Sourcery

Gagan Biyani × Molly O'Shea

Andreessen Horowitz Academy plans a 50-student, tuition-free fellowship for September 2027, followed by a two-year program in 2028 pending regulatory approval.Its $40M runway backs an unaccredited model monetized through tuition, corporate partnerships, and equity tied to student ventures.The key test is whether proof-of-work admissions and 75–80% project time create a talent pipeline despite competing VC checks and universities.

Luca Ferrari × Molly O'Shea

Bending Spoons’ edge is an integrated operating model that standalone owners cannot economically reproduce.Its 50-plus proprietary technologies, nearly 1,000-person core team, and debt-funded permanent ownership support claimed annual savings above $100 million and $4 million revenue per core Spooner.Airtable’s approximately $1.3 billion enterprise value reflects the underwriting test, while AI startup valuations and unmeasured AI capabilities remain key risks to monitor.

Ben Lamm × Molly O'Shea

Colossal’s woolly mice validated mammoth-editing in 30 days, with 100% healthy births and predicted phenotypes.With $635M raised, its screwworm solution could eradicate the problem in six to seven months versus $1.5B in taxpayer spending over eight years, pending permits.Astromec uses evolutionary-genomics AI for drug discovery; another extinct species may arrive within 12 months, but the target remains undisclosed.

Molly O'Shea × Nikesh Arora

AI is compressing zero-day remediation from 55 days to Palo Alto Networks’ four-hour patch delivery, forcing infrastructure modernization.Mythos has moved cybersecurity to the CEO agenda, directing demand toward existing partners and structurally favoring incumbents.Arora sees cybersecurity’s SaaSpocalypse as over, but expects markets to become more discerning in roughly two years as perfect-execution pricing meets stumbles.

Molly O'Shea × Adam Foroughi × Giovanni Ge

AppLovin rebuilt after a 92% post-IPO drawdown around Axon 2, with EBITDA run rate now over $7 billion.Semantic embeddings replaced Axon 1’s hundreds of thousands of if/else branches, improving extrapolation and lowering GPU costs while e-commerce showed decent ROAS on a premature model.Reaching a trillion-dollar valuation requires over $30 billion in annual cash flow, putting category expansion and creative execution under scrutiny.

Everett Randle × Molly O'Shea

AI is breaking the spreadsheet playbook: billion-dollar businesses can still lack unit economics or durable differentiation, and scale may increase impairment risk.Inference monetization can drive revenue from 1 to 30 to 300, while agents shift purchases toward intelligence or economic output.Frontier labs retain pricing power if recursive self-improvement works, but face a 95%-as-good open-source squeeze if capabilities plateau.

Hemant Taneja × Molly O'Shea

Anthropic is adding $10 billion of revenue a month and NVIDIA added $1 trillion of market cap in 100 days, highlighting AI-era scale concentration.GC’s counter-bet spans seed, Creation, and Customer Value Fund strategies, while 15x-to-3x revenue-multiple compression could leave even doubled-EBITDA software equity unrecovered.Leverage coming due in the next five years makes AI transformation opportunities and durability uncertainty key variables to monitor.

Molly O'Shea × Gili Raanan

Wiz’s $32B deal remains pending after European approval Monday, while its biggest revenue quarter supports Raanan’s view that “we probably sold low.”Concentrating pain, authority, user, and budget with the CISO compressed sales to 45 minutes and produced $1M, $2M, $8M, and $24M across four quarters.Raanan warns AI could bring cybersecurity’s darkest period in the next 10 years, with self-aware agents and mega-agents challenging human defense.

Thomas Laffont × Molly O'Shea

Anthropic’s raise saw projections and business scale move materially within months, while board decks show AI-tool spending expected to at least triple next year.With the Mag 7 flat and Microsoft shedding almost $1 trillion, SpaceX, OpenAI, Anthropic, Revolut and Databricks could reshape the index, while SaaS faces reacceleration, multiple compression, and harder-to-control terminal value.

Molly O'Shea × Marc Bhargava

General Catalyst is restructuring into “a company,” deploying about $1.5B through Creation to incubate applied-AI businesses and, in about half the cases, buy distribution, client lists, and data.The thesis hinges on 10%–15% EBITDA businesses reaching about 30% within a year, while the next six to twelve months test broader disclosure, IPO preparation, and whether incumbents capture opportunities above 70% automation.