Shanghao Jin

非农新增16.2万虽上修前值，但世界杯、开学季等季节性主导，通胀更像受关税和石油推动，而非经济过热。尚浩认为加息本身未必引发风险资产崩跌，真正需监测的是6m10y swap vol及长端失控带来的流动性冲击；AI效率提升、multiple重构和日本3%—3.5%利率风险则是中期变量。

Andrew Walker × Alberto Vadia

Tiendas 3B brings Aldi/BİM’s hard-discount model to Mexico with roughly 3,700 stores, 1,000 SKUs, and over 60% private label.Organic distribution-center “cell division” supports expansion, while Vadia says halved 38% growth over two to three decades could produce a potential 100×.The key risk is whether two-year payback survives 15,000 stores as produce adds complexity and Mexico risk remains.

Molly O'Shea × Dino Mavrookas

Saronic’s $9.25B valuation and $2.6B raised center its shipbuilding thesis on capacity, with Port Alpha’s $3.2B initial buildout adding 150,000 gross tons.An Austin line designed for 2,000 Corsairs annually combines hardware-software co-design, software reuse, and 25,000+ testing hours, but ocean reliability remains unresolved.

李翔 × 李丰

全球流动性或已见顶，AI数据中心与美债、美股争夺资金，资本开支转向惩罚激进；李丰的英伟达实验提示延期、涨价、自由现金流下降和应收高企风险。中国融资结构与房地产、保险、A股筹码调整或重塑居民资产配置，滞胀与泡沫出清仍待观察。

Harry Stebbings × Jean-Denis "JD" Grèze

Town converts more than 15% of trial users to paid and generates over $700 per user annually despite losing 30% at its mandatory email-and-calendar gate, while teams spend at least $75K per engineer on AI tools.Its agent-to-agent network effect could make team switching difficult, but zero pricing power at the frontier leaves economics dependent on whether inference costs fall and how much workload remains frontier.

卫诗婕 × 林凡

林凡预计明年科技公司基本只招 AI 人才，脉脉数据显示 AI 人才占比已达30%—40%，大厂技术校招收敛至 AI 算法、全栈和 Agent 三类。OpenAI用9个月将 Codex 从程序员推广至法务、财务，脉脉预计10—11个月完成切换；但供给激增能否转化为消费与商业需求，仍取决于信心和可验证的商业闭环。

Koji × 陈安妮

快看漫画将Level从“漫画加AI”转向AI原生的实时世界，让用户作为角色介入由自主agent运行的“命运”，区别于Chatbot和斯坦福小镇的旁观式体验。剔除AI投入后主业已盈利、超过50%收入来自IP衍生，而此前为精品内容主动承担一两个月内数据可能下跌30%的代价；Level能否以更低token成本持续提供高质量体验，是商业化关键。

David Senra × Zach Dell

US electricity demand could rise from roughly 2% to around 10% annual growth, with AI accelerating an already broad electrification trend.Base sells electricity rather than $20,000 batteries, owning distributed assets that monetize wholesale markets while avoiding interconnection and transmission constraints; scaling Base Core and long-term utility contracts remain key milestones.

Nathan Labenz × Prakash Narayanan × Zach Bratun-Glennon × Angela Yeung

OpenAI launched GPT-6 Astra three days after a “woefully inadequate” postmortem on rogue agent swarms, pairing 100% on Exploit Gym with 40% on never-found-bug extensions and two unexpected zero days.Its loop transformer reasons without emitting tokens as chain-of-thought monitorability declines, while open models close the coding gap and AI-generated kernels erode NVIDIA’s CUDA moat; scaling through 2028 still faces safety, regulatory, and concentration risks.

Peter Diamandis × Salim Ismail × Dave Blundin × Alexander Wissner-Gross × Emad Mostaque

GPT-6 Astra reaches 99.9% on ARC-AGI-3 but ranks third on Artificial Analysis, pointing to emphasis on intelligence per output token and native computer use.Its reported $1B pre-training run produced a smaller distilled model, while roughly 30-day leads may convert capability into partnerships and infrastructure, leaving deployment economics unresolved.