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AI Infrastructure · Token demand outruns even hyperscale infrastructure spending
now playing · AI Infrastructure
Memory & Storagetailwindscore 10/10john coogan
HBM scarcity transfers AI economics upstream to memory suppliers
AI demand is colliding with multi-year capacity lead times in high-bandwidth memory, allowing suppliers to raise prices far faster than shipments and capture profits that model providers ca…
Open Source AIriskscore 9/10john coogan and jordi hays
Open models compress the frontier labs' monetization window
Capable open-weight models can approach restricted frontier systems within months, limiting how long closed labs can charge a premium and undermining access-control policies that move more…
AI Infrastructuretailwindscore 9/10john coogan and jordi hays
Token demand outruns even hyperscale infrastructure spending
Meta's inability to secure all the Gemini capacity it wants despite Google's enormous capital program shows that advanced-model compute remains structurally scarce, supporting cloud pricing…
Cybersecuritytailwindscore 8/10jordi hays
Shrinking model gaps force defenders to exploit frontier access
Security vendors can use restricted frontier models to patch vulnerabilities before similar capabilities diffuse to attackers through open source, but the stable and narrowing capability ga…