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Anthropic has again extended access to Claude Fable 5 on paid plans through July 19 due to compute constraints, while OpenAI removed usage limits for GPT-5.6 Sol and reports 6M active users.
This paper proposes HASA, a heterogeneity-aware subnet allocation method for model-heterogeneous federated learning that assigns subnet widths based on client heterogeneity scores under a fixed compute budget, improving mean and worst-client accuracy.
Analysis arguing that near-term AI job displacement is constrained by compute and deployment infrastructure, not just model capability.