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Applied AI·September 25, 2026·1 min read

Thunderobot just launched a laptop that uses a special RAM-like SSD to boost AI performance — AI Master M7000 packs Ryzen AI Max+ 395 with 64GB RAM, runs 120B MoE models

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Running 120B MoE-class models on a consumer laptop means the boundary between "local" and "datacenter" AI is moving fast. If you build AI products, assume a near-term world where serious inference happens on user hardware you don’t control — with implications for privacy, latency, and your infra bill.

Applied AI

Report: insurers claim hospitals' AI use was responsible for ~$1B in extra expenses in 2024-25, as hospitals collect more patient data and submit larger claims

AI is becoming a weapon in the payer–provider arms race — hospitals use it to surface more billable detail, insurers respond with pushback and policy changes. If you deploy AI in regulated, adversarial markets, budget for the second-order effect: counterparties will adapt, and the net economics may look very different from your first-year ROI deck.