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中国非遗里的中式美学。Chinese aesthetics in Chinese intangible cultural heritage. #中国非遗# #文化中国# #ChineseIntangibleHeritage# #CultureChina# @zhang_heqing @pan_xuesong @AmbWuJianghao

While showbiz bickers over AI video continuity glitches and educators remain stuck debating AI-generated PPTs, World Models are quietly disrupting non-tech sectors, igniting a radical paradigm shift in clinical medicine and surgical simulation. Why healthcare and not Hollywood? Because Hollywood demands visual perfection, but healthcare mandates absolute physical causality. Traditional medical AI could only act as a static periscope—pinpointing a lesion on an existing scan. Yet disease is inherently dynamic. When a physician prescribes a treatment, they historically lacked a patient-specific, long-term window into the exact downstream changes after the patient ingests the drug. Recent breakthroughs showcased at elite computing summits like ICCV have elevated medical AI from passive visual recognition to a predictive, generative "World Simulator" tailored for prognosis and treatment optimization. In validated clinical applications, this technology leverages potent counterfactual reasoning. Take transarterial chemoembolization (TACE) for liver cancer and advanced radiotherapy as prime examples: before finalizing an intervention, a Medical World Model (MeWM) ingests a patient’s current CT imagery to simulate months of dynamic disease progression within its latent space. It cross-aligns multimodal parameters to synthesize high-fidelity visual representations of post-treatment tumor trajectories. Simultaneously, its inverse dynamics model quantifies how varying embolic agents or drug cocktails shift long-term survival curves. Empirically, this "future-simulation" paradigm has propelled clinical decision success rates (F1-score) by 13%, cementing its role as an indispensable AI co-pilot. Today, multimodal medical models are rapidly embedding into hospital HIS/EMR nervous systems, as specialized prognosis simulators push past theoretical boundaries into raw performance validation. The ultimate utility of a World Model isn't coding text or animating fantasy; it is evolving into a rigorous, low-cost simulation infrastructure—serving as a high-stakes safeguard for human decision-making. 【The Grand Forecast】 The successful clinical deployment of Medical World Models proves their unique capacity to "simulate future outcomes before executing current actions." This technical paradigm—trading pure aesthetic appeal for rigid physical and biological causality—is sprawling beyond tech ecosystems at a breakneck speed. Stripping away healthcare, autonomous driving, and media entertainment, which trial-and-error heavy traditional industry do you predict World Models will infiltrate and disrupt next? Will it be macro-climate disaster modeling in modern agriculture, dynamic supply-chain evolution in urban planning, extreme stress-testing in deep-sea aerospace engineering, or an entirely unmapped frontier? Drop your sharpest thesis and reasoning in the comments below. Let’s chart the hidden industrial landscape of the next generation of World Models!

@UbermenschMind Men are naturally more attractive than women on average, that's why women need makeup This isn't me being gay, it's science Look at a peacock or a cardinal, male vs female, females get mogged Greek statues dedicated to the peak aesthetic form? Overwhelmingly men

涼しげなミニドレスの衣装プロンプトをどうぞ✨ white babydoll dress, soft satin fabric, monochrome girly aesthetic, square neckline with black lace trim, tiny black ribbon bow at center chest, puff short sleeves with gathered cuffs, black ribbon ties on sleeves, fitted black waist belt with silver buckle, high waist silhouette, flared gathered skirt, white skirt with thin black ribbon trim near hem, multiple tiny black ribbon bows decorating skirt hem, layered black satin underskirt, black lace petticoat peeking from underneath, soft glossy fabric folds, elegant black and white contrast, delicate gothic lolita inspired styling, lace choker with pearl charm

ゴシックキャミのプロンプトをどうぞ✨ elegant gothic girly slip dress, glossy deep black satin babydoll mini dress with delicate flared silhouette and soft gathered volume, thin shoulder ribbon straps tied into tiny bows, scalloped black lace trim framing neckline and hem strictly preserved, tiny pearl button accents running vertically along center chest, intricate white floral embroidery and large white rose appliqués decorating skirt and hemline with subtle gold jewel centers, fitted waist with ribbon lacing detail tied at back, layered sheer black lace underskirt peeking beneath hem, luxurious silky satin texture with glossy reflections strictly preserved, romantic monochrome doll aesthetic, deep glossy black, ivory white, soft pearl, and subtle gold palette strictly preserved