Nvidia faces GPU capacity overbuild concerns but remains a long-term hold; competition from AMD and TPUs increases compute supply which ultimately benefits AI application layer.

Meta must overinvest in AI CapEx to avoid being sidelined; the spend is Meta's capital risk not startups', creating infrastructure glut that benefits application layer.

Star Cloud's initially mocked space data center concept has been validated as major tech players pursue orbital compute to bypass terrestrial power and land constraints.

Boom Supersonic is repurposing jet engine supply chain to generate power for AI data centers, addressing the critical energy bottleneck constraining infrastructure buildout.

Helion's fusion approach targets the energy constraint limiting terrestrial data center expansion, complementing space-based solutions for AI infrastructure power needs.

National lab engineers proved fusion energy equations work in space; Zephyr Fusion aims to deliver gigawatts of orbital power for space-based data centers within 5-10 years.

Replit is a winner in the vibe coding category that exploded in 2025, representing the shift toward AI-native software development tools.

Harvey's strategy of raising huge capital from top VCs creates a moat by locking up the investor base, though faces competition from second-wave companies like Llama and Giga.

Gamma demonstrates the new AI-native scaling model: $100M ARR with 50 people, inverting the traditional headcount-as-status metric and proving small teams can achieve massive reve…