AI's expansion is slamming into physical limits.
Dylan Patel explained the strategic divergence on Dwarkesh Podcast. OpenAI signed aggressive compute deals early, locking in capacity at favorable rates while critics questioned its ability to pay. Anthropic took a more conservative financial approach. Now, with revenue surging, Anthropic must hunt for spare compute at premium prices, sometimes paying $2.40 per H100 hour versus the $1.40 build cost.
The problem isn't just chips. Power and water are becoming equally scarce resources.
Philip Johnston of Aethero told This Week in AI that communities are blocking data centers outright. Tucson, Arizona recently voted down a gigawatt-scale project over resource concerns. His solution is orbital data centers powered by continuous sunlight and cooled by space's vacuum. Launching an H100 GPU next week serves as proof-of-concept for a future five-gigawatt cluster.
Geopolitics now threatens the entire equation.
On Breaking Points, Krystal and Saagar detailed how Iran's economic warfare targets the foundation of the AI boom. Oil price spikes directly threaten the cheap electricity data centers require. Gulf State sovereign wealth funds backing tech firms could face forced liquidations if their oil-based economies contract. Markets are betting on a quick resolution, but Iran's strategy aims for sustained pressure.
The compute crunch reveals deeper issues beyond hardware.
On TFTC, Brian Murray and Paul Itoi discussed AI's memory problem. Users constantly reload context because systems treat each prompt as isolated. Itoi argued the industry focuses too much on scaling language models while ignoring practical integration. The real breakthrough might be persistent knowledge systems, not better word prediction.
These constraints are reshaping competition. First-movers with locked capacity have structural advantages. Labs without it face expensive scrambles. And everyone depends on energy markets that are becoming weapons.
The AI boom was built on abundant resources. That assumption is cracking.
Dylan Patel, Dwarkesh Podcast:
- Anthropic was a lot more conservative.
- They were like, 'We'll sign contracts, but we'll be principled.'




