In this tutorial, we construct an entire pixel-native retrieval-augmented era pipeline from scratch and study how doc retrieval works with out counting on standard HTML parsing, textual content extraction, or mounted chunking methods. We render net pages and PDF paperwork as photographs, divide them into overlapping tiles, generate multimodal embeddings with SigLIP, CLIP, or an…
Cursor Research has open-sourced Mixture-of-Kittens (MoK), the mixture-of-experts coaching megakernel behind its Composer fashions. MoK fuses each MoE communication and computation step right into a single deterministic kernel. Cursor group studies as much as 2.37x greater throughput than the strongest public baseline. It already powers Composer coaching throughout tens of hundreds of GPUs. Is it…
Reflex AI has launched XY, an Apache-2.0 Python charting library for interactive 2D visualization. Most Python charting stacks create one drawable object per row, so previous just a few hundred thousand factors, render, hover, and zoom degrade. XY strikes the work right into a native Rust core, sends the browser typed binary buffers as an…
In this tutorial, we construct a workflow for evaluating the safety posture of AI expertise with NVIDIA SkillSpector. We create an artificial ability market containing clear, dangerous, malicious, and MCP-based examples, then scan every ability by means of SkillSpector’s LangGraph inspection pipeline. We look at danger scores, categorized findings, confidence ranges, analyzer completeness, and executable-script…
Y Combinator crew has open-sourced QM (quartermaster), the multi-agent harness it makes use of internally. QM is described as a multiplayer agent harness for work, working in Slack and on the net. YC crew runs QM throughout accounting, authorized, occasions, and engineering, together with constructing QM itself. The entire venture ships underneath the MIT license….
Genspark has launched GenOffice as open supply beneath the Apache License 2.0. The repository describes it as an AI-native workplace suite for macOS and Windows: a phrase processor, a spreadsheet, a presentation editor and a PDF device. The implementation is 5 Electron apps sharing one engine layer, constructed round AI modifying as a first-class workflow…
In this tutorial, we design an end-to-end analysis workflow for PerceptionBench. This multimodal benchmark measures fine-grained visible notion capabilities throughout duties resembling OCR, counting, localization, contextual reasoning, comparability, depth understanding, and hallucination detection. We start by configuring a Colab-compatible atmosphere, putting in the required libraries, and loading a balanced subset of the dataset by a…
Caterpillar ranks because the world’s largest development gear producer and in addition produces off-highway diesel and pure gasoline engines, industrial gasoline generators, and diesel-electric locomotives, headquartered in Irving, Texas. The firm employed 118,000 individuals worldwide at the tip of 2025 and posted $67.6 billion in gross sales and revenues for the 12 months, the very…
Agents, MCP integrations, and LLM-powered purposes are getting into codebases sooner than most safety applications can observe them. Mend.io’s new practitioner guide, ‘Securing AI agents, MCP servers & LLM apps: A practical framework’, targets that hole. It is organized round three strikes: see what issues, repair what issues sooner, shield AI in manufacturing and ships…
Article 50 of the EU AI Act has entered into force, setting transparency obligations for AI suppliers and deployers working throughout the bloc. Enterprises working generative AI instruments now should adjust to Article 50, which requires suppliers and deployers of sure AI programs to inform folks once they’re interacting with a machine, and to mark…