Jordan Nanos × Abhilash Jain

SemiAnalysis Consulting is turning bespoke AI-infrastructure diligence into scalable products, including a token-supply simulator linking chip deployment, workload allocation, throughput, and token pricing.NeoCloud underwriting centers on contractual survivability: 99.9% availability expectations, sub-90% performance, and mismatched 15–20-year leases versus five-year GPU contracts can threaten financing and trigger remedies, while capacity timelines determine whether clients build or lease.

Molly O'Shea × Lior Susan

Eclipse is targeting the physical economy—about 85% of global GDP, or $100 trillion—where deglobalization, supply-chain vulnerability, government support, and customer demand are reopening neglected opportunities.With about $12.5 billion in AUM, roughly 90 portfolio companies, and 30 it helped build, its operators-with-capital model links CapEx, manufacturing, policy, and systems execution, while its free-cash-flow focus and non-formulaic incubation leave execution, timing, and repeatability as key variables.

李翔 × 王华东

具身智能正经历中国投资史上前所未有的高估值融资潮，但王华东认为“贵不是问题”，关键在于能否交付有价值、产生毛利的产品。宇树在2021年B轮投前估值约7亿元时，已按出货量位居四足机器人全球第一；行业仍须警惕以更贵、更不可控的方案重做Rule-based已解决的问题，并观察Room-based落地与迭代能否兑现商业化。

Astra’s roughly 3x productivity on the same compute makes Jevin’s paradox tangible: lower AI costs could drive far greater usage, not weaker infrastructure demand.Its tenacious A-to-Z autonomy still takes shortcuts, leaving human engineers essential and preserving incentives to scale compute, memory, and energy.Amazon, Unity’s $18B entry, and trillion-dollar IPO filings frame catalysts; AI-driven margin gains in earnings calls are the efficiency signal to monitor.

Harry Stebbings

NVIDIA delivered a record $96.2B quarter and guided to 70% growth for the fiscal year ending January 2028, with end-user demand and share loss the key risks.The reported near-$12.9B Hugging Face deal, not finalized or confirmed, would reinforce open-source compute economics and NVIDIA’s push to win every segment.Agents are becoming software buyers, supporting the cases for Clay at $7B and Linear at $2.5B, while cyber exposure and reward hacking remain unresolved.

Tommy × AccelXR

Chinese labs are stabilizing multi-trillion-parameter MoE training and open-sourcing recipes that spread GRPO/RLVR variants within months.Open-weight price wars could make tokens an electricity derivative as China adds capacity 6x faster and co-designs weaker chips for cheaper serving.A 2028 Ascend model could be a catalyst, while possible export restrictions preserve bridge-demolition risk.

庄明浩

AI资本开支从2022年Q2后的约733亿美元升至2025年的3315亿美元，六家公司预计2027年突破1.132万亿美元。模型与应用毛利为负59%，DeepSeek重画定价坐标；本地模型追平SOTA已缩至不足9个月，CapEx/GDP预计达3.1%，现金流压力仍待验证。

David George × Gavin Baker

AI demand accelerated through July and August, with usage concentrated among possibly sub-10 million heavy users and no leader identifying a worsening quantitative metric.Nebius suggests nine-to-ten-month paybacks on $50B-per-gigawatt builds, supported by 50-60% customer prepayments; undersupply through ’28 could lift token prices, while shifting capacity to training could cut lab revenue from $480B to $120B.

Ben Horowitz × Martin Casado × Raghu Raghuram × Erik Torenberg

a16z’s new AI infrastructure fund captures a founder migration into hardware, with top-founder hardware pitches rising from roughly 3–5% to “north of 20% or 30%.”Hyperscaler capex, booked-out GPUs and resale premiums support opportunities across chips, power and cooling, while grid shortages, regulation and uncontrolled agent spending remain constraints.

Harry Stebbings

NVIDIA’s $6B Poolside licensing deal, $1B investment at a $12B pre-money valuation, and 109-engineer transfer show frontier-model capital intensity pushing capable startups toward strategic “failure” exits.OpenAI’s 2027 IPO appears compelled by Anthropic’s $60B mid-year run rate versus under $30B this year, while enterprises’ $200–400B AI-spending capacity remains the key test.