Open source models currently represent 30% of token consumption but will grow to 30-50% as enterprises exploit 9:1 cost savings, though frontier models remain essential for novel use cases.

Enterprises are building custom AI-powered frontends (e.g., Vercel's Salesforce UI) while keeping systems of record, creating demand for authentication and connectivity layers like Vercel P…

AI ads operate mid-to-bottom funnel with personalized creatives per user, making them structurally more valuable than search/social ads; this revenue is critical for AI labs to offset infer…

Without continual learning, AI agents remain stuck in 'intern mode' requiring human hand-holding; solving it would be 'insanely profitable' by enabling flexible, long-range autonomy, though…

Physical AI constraints (battery, edge compute) favor fine-tuned, task-specific models over general foundation models, leading to a SaaS-like explosion of vertical robotics companies rather…

Cowboy Space targets 20,000 satellites at 1MW each (20GW total) using optical links and usable upper stages, creating a dramatically larger commercial space market than communications or im…

Government model testing infrastructure is being rebuilt rapidly; political incentives now favor hands-on regulation of cyber, bioweapon, and other risks, creating compliance burdens and po…