DeepSeek launched a public beta of its code agent framework Harness and simultaneously opened a companion NPM plugin ecosystem; the GitHub repository remains private. Harness is positioned as a direct competitor to OpenAI CODEX and ANTHROPIC Claude Code, aimed at programming and office productivity use cases.

兴业银锡在互动平台表示，大西洋锡业项目当前正推进炸药库建设、工程勘察及设备运输筹备等前期工作，施工队伍已进场开展前期准备工作，项目预计于四季度正式开工建设。

Counterpoint Research projects global commercial cleaning robot shipments will exceed 50,000 units in 2025, with revenue above $400m. Pudu Robotics ranks first in both shipments and revenue; leading firms are beginning to show scale effects. Commercial cleaning robots combine multi-sensor suites, environmental perception, 3D mapping, autonomous path planning and intelligent obstacle avoidance. With cloud-based dispatch, devices can perform unattended, large-area cleaning and produce automated cleaning and maintenance reports. Unlike manual push or ride-on equipment, which remain operator-dependent, commercial robots function as autonomous agents whose cleaning standards and operational quality are enforced by AI algorithms and data systems, marking the start of a commercial cleaning industry 2.0.