What's not to love about birds. They do all of the work in the forest. Pollination, seed dispersal.Birds are fantastic. We learn a lot about what's going on in a habitat just by listening to birds. They use songs and calls to keep track of each other.And we're trying to do exactly the same thing. Use their songs and calls to keep track of them. There's a huge conservation crisis in Hawaii.We are known as the extinction capital of the world. Almost three4s of our native species have been lost. When mosquitoe ...

What you're seeing are not games or videos. They're worlds. Each one of these is an interactive environment generated by Genie3, a new frontier for world models.With Genie3, you can use natural language to generate a variety of worlds and explore them interactively, all with a single text prompt. [Music] Let's see what it's like to spend some time in a world. Genie 3 has real-time interactivity, meaning that the environment reacts to your movements and actions.You're not walking through a pre-built simulati ...

with my most recent experience with uh Gemini deep think. The answer was spectacular. This is a mathematical conjecture that was made by some people some years ago.They didn't manage to prove it back then. They checked many cases and then they just left it as a conjecture. I asked the statement of the conjecture to Gemini deep think and it seems like it proved it right away with a completely different method.When I was thinking about solving that question, I was thinking about maybe three different things, ...

Watch a short 3-minute film made with our AI models by our in-house creative team, inspired by the age of Victorian silent cinema. Here's more detail on how it was made: Inspiration & Fine-Tuning: The team found a batch of 1800s photos at a thrift store that was then used to LoRA fine-tune our image generation model Imagen to generate new images in the same vintage style. If you want to try this yourself, you can also use "Style Ingredients" in our filmmaking tool Flow. This allows you to directly fine-tune ...

Gemini模型进展与特点 - Google DeepMind发布了升级版VO3模型，该模型在视觉和听觉效果上都有显著提升，能够生成更逼真、更具沉浸感的视频内容 [1][2] - V3模型引入了prompt rewriting功能，可以优化用户输入的prompt，使其更详细、更符合用户的设想，从而提高生成视频的质量 [1] - V3模型生成的视频片段通常为8秒，这是为了在公开版本中提供充分的创作控制空间，更长的内部版本也存在 [2] - Gemini模型能够输出文本、代码、图像和音频，并且能够编辑图像和控制音频，这得益于其将多种模态信息整合到一个模型中，而不是依赖于拼接不同的模型 [3] - Gemini模型通过整合视频、音频和详细的帧级别描述等多模态数据进行训练，从而能够生成更自然、更逼真的声音和响应 [3] Gemini在AI Studio和Flow中的应用 - AI Studio提供了一个实验平台，用户可以在其中尝试最新的Gemini模型，包括文本转语音功能，可以生成具有不同情感和语言的音频 [5][12] - Flow是由Google Labs团队开发的专业电影制作工具，它提供了一个专门的开发环境，允许用户拼接视频片段、控制摄像头，并进行其他高级编辑 [3][4] - AI Studio中的Gemini Live功能，结合了Project Astra的实时视觉理解能力，可以实时分析屏幕内容并提供相关信息 [14][16] Gemini在应用开发中的潜力 - AI Studio提供了一个新的build功能，即使是没有编程经验的用户也可以使用Gemini模型构建应用程序，生成的代码针对最新的SDK进行了优化 [28][29] - 通过build功能创建的应用程序可以直接部署到Cloud Run，从而方便用户与他人分享和使用 [39][40] - Gemini模型可以帮助开发者专注于构建和构思产品体验，而无需花费大量时间进行代码维护和升级 [42][44] 安全与伦理考量 - VO模型引入了安全过滤器，以防止生成不当内容，例如涉及儿童或特定公众人物的图像 [20][21] - 通过Gemini App生成的视频带有专门的水印，以表明其为AI生成，从而减少deepfake和诈骗的风险 [20][21]

Digital Twins in Healthcare - Digital twins are a significant topic, especially for healthcare applications [1] - The concept involves creating digital replicas for individual healthcare purposes, with varied interpretations [1] Pharmaceutical Industry Applications - The pharma industry explores digital twins to enhance clinical trials [2] - Virtual cohorts could potentially reduce the number of participants needed in clinical trials while maintaining knowledge about drug safety and efficacy [2][3] - This approach simulates human systems (e g, organs) to minimize reliance on human subjects in trials [2]

AI在药物设计中的应用 - Isomorphic Labs 旨在创建一个 AI 药物设计引擎，能够针对任何疾病和蛋白质靶点，设计出调节蛋白质和细胞功能的分子，从而改善患者的病情 [1] - 行业普遍认为，五年内，不使用 AI 进行药物设计就像在科学研究中不使用数学一样 [1][43] - AlphaFold 3 可以在几秒钟内预测分子结构，而传统的 X 射线晶体学方法可能需要数月甚至数年 [3] - AI 模型通过分析包含数十万个 3D 结构的蛋白质数据库（Protein Data Bank, PDB），学习并泛化到新的蛋白质和分子 [2] - AI 可以通过生成模型和搜索方法，在 10^60 数量级的巨大分子设计空间中进行智能探索，找到合适的药物分子 [2] 药物研发的挑战与未来 - 解决复杂疾病的难点在于对疾病驱动因素的理解不足，以及癌症等疾病的持续进化 [1][2] - 药物设计不仅要考虑分子与靶蛋白的结合，还要考虑结合强度、对其他蛋白质的潜在副作用、稳定性、溶解性等多种相互制约的因素 [6][7] - 临床试验失败率高达 90%，主要原因是动物模型不能很好地复制人类生理 [27][28] - AI 可以通过预测分子与其他蛋白质的相互作用，在药物设计早期发现潜在的毒性和副作用 [31][32] - 药物研发行业有很高的失败率，平均 20 个药物化学家只有 1 个能成功将药物推向市场 [39] - 预计未来五年内，将会有 AI 设计的药物获得批准上市，AI 将在药物研发的各个阶段发挥更大的作用 [41][42]

Model Overview - Google DeepMind introduces Gemini 2.5% Pro Deep Seek, an enhanced reasoning mode built on 2.5% Pro [1] - DeepSeek utilizes parallel reasoning passes to discover sophisticated solutions [1] Technical Capabilities - DeepSeek excels at solving complex problems like "Catch the Mo" from Codeforces, a competitive coding platform [1][2] - It employs a minmax strategy to reduce uncertainty and efficiently track the mole's changing position [3][4] - DeepSeek's solution demonstrates elegant management of uncertainty in dynamic environments [3] Availability - DeepSeek is being made available to trusted testers via the Gemini API [4] - Wider availability of DeepSeek is planned for the future [4]

General Observation - The ocean is described as a force, wild and untamed [1]

Observations - The document mentions a ball and its bouncing ability [1] - The bouncing height of the ball exceeds the observer's jumping ability [1] - The observer describes the bouncing as "magic" [1]