Xingyuan Intelligent launched Chorus, a cross-ontology data engine for robot pretraining that converts human-operation video from devices such as smart glasses and wrist cameras into robot-usable training data. Internal tests show an effective conversion rate of about 85%. With 16 ontology adapters and 3x instruction augmentation, Chorus delivers roughly 40x expansion of effective training data and cuts equivalent unit training cost to about 5 yuan/hour.

特朗普：（谈伊朗）我们之前进行了一次小规模停火，但我一直不太喜欢这种做法。我认为这纯粹是在浪费时间。

MORGAN STANLEY says semiconductor stocks could face less pressure next month but may still find support well below current prices. Mike Wilson’s strategy team kept its S&P 500 year-end target at 8,000, while flagging semiconductors and other capex beneficiaries as the epicenter of financing risk as markets question when and how large AI-driven revenue will be. The team said concern over supply pressure tied to ongoing financing is normal and likely to persist until financings finish. They view the sector’s correction as in a final phase and expect it to end by mid‑November, but technicals and parallels with prior hot markets (eg, silver) suggest a further 10–15% downside, putting the Philadelphia Semiconductor Index around 9,500.