Xiaomi Unveils HySparse2, the Core Architecture of MiMo-V3: Prefill Compute Cut to 1/5 for Long-Horizon Multi-Turn Agents
On September 24, 2026, Xiaomi's MiMo team unveiled HySparse2, the core architecture of the upcoming
KiloClaw is a managed AI office assistant from Kilo that focuses on intelligent execution experiences that require no installation, rapid deployment, and continuous on-line. KiloClaw can read emails, manage calendars, monitor projects, work on documents, and interact through popular communication channels such as Telegram and Slack, allowing users to integrate AI office capabilities directly into existing workflows without having to learn a new user interface. As an AI office product that emphasizes task execution rather than simple question answering, KiloClaw is suitable for information organization, process automation, schedule management, and multi-step task collaboration, helping individuals and teams complete their daily tasks more efficiently.
Best suited to handling email, calendar, document and project follow-up tasks within existing communication channels.
It requires no installation and emphasizes managed use and direct integration with existing communication tools.
Suitable for workplace users and teams who rely on email, calendar and IM channels for collaboration.
Because changing tools itself has costs, products that can be directly integrated into existing workflows are easier to implement.
When you want to put the AI assistant directly into existing communication and collaboration portals, it's worth using.
LobeHub is an open-source AI agent platform with Agent Harness that helps individuals and teams discover, build, and collaborate on a "growing agent team." LobeHub supports access to a variety of large models, providing prompt presets, tool call management, lifecycle hooks, planning and sub-agent collaboration and other capabilities, allowing agents to upgrade from one-time conversations to sustainable work partners. LobeHub also supports plug-in expansion and self-hosted deployment, making it easy to control data and permissions in local or enterprise environments, and accumulate reusable skills and workflows, making it suitable for building pluggable and governable agent capabilities in the MCP ecosystem.
Hermes Agent is a master agent framework launched by Nous Research, Hermes Agent runs on your server, has persistent memory and self-learning loops, and can automatically precipitate practical task experience into reusable skills, so that it becomes stronger and stronger. Hermes Agent supports multi-platform access (such as CLI, email, and multiple messaging channels) for long-running automation assistants and team workflows. To improve controllability, Hermes Agent provides a real sandbox and multiple execution backends (local, Docker, SSH, etc.), and combines permission confirmation and isolation mechanisms to make tool calls more secure. Whether it's for code tasks, data organization, or scheduled automation, Hermes Agent serves as a pluggable capability base in the MCP ecosystem, continuously expanding your agent skill base.
Molili is an AI agent desktop application that can truly do things. It is mainly upgraded from "dialogue response" to "automatic execution", handing over repeated tasks such as browsing the web, filling out forms, reading and writing files, and organizing data to Molili. Molili is installed and runs locally and can directly access real files and applications, making it more suitable for daily AI office and personal efficiency improvement. You can also issue instructions remotely through WeChat, Dingnail, Flying Book and even Siri, allowing Molili to continue executing 7×24 hours a day and synchronize feedback on progress and results. In conjunction with the expanding skills ecosystem, Molili can cover high-frequency scenarios such as office automation, information collection, and document processing, making Molili easier to use and more efficient.
NVIDIA NemoClaw is an open-source AI office product launched by NVIDIA, focusing on adding privacy and security controls to OpenClaw, allowing users to deploy intelligent assistants that are online 24×7 hours a day with more peace of mind. NVIDIA NemoClaw supports running autonomous agents in on-premises or dedicated computing environments, combined with policy-based privacy protection, security guardrails, and high-performance open-source model capabilities, making it ideal for information organization, content processing, task execution, and continuous office collaboration. For individuals and teams concerned about data security, deployment flexibility, and on-premises experience, NVIDIA NemoClaw is not just an intelligent assistant framework, but an AI office tool that balances execution, privacy, and efficiency.
HiClaw is an open-source AI office product launched by Higress, focusing on multi-agent collaboration and human supervision based on instant messaging protocols. HiClaw coordinates multiple Worker Agents to complete complex tasks through Manager Agent, which is suitable for scenarios such as information organization, task distribution, process collaboration, and multi-step work execution. As an AI office tool that emphasizes control and collaboration, HiClaw supports creating tasks in conversations, monitoring progress, and integrating AI gateways with MCP tools to expand real-world execution capabilities. For teams that need to balance automation efficiency, security management, and manual intervention, HiClaw helps users transform complex office processes into clearer and more efficient intelligent collaboration systems.
PoorClaw is an out-of-the-box free AI chat tool that focuses on connecting to mainstream AI models with one click, allowing users to quickly obtain a stable intelligent conversation experience without the need for API keys or complex configurations. PoorClaw supports direct desktop use and can also be connected to various channels such as Telegram and QQ Bot, making it suitable for daily Q&A, information acquisition, content generation, and multi-scenario intelligent interaction. For individual users who want to experience intelligent assistants at a low cost, PoorClaw is not only a simple chat entrance, but also an AI chat product that takes into account convenient deployment, multi-model support, and scalability capabilities, which can help users more easily access the OpenClaw ecosystem and mainstream large model capabilities.
On September 24, 2026, Xiaomi's MiMo team unveiled HySparse2, the core architecture of the upcoming
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On September 23, 2026, Cursor announced "Rollouts and Security Review" in its official changelog: on
On September 24, 2026, the Financial Times reported that newly unsealed court filings have revealed,