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Why Long-Form Video Resists Full AI

Why Long-Form Video Resists Full AI

Long-form audiences remain highly sensitive to visible AI flaws, making full-stack AI production risky for films and television. Industry leaders are instead adopting human-led workflows where AI supports visual effects, previsualization, cleanup, quality control, and other production bottlenecks.

Tencent Gray-Tests Flagship Hunyuan Hy4

Tencent Gray-Tests Flagship Hunyuan Hy4

Tencent's Hunyuan Hy4 has reportedly appeared in the model selection list of the Yuanbao app under an expert-level label and with tool-use capabilities. It is positioned above Hy3 and alongside DeepSeek, following Tencent's recent statement that a larger-parameter Hy4 would launch soon with improved performance and multimodal abilities.

Reddit r/LocalLLaMACommunity10h ago#model-testing#tool-use#multimodal
Z.ai Reframes Scaling Beyond Parameter Counts

Z.ai Reframes Scaling Beyond Parameter Counts

Z.ai argues that model scaling should account for data, compute allocation, inference cost, sparsity, effective depth, and post-training—not parameters alone. The post presents GLM-5.3 as a controlled experiment using the same total and activated parameters as GLM-5.2 while scaling long-horizon environments and reinforcement learning for one month.

Reddit r/LocalLLaMACommunity1d ago#scaling-laws#mixture-of-experts#post-training
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