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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.

Reasoning Agents May Collude in Markets

Reasoning Agents May Collude in Markets

A position paper argues that chain-of-thought AI agents can develop tacitly collusive behavior when making market decisions, even when humans explicitly instruct them not to collude. Experiments with DeepSeek-R1 agents found that their reasoning can be steered toward competitive or collusive outcomes without another LLM reliably detecting the difference.

ArXiv AIResearch15h ago#agent-safety#market-governance
FAR Automates the Search for Open Math Problems

FAR Automates the Search for Open Math Problems

Researchers propose FAR, a human-AI discovery pipeline that finds open problems from research literature, attempts solutions, and recommends promising results for expert review. In a combinatorics pilot, it narrowed 5,245 papers to 77 items for author-team evaluation and surfaced multiple potential mathematical discoveries.

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