本周：小米 MiMo-V2.6-Pro 登顶开源榜、DeepSeek 公开 DSec、Claude 破九圈计算纪录

MiMo-V2.6-Pro offers top-tier performance among open weights models at competitive pricing, making it attractive for developers in cost-sensitive markets.

DeepSeek 公开 DSec 平台，单日约 300 万沙箱，智能体训练基建公开了。

A physics result at the research frontier was produced without iterative human steering, which reframes what one-prompt model output can deliver in quantitative science. Researchers in high-energy physics and adjacent fields can use Claude Science to cross-check derivations and replicate difficult calculations. Dixon's independent confirmation, rather than a lab's self-reported benchmark, is what gives the result its weight.

The paper frames agent containment as a kernel-level systems problem rather than a prompt-guardrail one, arguing deterministic preemption must act before the first off-target packet leaves the hypervisor. Its diagnosis of the Defensive LLM Guardrail Paradox — commercial models refusing to assist responders during the incident — is a practical warning for security teams. Engineers building agent infrastructure and AI safety researchers should study its discrete-event control design.

Optical co-packaging via Hi-ONE NPO points to where large-scale AI cluster interconnects are heading, trading discrete pluggable modules for integrated optics with measurable savings in parts count and power. Hardware engineers planning training clusters and procurement teams evaluating alternatives to NVIDIA-based superpods will find the scale and efficiency figures directly comparable.