Open Source
The EU has made significant progress in implementing the Cyber Resilience Act (CRA) and the AI Act over the past month. These developments are critical for Open Source developers, maintainers, and organizations, as they shape the regulatory landscape for software and AI systems. The Open Source Init
Community
Plimsoll is a self-hosted sandbox service designed to run untrusted code, such as code written by AI agents, while providing transparency about the isolation level used for each execution. This article explores its architecture, use cases, and how it ensures security through isolation tiers and cryp
Development
This article explores the feasibility of running large language models (LLMs) using Deno and Jupyter Notebooks, focusing on the integration of tools like Ollama, LangChain.js, and zod for structured output validation. It outlines the setup process and highlights the potential of Deno and Jupyter for
Infrastructure
As AI agents become more integrated into workflows, the challenge of governing their behavior grows. This analysis explores the need for a new trust model in a multi-model, multi-harness environment, drawing from Docker’s perspective on runtime enforcement and isolation.
Hardware
Cactus Compute's Needle 2 model runs entirely offline on a Raspberry Pi 5's CPU, enabling local actions through natural language input. This analysis explores its capabilities, limitations, and practical applications.
Data
Pgpool-II has released several minor versions with critical security updates addressing multiple vulnerabilities. These updates are essential for maintaining the integrity and reliability of PostgreSQL clusters using Pgpool-II.
Security
Security researchers have published a working exploit for a pre-authentication remote code execution flaw in AnyDesk Linux, allowing attackers to gain root access before a connection is approved. The vulnerability was patched in version 8.0.3, but the company's changelog did not explicitly reference
Cloud
Cloudflare AI Gateway now supports native web search API integration in partnership with Ceramic.ai, Exa, and Linkup. Developers can now inject real-time web context into model inference calls via AI Gateway, REST APIs, or Workers bindings.
News
As large language models (LLMs) have grown in complexity and utility, the focus of AI development has shifted from training to inference. This shift has driven a wave of innovation in hardware design, with companies rethinking traditional architectures to meet the demands of real-time, high-throughp
AI
Meta has released Muse Glimmer, a 30B parameter multimodal model designed for local coding agents and personal assistants, now available via Ollama with support for Apple Silicon through the MLX engine.
Enterprise
AI is fundamentally reshaping how enterprise software services are delivered and consumed, with a focus on customer-centric outcomes, operational efficiency, and the integration of intelligent agents into business processes.
Community
LLMxRay is an open-source observability tool designed for local large language models (LLMs), offering real-time insights into model behavior, performance, and cost tracking. It provides features such as token streaming, quality analysis, and model comparison, all without requiring cloud services or