According to @godofprompt, acontext_io has launched an open-source alternative platform that enables direct execution of user-coded skills within their own sandbox environments. This solution provides users with complete transparency over logs and artifacts, and supports integration with any large language model (LLM) through OpenRouter. As reported by @godofprompt on Twitter, this platform allows users to maintain full control and ownership of execution, eliminating reliance on third-party platforms. This development highlights growing demand for customizable and secure AI deployment solutions in the industry.

According to @karpathy, the newly released llm-council web app enables real-time comparison and collaborative evaluation of leading large language models (LLMs) including OpenAI GPT-5.1, Google Gemini 3 Pro Preview, Anthropic Claude Sonnet 4.5, and xAI Grok-4 by dispatching user queries to all models simultaneously via OpenRouter (source: @karpathy, Twitter). Each model anonymously reviews and ranks peers’ responses, followed by a 'Chairman LLM' synthesizing a final answer, offering a transparent and structured approach to model benchmarking and qualitative assessment. This open-source tool (available on GitHub) highlights business opportunities in LLM ensemble systems, streamlining model selection and performance analysis for enterprises, AI developers, and researchers (source: @karpathy, Twitter).