In this tutorial, we construct an end-to-end GRPO coaching workflow that teaches Gemma-3 to purpose via GSM8K math issues utilizing Tunix, JAX, LoRA, and customized reward capabilities. We begin by making ready the surroundings, authenticating with Hugging Face, loading the Gemma-3 mannequin, and wrapping GSM8K examples right into a immediate format that requires each structured…
Meituan has launched LongCat-2.0, a large-scale Mixture-of-Experts (MoE) language mannequin. It carries 1.6 trillion whole parameters and prompts about 48 billion per token. The mannequin targets agentic coding: code understanding, technology, and execution inside agent workflows. Two info stand out. First, LongCat-2.0 helps a local 1-million-token context window. Second, each coaching and serving ran totally…
LlamaIndex has revealed legal-kb, a public reference utility on GitHub. It is described as a data base for authorized paperwork, powered by LlamaIndex Index v2 (the LlamaParse Platform). The venture demonstrates a sample the crew calls a Retrieval Harness for agentic retrieval. The method differs from single-shot retrieval. Instead of 1 embedding search per question,…
Most enterprise knowledge nonetheless sits inside PDFs, scans, and slide decks. Large language fashions and brokers can not use that knowledge till it turns into structured JSON. Open-source doc extraction has develop into the usual method to try this conversion by yourself {hardware}. Two completely different issues conceal beneath the phrase ‘PDF to JSON.’ The…
Junyang Lin was the technical lead of Alibaba’s Qwen mission. He introduced he was stepping down on March 3, 2026. He now lists himself as an unbiased researcher on his private website. In a chat titled ‘Qwen: Towards a Generalist Model / Agent,‘ he walks by the Qwen household. It ends on a single line:…
This week, Anthropic launched Claude Science. It is an app for scientists, out there in beta. It runs on Anthropic’s present Claude fashions, not a brand new mannequin. The app targets researchers who juggle databases, notebooks, and cluster terminals. It runs multi-step analysis and data how every consequence was made. The beta is obtainable for…
NVIDIA Research launched HORIZON, a hands-free agent framework for {hardware} design. It treats {hardware} design as repository-level code evolution. This analysis group workouts the register-transfer degree (RTL) instantiation. A structured Markdown harness turns into a undertaking pack. A self-contained agent loop then evolves an remoted git worktree. It commits a model solely when an executable…
Traditional robotic programming is tough to scale. It requires orchestrating multimodal notion, bodily contact dynamics, various configurations, and execution failures by hand. Code-as-policy techniques let language fashions compose these into executable robotic applications. That makes robotic habits inspectable, editable, and debuggable. But current robotic coding brokers run in naive execution environments. They obtain solely coarse,…
Today, Mistral AI launched Leanstral 1.5. It is a code agent mannequin constructed for Lean 4. The launch targets automated theorem proving and proof engineering. Weights are open below Apache 2.0. A free API endpoint, leanstral-1-5, is now reside. Leanstral 1.5 updates the sooner Leanstral-2603 mannequin. It belongs to the Mistral Small 4 household. What…
In this tutorial, we construct an end-to-end accounts-payable extraction pipeline with lift-pdf, utilizing artificial bill PDFs as managed take a look at paperwork and a structured JSON schema because the goal output format. Instead of treating bill parsing as a easy OCR job, we body it as schema-guided doc understanding: we generate lifelike invoices, outline…