# Сопутствующие статьи по теме Manipulation

Новостной центр HTX предлагает последние статьи и углубленный анализ по "Manipulation", охватывающие рыночные тренды, новости проектов, развитие технологий и политику регулирования в криптоиндустрии.

Polymarket Is Not an All-Powerful "Truth Machine"

Polymarket, a crypto-based betting platform, is often hailed as a "truth machine" for its ability to aggregate crowd wisdom through financial stakes. While it has demonstrated remarkable accuracy in predicting major events like the 2024 U.S. presidential election—outperforming traditional polls—its overall reliability is highly inconsistent. Analysis using the Brier score reveals that its predictive power excels in high-liquidity domains like politics and economics but falls to near-random or worse in categories like sports, culture, and tech. The platform’s growing influence is concerning as its odds are increasingly cited by major media outlets like The Wall Street Journal and CNN, lending them an air of authority. This visibility creates a feedback loop where the odds themselves can influence the outcomes they are meant to predict—a phenomenon known as endogeneity. Moreover, the market is vulnerable to manipulation by well-resourced "whales" with access to exclusive information, such as private polls or even military intelligence, as seen in cases involving bets on geopolitical events. While useful for short-term, high-stakes events, Polymarket’s predictions are often unreliable for the vast majority of its contracts due to low liquidity and wide bid-ask spreads. The danger lies not in its occasional failures, but in the unchecked trust it receives—risking a future where a handful of traders can shape perceived reality through a platform masquerading as an oracle of truth.

marsbitВчера 11:40

Polymarket Is Not an All-Powerful "Truth Machine"

marsbitВчера 11:40

315 Exposes AI Poisoning, a Business from Putian to Silicon Valley

"315 Exposed: AI 'Poisoning' - A Business from Putian to Silicon Valley" During China's 315 consumer rights expose, a practice called Generative Engine Optimization (GEO) was revealed. GEO involves manipulating AI-generated responses by flooding the internet with promotional content, which AI models then scrape and present as factual recommendations. A tool called "Liqing GEO," sold on Taobao, demonstrated this by fabricating a fake smartwatch with absurd features ("quantum entanglement sensing," "black hole-level battery") and having AI recommend it within hours. This mirrors the early days of Search Engine Optimization (SEO), where paid rankings, notably by Putian-based hospitals on Baidu, dominated search results. Despite regulations, the core model remains: whoever controls the information gateway sells rankings. Now, with AI as the new gateway, SEO has simply become GEO. The business is significant. BlueFocus, a major marketing firm, invested millions in a GEO company, PureblueAI, serving clients like Ant Group and Volvo. While Pureblue claims to optimize real brand information, the technical method—flooding the web with content for AI to scrape—is identical to the "poisoning" tactic. This ambiguity fueled a stock market frenzy in late 2025, with GEO-related stocks like BlueFocus surging over 130% before executives cashed out. Simultaneously, Silicon Valley is formalizing this model. OpenAI announced ads in ChatGPT for free users, with sponsored links appearing below answers. While OpenAI claims ads don't influence content, the line between "poisoning" and "commercialization" blurs. The same practice—buying influence in AI outputs—shifts from a几百元 (hundreds of yuan) black-market tool to a potential $17 billion revenue stream for OpenAI. The trust红利 (trust dividend) users place in AI is now the new frontier for manipulation, echoing the SEO era's evolution but at an accelerated pace. The article concludes: answers may be free, but critical thinking shouldn't be outsourced.

比推03/16 11:27

315 Exposes AI Poisoning, a Business from Putian to Silicon Valley

比推03/16 11:27

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