events (SSE). The key features are: Server-Side (Python/FastAPI): - FastAPI + ADK integration - Server-Sent Events for real-time strea
Overview Relevant source files CODE_OF_CONDUCT.md CONTRIBUTING.md README.md examples/dane/src/mastra/workflows/commit-message.ts integrations/firecrawl/CHANGELOG.md integrations/firecrawl/package.json integrations/github/CHANGELOG.md integrations/github/package.json integrations/ragie/CHANGELOG.md integrations/ragie/package.json mastra-homepage.png packages/cli/mastra-homepage.png packages/cli/src
Chat SDK is a free, open-source template for building powerful chatbot applications The AI SDK powers incredible applications across the web, and today we're announcing the Chat SDK—a best-in-class, production-ready template for building conversational AI applications like ChatGPT or Claude artifacts. With the Chat SDK, you get a complete production-ready application built on Next.js App Router wi
Agent Development Kit: Making it easy to build multi-agent applications The world of AI is rapidly moving beyond single-purpose models towards intelligent, autonomous multi-agent systems. Building these multi-agent systems, however, presents new challenges. That is why today, we have introduced Agent Development Kit (ADK) at Google Cloud NEXT 2025, a new open-source framework from Google designed
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