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。关于这个话题，体育直播提供了深入分析
相较于工业场景，家庭环境更非结构化、长尾更显著，任务形态高度多样且频繁变化，To C 家庭机器人需要在多任务泛化、自主决策与安全交互上达到更高水平，同时还必须在成本与售价上落到消费者可接受的区间。用户真正期待的也不只是 “半自动辅助”，而是在高频家务任务上实现可闭环的自主完成 —— 例如地面清洁、餐后整理、卫浴清洁等典型流程的端到端执行。在这一方向上，家用机器人需要在明确边界的家庭空间内实现 “感知 — 决策 — 执行 — 反馈” 的流程闭环，并具备自主待命、任务切换与异常处理 / 接管的能力。
The solution is to extract and document these choices. Write these preferences down in CLAUDE.md or AGENTS.md so the agent reads it every session. Build specialized agents for reviewing, testing, and deploying, as well as skills that reflect your taste. Add slash commands that encode your preferred approaches. Point the agent at your existing style guides, architecture docs, and decision records, which all include examples of the way that you like to build.