No Priors

Sarah Guo × Dane Knecht

Vulnerabilities once seen annually now appear weekly; Knecht expects security to consume most engineering time for 18 months.Cloudflare counters with simpler code, independent reviews and free major-vulnerability protection; its red team may grow from one to four or five by next year’s end.Agent wallets, a stablecoin and its gateway test CPM-priced micropayments, though readiness remains uncertain.

Sarah Guo × Elad Gil × George Kurtz

AI is flattening attackers’ hierarchy: Kurtz cites 29 minutes on average to move beyond initial compromise, with a fastest observed 27 seconds.CrowdStrike’s AIDR traces agent identities, subagents, tool calls and data access; Kurtz sees agent security as potentially larger than endpoint protection.Kurtz says a leading cybersecurity frontier model probably costs about $10 versus CrowdStrike’s about 3 cents; “low and slow” attacks may be harder to identify.

Sarah Guo × Elad Gil × Greg Brockman

Brockman says AI is now creating reusable mathematical insight, with almost 400 important open problems solved through unexpected combinations of ideas.Drug development offers the clearest disruption case: a roughly 15-year, $1.5 billion process could accelerate in literature review, simulations, experiments, and regulatory writing, but biological data and long-term outcomes remain constraints.As code approaches near-zero cost, Brockman predicts cybersecurity spending should “far exceed software spending,” while OpenAI’s defender’s window and recurring model-led security testing remain catalysts to monitor.

Sarah Guo × Elad Gil × Misha Laskin

Reflection AI’s Beam makes a differentiated open-model wager: frontier intelligence requires a full-stack lab, evidenced by growth from roughly 30 to 300 people and a 500-billion-parameter model with 23B active parameters.Its claimed three-to-fourfold reasoning efficiency, alongside catch-up costs potentially reaching around $10 billion next year, could support enterprise shifts from renting closed models to owning open deployments once annual spend exceeds roughly $100 million.

Sarah Guo × Stefano Ermon

Diffusion inference is becoming a commercial signal: at GPT-2 scale, it matched autoregressive perplexity using the same data and parameters while generating text roughly 10x faster.Mercury extends the wedge to production: Ermon says OpenCall moved from Cerebras to NVIDIA GPUs for comparable speed, lower cost, and higher quality, while Inception’s proprietary stack and frontier-intelligence gap remain key tests.

Elad Gil × Ofir Ehrlich × Gonen Stein

Models and compute have almost zero switching cost; accumulated enterprise data is becoming the moat, underscored by Google’s $10M purchase of bankrupt Spirit Airlines’ data.Eon maps and classifies siloed data, controls sensitive access, and exposes it to AI without compromising production or compliance, while agentic permissions create extreme-velocity ransomware risk and most companies still do not use AI.

Sarah Guo × Erik Allebest

Chess.com is on track for a little over $200 million in revenue this year with 10M DAU, 40–50M MAU and 250M+ registered members, achieved without primary capital after a $56K 2005 domain purchase.Cash-flow-funded product and community compounding lifted the baseline through successive demand waves, while the secondary-only CVC deal and General Atlantic reinvestment improved operational maturity.Gambit and the billion-player ambition extend expansion paths, while cheating enforcement and AI governance remain risks to monitor.

Sarah Guo × Elad Gil

Anthropic, OpenAI, and SpaceX’s leap toward $1 trillion is a five-year anomaly, while reaching that scale likely requires $50 billion-$100 billion of revenue with good margins.AI’s opportunity may be far larger than current per-seat models imply, but compute bottlenecks, founder exit timing, recursive-self-improvement uncertainty, and token allocation by return on invested tokens remain decisive constraints.

Elad Gil × Melisa Tokmak

Netic has moved beyond call overflow: over 70% of customers are now “Netic first,” with agents determining service urgency, equipment, customer value, and the right worker across essential-service businesses.A $500,000 contract closed end-to-end in 14 days, and Tokmak estimates over $600 million in customer value from AI-handled interactions; the open question is whether vertical orchestration can compound faster than general-purpose labs or services roll-ups.

Sarah Guo × Andy Fang × Stanley Tang

Ask DoorDash is shifting demand, with 50% of restaurant-order trajectories reaching new-to-customer venues and grocery baskets roughly 40% larger.DoorDash’s 10 billion delivery history supplies pickup and handoff ground truth for routing DOT, drones and Dashers, but scaling now depends on hardware, operations and supply chains rather than autonomy alone.