烏克蘭總統澤連斯基：烏克蘭希望讓土耳其和歐洲參與結束俄烏戰爭的談判。

Oct. 31 — DeepSeek’s Harness team published a technical paper, Super-agent design exploration: Toward more autonomous agent systems, outlining an architecture to scale agents beyond single-session limits. The paper says rising model capability has spurred personal assistant agents but current designs isolate sessions and cap multi-tasking at model ability and human attention. DeepSeek proposes a two-layer architecture with event-driven, asynchronous multi-channel interaction, compute–storage separation and an external watchdog to centralize session management and context sync, shifting humans to higher-level decision and acceptance tasks. The firm says internal Super-agent instances are already running for bug reproduction and repair, code-review responses and iterative development of DeepSeek Harness.

Russia's Deputy Prime Minister Novak said on the 30th that Ukraine struck multiple Russian refineries and a gas facility that day. Russian presidential aide Ushakov said Ukraine ignored US President Trump's call to stop strikes on Russian refineries; Trump had urged a halt but Ukraine did not comply. Ukrainian President Zelenskiy said on the 30th that Russia continues to target Ukrainian power plants, the grid and energy interconnection facilities, has taken no de‑escalatory steps in the energy sector, and that Ukraine will continue to respond. Zelenskiy added that on the 15th Ukraine had paused attacks on Russian refineries at US request but cancelled that pause after Russia continued strikes on Ukrainian energy infrastructure.