Meta launched Astryx this week. It is an open-source design system, at the moment in Beta. The challenge grew inside Meta’s monorepo over eight years. Astryx is constructed 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…
In this tutorial, we discover the Open-SWE-Traces dataset as a sensible useful resource for finding out and making ready agentic software-engineering trajectories for fine-tuning. We stream the dataset straight from Hugging Face, so we will work with a big dataset effectively in Google Colab with out downloading all the pieces regionally. We examine particular person…
A brand new Cursor study experiences that newer coding brokers usually retrieve recognized fixes as a substitute of deriving them, inflating standard benchmark scores. Reward hacking means a mannequin earns the reward with out doing the meant work. Here the reward is a passing take a look at. The meant work is deriving the bug…
Perplexity launched Computer for Counsel. It is an agentic AI system constructed for authorized groups. The product extends Perplexity Computer, the corporate’s LLM-agnostic agentic system. It is accessible now to Perplexity Enterprise and Max subscribers. Lawyers lose hours to administrative work. Computer for Counsel targets that work instantly. Nearly 75% of attorneys name administrative duties…
OpenAI has begun a restricted preview of GPT-5.6, its next-generation mannequin collection. The lineup splits into three named tiers: Sol, Terra, and Luna. Sol is the flagship. Terra targets on a regular basis manufacturing work. Luna is the quick, low-cost choice. OpenAI is beginning with a small group of trusted companions by the API and…
In Q1 2026, AI firms absorbed $242 billion in enterprise capital. That’s 80% of all world VC funding for the quarter. The cash goes to startups which have recognized particular, high-value enterprise workflows and are changing them with autonomous AI agents. The shift is structural. Previous generations of enterprise software added instruments on high of…
In this tutorial, we construct a light-weight private AI agent impressed by the core structure of nanobot, whereas protecting each half comprehensible and runnable in Google Colab. We begin from the supplier abstraction, then transfer via device registration, session reminiscence, lifecycle hooks, abilities, and an MCP-style device server. As we progress, we don’t simply use…
DeepReinforce has launched Ornith-1.0, an open-source mannequin household constructed for agentic coding. The lineup spans 4 sizes, from a 9B dense mannequin to a 397B mixture-of-experts flagship. Every checkpoint ships beneath the MIT license on Hugging Face. The fashions are post-trained on high of pretrained Gemma 4 and Qwen 3.5. Most coding brokers pair a…
In this tutorial, we construct OpenHarness from scratch to higher perceive how a sensible agent harness works. We recreate the main constructing blocks that make an agent system helpful, together with software use, typed software schemas, permissions, lifecycle hooks, reminiscence, abilities, context compaction, retry logic, price monitoring, and multi-agent coordination. Instead of treating an agent…
In this tutorial, we construct a totally offline Graphify workflow that turns a sensible multi-module Python software right into a data graph. We begin by putting in Graphify and supporting graph libraries, then generate a small however linked pattern software with configuration, database, authentication, service, API, cache, mannequin, and SQL layers. We extract the graph…