Harry Stebbings

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 × Mike Cannon-Brookes

Atlassian is betting that agents will expand interface value, especially for collaborative work requiring taste, context and human interaction.The Teamwork Graph turns each customer’s people, decisions, documents, code and workflows into queryable context for agents.Atlassian currently uses no Chinese models in production while routing Nemotron, Mistral and other models by quality, cost and speed; specialized models must sustain “exponential gains” as general models improve.

Harry Stebbings × Max Freeman

Ramp treats sales hiring and outbound as a Moneyball-and-engineering problem, paying roughly 2x market for SDRs expected to book 40–60 qualified meetings while OATS automates targeting and learns from manual outreach.Qualification, gated 60–90-day onboarding, and evidence-based compensation are designed to compress cycles and filter talent, but scaling may depend on whether AI productivity and managerial restraint improve execution without founder intervention.

Harry Stebbings × Dev Ittycheria × Jason Lemkin × Rory O’Driscoll

OpenAI’s reported Q3 growth reacceleration to roughly 70% quarter-on-quarter, from 18%, sharpens the frontier-model market debate.Enterprise adoption remains sticky because procurement, training, IP rights and token budgets make replacement harder than developer switching.Anthropic’s Q3 result, expected before a possible mid-November IPO, may show whether demand is expanding or OpenAI is taking share.

Harry Stebbings × Venky Ganesan

AI seed investing remains viable as an option strategy, but Menlo Ventures concentrates only after revenue and quantifiable evidence emerge, amid neo-labs and $10–20 million application rounds.With metrics vulnerable to gaming and a 10% seed stake potentially diluting to 3.5–4%, Venky says venture must beat the “Mag Seven” by roughly 1,000 basis points; vintage risk remains.

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 × Jack Altman

Instinct’s $1 billion round at a $10 billion valuation raises the bar for defensible economics before compute costs overwhelm the company.Miro’s sale to Bending Spoons for roughly $1.35 billion after a $17.5 billion valuation shows positive cash flow cannot prevent late-stage SaaS repricing, while Mistral’s €3 billion round underscores AI’s European sovereignty agenda.

Harry Stebbings × Alex Mashrabov

Higgsfield says it reached $1B in annualized revenue 18 months after $1M, using trailing-four-weeks revenue ×13 and counting only live revenue.The economics are unusually expansionary: month-12 business NRR exceeds 300%, while routing own/open-weight models produces over 80% margins versus 20–30% for closed-source models; monitor whether at least 30% monthly growth survives the projected substantial deceleration.

Harry Stebbings × Parag Agrawal

Discover’s fate changed when it moved one screen left beside friends’ Stories, showing that interface placement can outweigh a year of design work.Parag Agrawal argues that zero-to-one products require instinct before data, while separate revenue and innovation teams can prevent short-term incentives from blocking experimentation.At Match, success may mean never seeing a user again, making attention against TikTok and games the broader contest and Tinder’s AI photo selection a potential onboarding catalyst.

Harry Stebbings

Meta's Muse, called the first real ChatGPT competitor, pairs autonomous agents with a free consumer LLM and added roughly $100B to Meta's market cap.Jev targets 20% of LLM API spend at one-fifth the price, potentially turning $20B into $4B of revenue.OpenAI's projected $278B net burn and roughly $700B of CapEx keep capital intensity central to the AI trade.