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BREAKING  Liquid AI's LFM2.5 230M targets the edge

Saturday, June 27, 2026

Liquid AI's LFM2.5 230M targets the edge [Xtra!]Shows the counter-trend to giant frontier models: tiny, efficient models for on-device use.
Vercel ships AI SDK 7 with tool orchestration [Xtra!]Streaming and tool-call orchestration are becoming table-stakes primitives for agent frameworks.
Krea 2 Raw and Turbo open-weight image generation [Xtra!]Enterprise-grade image gen in 2 seconds, released as open weights, undercuts closed API providers.
Lilian Weng revisits scaling laws with more care [Xtra!]A rigorous re-examination of scaling laws matters as compute budgets get scrutinized harder.
Agents that build their own better training data [Xtra!]Self-improving data pipelines could reduce the bottleneck of human-curated training sets.
Editing out a language model's German [Xtra!]A concrete demonstration of targeted capability removal via interpretability techniques.
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