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China’s new copyright guideline represents a comprehensive, forward-looking regulatory strategy to strengthen the country’s creative economy in the digital era.
It reflects Beijing’s understanding that copyright, in the AI age, is no longer just a legal concern but a geopolitical lever.

GPT-NL is the first national-level AI language model developed with full respect for copyright, transparency, and the integrity of the data ecosystem.
Its training data consists of over 20 billion legally licensed Dutch-language tokens sourced from newspapers, archives & government institutions such as De Nederlandsche Bank and Het Utrechts Archief.

Current LLMs tend to present outputs with an air of confidence, even when they’re uncertain. Unlike humans, they rarely express probabilistic thinking or acknowledge the limits of their knowledge.
Moreover, LLMs often fail to distinguish between predictions drawn from strong evidence and speculative guesses. This brittleness can be dangerous.

This leak pulls back the curtain on one of the AI industry's most opaque layers: the human-directed “clean-up” phase of training, where models are fine-tuned using curated (and excluded) sources.
It confirms that platforms like Claude are shaped not just by math and compute, but by deliberate editorial choices—sometimes outsourced, often hidden.

Some of the loudest voices shaping policy, public perception, and technical direction rarely use the very tool they’re discussing—AI—to rigorously assess their own statements and outputs.
This includes political institutions drafting AI laws, tech moguls warning of existential risk, and academic researchers producing lengthy white papers on governance, ethics, or societal impact.

The story offers a powerful reminder: authoritarian raids can be challenged not only in courtrooms but on sidewalks, soccer fields, and parking lots—by teachers, street vendors, students & neighbors.
What unfolded in Los Angeles over the summer was not spontaneous—it was the result of years of preparation, mutual aid, and intergenerational knowledge transfer. Other cities can replicate LA’s model.

For the first time under EU law, all providers of GPAI models—open source or proprietary—must publicly disclose a summary of the data used to train their models...
Summary must be: Sufficiently detailed, Made public upon market placement, Updated with further training or significant changes, Inclusive of modalities like text, image, video, audio & synthetic data

Asking AI Services: What’s your view on Trump’s comments on AI & Copyright? GPT-4o: Trump sets up a false binary. Grok: The comparison between human learning and AI training is flawed.
Gemini: Opponents might argue this is a "race to the bottom" that sacrifices the legal and property rights of U.S. creators to benefit large technology corporations.

America’s AI Action Plan is one of the most aggressive, industrial-age-style technology strategies in modern history. It recognizes AI as a new frontier of power, but in doing so, it marginalizes...
...ethics, creator rights, and global cooperation. Its neglect of equitable innovation, human rights, and IP accountability could sow the seeds of backlash at home and abroad.

Despite the funding pullback, AI remains a capital magnet. For late entrants, this signals room for strategic investment, especially in underexplored verticals.
The current lull could offer more favorable acquisition or partnership opportunities with startups under fundraising pressure.
