This Sunday, the hottest open-source AI agent project in the AI circle,
First support for GPT-5.4, performance far surpassing Claude Code
The most eye-catching feature of this update is native support for

"Memory Hot-Swapping": Giving Agents Longevity
For a long time, AI agents have faced the awkward situation of insufficient context windows. This update introduced a revolutionary "Context Engine Plugin Interface," supporting "memory hot-swapping." Developers can now freely attach RAG (Retrieval-Augmented Generation) or knowledge graph folding technologies, and even after service restarts, by using ACP persistent channel binding, the agent can continue working seamlessly. This highly persistent design has eliminated the last obstacle for agents to operate autonomously over the long term.
Detail-Oriented: Say Goodbye to "Logical Navel-Gazing," Embrace Productivity
For users of local models, the new version has restructured the Web search tool and perfectly compatible with the "thinking/reasoning" streaming output isolation of models like
From a Geek Toy to a Virtual Employee
Currently, the application scenarios of
If you're still manually handling repetitive tasks, it's time to adopt your own "virtual employee." After all, an AI assistant that can self-evolve and never stop working is the standard for professionals in 2026.
