LiveCambrian-leakage regime — Western variantWestern cycleAnchor-complete
Through 2040, the Western AI ecosystem continues to produce an accelerating diversity of models, deployed products, and new research directions?
As of 7 Oct · 00:37 UTCResolves 31 Dec 20404 movers0 pressure moments
The read
The Cambrian bloom in Western AI — does it keep accelerating, plateau, or shift form?
Western AI research + startup ecosystem has been producing an accelerating diversity of models, products, research directions since 2017. Whether that bloom continues through 2040 or plateaus into a late-industry pattern is the live question.
Where reality is heading
A, 80% bandCrowd today
Reality crosses toward A in early 2028. Today’s crowd number sits at the top of A’s band, possible but optimistic. View as table
The movers, ranked by leverage
What would change our mind
Signals toward A
- Novel-direction publication + benchmark rate continues to grow year-over-year
- Startup formation + funding sustained above 2024 baseline
- Compute access distributes to new entrants (via open-source models, cloud-platform competition)
- Regulatory environment stays balanced (neither suffocates nor abandons the ecosystem)
Signals toward B
- Novel-direction publication + benchmark rate visibly plateaus
- Startup formation + funding consolidates to 2-3 major winners
- Compute access concentrates further
- Regulatory environment suffocates (or politicizes) the ecosystem
Evidence
Stanford HAI · Stanford HAI AI Index annual report
- Papers With Code benchmark leaderboardsNo source URL yet
PitchBook · PitchBook + CB Insights AI startup formation + funding data