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Applied AI·September 28, 2026·1 min read

Show HN: Panda, the world's first personal AI computer

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A dedicated "AI computer" aimed at privacy- and cost-sensitive consumers is a bet that local-first, vertically integrated AI hardware/software can peel users away from cloud assistants. Early signal for consumer product teams: there is perceived unmet demand around predictable pricing and data control—your roadmap should treat those as primary features, not legal fine print.

Applied AI

Mentions of open models in latest US earnings calls surged 6x YoY, with open models hitting 56% of Vercel tokens in August and 40% of AT&T's AI workloads

Open models moving to 56% of Vercel tokens and 40% of AT&T workloads means the default enterprise stack is quietly diversifying away from a small set of US frontier APIs—on price, control, and geopolitical risk. If you're building on closed models only, you’re now the outlier in procurement conversations, not the norm.