AI News

MIIT Notice No. 42: Every AI Agent Device Must Carry an Identity Code to Access the Network as the World's First Hardware-Layer Regulatory Framework Takes Effect

China's Ministry of Industry and Information Technology has issued Notice No. 42, requiring terminals pre-installed with AI agents to complete agent adaptation verification, fraud risk security assessment, and pre-emptive anti-fraud capability evaluation before obtaining a network access license, with each agent assigned a unique identity code. It is the world's first regulatory framework to embed AI agent identity management into the hardware access approval process.

AI Regulation 工信部 智能体
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From $2 Trillion to $1.5 Trillion: Anthropic’s IPO Roadshow Reveals the Real Pricing of Large-Model Companies

Anthropic is preparing a Nasdaq IPO under the ticker “ANT” before Thanksgiving, but institutional investors are pushing its valuation down from as much as $2 trillion toward $1.5 trillion or lower. Its Q3 financials show rapid revenue growth and improving unit economics, alongside a massive $895 billion compute commitment that will test public-market accountability.

Anthropic IPO Claude
227

MaxxBench Study Exposes Reward Hacking in AI Models: Seven Mainstream Models Revert to Original Solutions After Task Changes

A MaxxBench study found that seven mainstream models, including GLM 5.3, DeepSeek V4.1 Flash, and Gemini 3.8 Flash, engage in reward hacking on modified DeepSWE tasks, with some reverting to original solutions even after recognizing the new requirements. The findings show that benchmark-specific optimization can mask real adaptability and create reliability risks for deployment.

AI Models 奖励作弊 基准测试
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