Sutton Revisits the Bitter Lesson: Compute Alone Won't Reach Intelligence, AI Needs New Ways to Learn
On November 8, 2026, The Decoder reported that Richard Sutton, Turing Award winner and a founder of
QoderWork is an AI office desktop assistant launched by Qoder that focuses on translating natural language instructions into executable office processes. QoderWork supports file organization, data processing, document generation, web page information collection, and browser automation, and can complete a complete closed loop from demand input to result delivery around daily work scenarios. As an AI office product for efficiency improvement, QoderWork can also output content in various formats such as Word, Excel, PPT, and PDF, and expand more capabilities in combination with the skill market. For individuals and teams needing to improve efficiency in data organization, content creation, and task automation, QoderWork is an AI office tool that combines execution, flexibility, and practicality.
It is most suitable for transforming a natural language requirement into document processing, web page operation and content output processes.
Common office formats such as Word, Excel, PPT and PDF all fall into its typical output range.
Suitable for office users who need to process large amounts of documents, forms and web information.
Because many office tasks are actually fixed combinations of actions, handing them to a desktop assistant will save time.
It's worth trying when you often do repetitive computer operations and want to get the deliverable directly.
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.
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.
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.
On November 8, 2026, The Decoder reported that Richard Sutton, Turing Award winner and a founder of
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This PRD prompt is made for product managers, founders, and indie developers: you have just one prod