MXC (Microsoft eXecution Container) is a sandboxed code execution system from Microsoft for running untrusted code such as model output, plugins, and tools. It runs on Windows, Linux, and macOS, offering nine containment backends, from OS-native process sandboxes to full VMs, under one policy-driven filesystem, network, and UI control model. SDKs ship for Rust, .NET, and Node.
Falcon-Emirati-7B is a 7B-parameter language model that specializes Falcon-H1-Arabic in Emirati Arabic, the Gulf dialect spoken in the UAE, covering its vocabulary, grammar and cultural context. It is made by the Technology Innovation Institute (TII). The model uses the Falcon-H1 hybrid architecture, which combines State Space Models (Mamba) and Transformer attention in each block. Its training used three sources: authentic Emirati-dialect web data, MSA data about Emirati culture and identity, a
Kolibri is an English-German Mixture-of-Experts language model from Aleph Alpha, with 78B total and 3B active parameters and a context of up to 1M tokens. Aleph Alpha released it on the Day of German Reunification, with full weights on Hugging Face under the Apache 2.0 license. It is specialized for German, reasoning, math and agentic behavior, aimed at regulated sectors such as public administration, industrials and aerospace, and it is designed to run on-premise. It follows Kolibri Origin, a 3
