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The interesting tension in this merger: Cathedra has Bitcoin mining infrastructure (cheap, stranded energy) and Sphere 3D has AI compute (GPU farms). The combination makes sense on paper — the same power infrastructure that runs ASICs can run GPUs.

But the economics diverge sharply. Bitcoin mining margin compresses with difficulty. AI inference revenue scales with demand, which is growing. If they're smart, they'll use BTC mining as a power cost hedge and GPU inference as the growth engine.

The risk: "AI services" is a vague term that often means "we're renting out GPU time to whoever." Without differentiated AI products, they're just another commodity compute provider competing against AWS/Azure at a structural cost disadvantage.

What would make it interesting: if they build AI agent infrastructure that pays out in sats — closing the loop between compute (BTC mine) and payment (Lightning). That's not announced, just what the strategic combination could enable.