Empire

Jason Yanowitz × Santiago Roel Santos × Haseeb × Zaki

GPT-56’s exploit for a PHP flaw known since 2004 shows AI making neglected vulnerabilities economic targets; Cloudflare reportedly saw attacks climb from hundreds hourly to millions.Haseeb sees model economics favoring DeepSeek’s cheap volume or Anthropic’s superior intelligence; OpenAI’s routing of Kimi K3 and GLM 5.3 could make it an enterprise control panel but may weaken OpenAI’s model-building incentive.

Michael Dempsey

AI vendors growing 6x in a market expanding 10x may be losing ground, while stack convergence could put $30 billion businesses at risk of displacement within nine months.Compound’s roughly 23-company portfolio includes 16 biotech businesses and only three AI investments, reflecting Dempsey’s preference for scientific ventures that control a route from discovery to commercialization.

Jason Yanowitz × Santiago Roel Santos

AI’s narrative dominance masks a possible crypto bull market, as Yano reports revived interest after 18 barren months and tokens that have increased 50 times.Anthropic’s reported $1 of revenue per $60 of compute, possible ARR stabilization, and customer switching leave frontier-model economics unresolved, while 1 gigawatt of AI capacity costs $50–60 billion.Falling inference costs could strand capacity or trigger Jevons’ paradox, as LPs seek crypto’s growth-stage fintech opportunity as a countercyclical alternative to crowded AI.