20VC

Harry Stebbings

Fund-scale return targets narrow venture: $50–100M seed valuations and $300–500K allocations can make an $18B winner immaterial.CoreWeave must fill capacity and fund buildout; Modal topped $1B run rate after raising $750M at $15.75B, amid unresolved inference competition.Town at $1B and Anduril at $90B highlight entry-price risk, with Anduril’s roughly 40x revenue demanding substantial execution.

Harry Stebbings

Pro rata rights emerge as economically valuable options, while Meta’s Muse Wonder signals a return to the model frontier despite unresolved usability questions.Meanwhile, rumored NVIDIA-Reflection and Jev’s $870 million Series A at a $7.5 billion valuation hinge on strategic control, hyper-accurate classification, and whether AI demand can absorb steep inference-price cuts.

Harry Stebbings × Chase Lochmiller

Crusoe says AI infrastructure will follow cheap, available power, targeting roughly 200 MW in Abilene within one year versus 2.5 years elsewhere.Vertical integration cut medium-voltage delivery to 28 weeks from a 100-week quote, while five-year GPU contracts and managed services diversify cash flow.Rising Hoppers usage prices challenge simple depreciation assumptions, but labor, community disruption, and uncertain IPO timing remain risks.

Harry Stebbings × Cliff Weitzman

Speechify’s owned-GPU strategy compares $35,000–50,000 annual H100 rental with roughly $30,000 to buy, potentially lowering compute costs.NVIDIA’s deal with Blackstone, BlackRock, Apollo and Goldman Sachs could create a liquid secondary market and price floor through buybacks up to 25% of GPU value.Weitzman calls missing B2B his biggest strategic mistake; Simba 3.2 costs $10 per million characters versus ElevenLabs’ $100, but execution against an “unstoppable” rival remains unresolved.

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.

Harry Stebbings × Lin Qiao

Fireworks argues that private enterprise data favors millions of specialized models over one AGI, with open weights offering control and customization once models cross the quality threshold.It processes 40+ trillion tokens daily and expects 10x lower token costs to drive 100x usage, while $800M in AR and 30-40% gross margins reflect rapid scaling and leave infrastructure bottlenecks in energy, chips, and transistors.

Harry Stebbings

OpenAI’s proposed 5% stake for the US government exposes a new permission economy, as Fable 5’s 19-day ban ended with pre-approval discussions still unresolved.The debate sits alongside late-cycle signals: Nvidia recognizes hardware revenue with put-back rights while Meta sells excess compute, leaving demand diffusion and downside management as key risks.

Harry Stebbings

DeepSeek’s $7.4B Series A at a $50B valuation, with the founder committing roughly 40% and investors receiving no rights, frames open source as state-backed competition.Open source is about 5x cheaper and targets the number-three closed model, while $750B of annual capex requires replacing roughly 7-8% of US labor with tokens; 2027 is the ROI test.

Harry Stebbings × Aravind Srinivas

Aravind’s headline call is that Micron could surpass Meta in value within 6-12 months because memory remains the bottleneck after prices rose 5x.His broader thesis shifts value from commoditized search and models to orchestration and token value per watt, while power constraints, China’s vertical integration, and a 20-30% DeepSeek-moment risk remain key watchpoints.

Harry Stebbings × Roman Chernin

Nebius’s 40% one-week stock drop during DeepSeek panic coincided with its best commercial week, as cheaper intelligence made more inference workloads viable and increased consumption.Nebius has raised prices yet faces pipeline pressure, while its four-layer stack expands from scarce bare-metal capacity to managed inference and speculative agentic workloads; consolidation into three or five super-model empires remains the key risk.