
Meta released Astryx this week. It is an open-source design system, currently in Beta. The project grew inside Meta’s monorepo over eight years. Astryx is built on React and StyleX. StyleX is Meta’s compile-time CSS engine. TL;DR Astryx is Meta’s open-source, agent-ready React design system, now in Beta. It pairs StyleX styling with a CSS-variable theme cascade and ten themes. A CLI and MCP server lets AI agents scaffold and document UIs. It is production-teste
Meta released Astryx, an open-source React design system currently in Beta that has been developed internally over eight years. The system includes over 90 components, foundations for typography and layout, templates for full pages, and ten customizable themes, all built on React and StyleX, a compile-time CSS engine. What distinguishes Astryx from similar design systems is its agent-ready tooling: it ships with a CLI and MCP server that allow AI agents to read structured documentation, scaffold components, and automate UI building through a self-describing JSON manifest rather than parsing help text. This makes Astryx particularly useful for internal dashboards, agent-built user interfaces, and multi-brand products that need to share components across different themes.

When confronted with cancer, Connor Christou fed everything tied tied to his regime — blood results, scan data, wearable output, journal entries — into Claude.

In this tutorial, we explore the Open-SWE-Traces dataset as a practical resource for studying and preparing agentic software-engineering trajectories for fine-tuning. We stream the dataset directly from Hugging Face, so we can work with a large dataset efficiently in Google Colab without downloading everything locally. We inspect individual records, normalize multi-turn agent conversations, parse final code patches, extract useful metadata, and build an analysis DataFrame to understand trajecto

Perplexity launched Computer for Counsel. It is an agentic AI system built for legal teams. The product extends Perplexity Computer, the company’s LLM-agnostic agentic system. It is available now to Perplexity Enterprise and Max subscribers. Lawyers lose hours to administrative work. Computer for Counsel targets that work directly. Nearly 75% of lawyers call administrative tasks a major time challenge, a Thomson Reuters survey found. The story is mostly architectural. It is an orchestr
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