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AlphaChip’s groundbreaking AI approach revolutionizes a key phase of chip design. SR Tsai, Senior Vice President of MediaTek How AlphaChip worksDesigning a chip layout is not a simple task. Computer chips consist of many interconnected blocks, with layers of circuit components, all connected by incredibly thin wires. There are also lots of complex and intertwined design constraints that all have t
Research AlphaProteo generates novel proteins for biology and health research Published 5 September 2024 Authors Protein Design and Wet Lab teams New AI system designs proteins that successfully bind to target molecules, with potential for advancing drug design, disease understanding and more. Every biological process in the body, from cell growth to immune responses, depends on interactions betwe
Imagen 3 is our highest quality text-to-image model, capable of generating images with even better detail, richer lighting and fewer distracting artifacts than our previous models. We’ve significantly improved Imagen 3’s ability to understand prompts, which helps the models generate a wide range of visual styles and capture small details from longer prompts. To be even more useful, Imagen 3 will b
Research AI achieves silver-medal standard solving International Mathematical Olympiad problems Published 25 July 2024 Authors AlphaProof and AlphaGeometry teams Breakthrough models AlphaProof and AlphaGeometry 2 solve advanced reasoning problems in mathematics Artificial general intelligence (AGI) with advanced mathematical reasoning has the potential to unlock new frontiers in science and techno
Technologies Generating audio for video Published 17 June 2024 Authors Generative Media team Video-to-audio research uses video pixels and text prompts to generate rich soundtracks Video generation models are advancing at an incredible pace, but many current systems can only generate silent output. One of the next major steps toward bringing generated movies to life is creating soundtracks for the
Veo is our most capable video generation model to date. It generates high-quality, 1080p resolution videos that can go beyond a minute, in a wide range of cinematic and visual styles. It accurately captures the nuance and tone of a prompt, and provides an unprecedented level of creative control — understanding prompts for all kinds of cinematic effects, like time lapses or aerial shots of a landsc
Research A generalist AI agent for 3D virtual environments Published 13 March 2024 Authors By the SIMA Team We present new research on a Scalable Instructable Multiworld Agent (SIMA) that can follow natural-language instructions to carry out tasks in a variety of video game settings Video games are a key proving ground for artificial intelligence (AI) systems. Like the real world, games are rich l
Research AlphaGeometry: An Olympiad-level AI system for geometry Published 17 January 2024 Authors Trieu Trinh and Thang Luong Our AI system surpasses the state-of-the-art approach for geometry problems, advancing AI reasoning in mathematics Reflecting the Olympic spirit of ancient Greece, the International Mathematical Olympiad is a modern-day arena for the world's brightest high-school mathemati
Research Shaping the future of advanced robotics Published 4 January 2024 Authors The Google DeepMind Robotics Team Introducing AutoRT, SARA-RT and RT-Trajectory to improve real-world robot data collection, speed, and generalization Picture a future in which a simple request to your personal helper robot - “tidy the house” or “cook us a delicious, healthy meal” - is all it takes to get those jobs
Research FunSearch: Making new discoveries in mathematical sciences using Large Language Models Published 14 December 2023 Authors Alhussein Fawzi and Bernardino Romera Paredes By searching for “functions” written in computer code, FunSearch made the first discoveries in open problems in mathematical sciences using LLMs Large Language Models (LLMs) are useful assistants - they excel at combining c
In December 2023, we launched Imagen 2 as our text-to-image diffusion technology, delivering photorealistic outputs that are aligned and consistent with the user’s prompt. Imagen 2 can generate more lifelike images by using the natural distribution of its training data, instead of adopting a pre-programmed style. Imagen 2’s powerful text-to-image technology is available in Gemini, Search Generativ
Technologies Gemini breaks new ground: a faster model, longer context and AI agents
Our SynthID toolkit watermarks and identifies AI-generated content. These tools embed digital watermarks directly into AI-generated images, audio, text or video. In each modality, SynthID’s watermarking technique is imperceptible to humans but detectable for identification. Being able to identify AI-generated content is critical to promoting trust in information. While not a silver bullet for addr
Research Millions of new materials discovered with deep learning Published 29 November 2023 Authors Amil Merchant and Ekin Dogus Cubuk AI tool GNoME finds 2.2 million new crystals, including 380,000 stable materials that could power future technologies Modern technologies from computer chips and batteries to solar panels rely on inorganic crystals. To enable new technologies, crystals must be stab
Company Transforming the future of music creation Published 16 November 2023 Announcing our most advanced music generation model, and two new AI experiments designed to open a new playground for creativityFrom jazz to heavy metal, techno to opera, music is a much loved form of creative expression. With complex and densely layered lyrics, melodies, rhythms, and vocals, creating music that’s compell
Research GraphCast: AI model for faster and more accurate global weather forecasting Published 14 November 2023 Authors Remi Lam on behalf of the GraphCast team Our state-of-the-art model delivers 10-day weather predictions at unprecedented accuracy in under one minute The weather affects us all, in ways big and small. It can dictate how we dress in the morning, provide us with green energy and, i
Research A glimpse of the next generation of AlphaFold Published 31 October 2023 Authors Google DeepMind AlphaFold team and Isomorphic Labs team Progress update: Our latest AlphaFold model shows significantly improved accuracy and expands coverage beyond proteins to other biological molecules, including ligands. Since its release in 2020, AlphaFold has revolutionized how proteins and their interac
Research RoboCat: A self-improving robotic agent Published 20 June 2023 Authors The RoboCat team New foundation agent learns to operate different robotic arms, solves tasks from as few as 100 demonstrations, and improves from self-generated data. Robots are quickly becoming part of our everyday lives, but they’re often only programmed to perform specific tasks well. While harnessing recent advance
Impact AlphaDev discovers faster sorting algorithms Published 7 June 2023 Authors Daniel J. Mankowitz and Andrea Michi New algorithms will transform the foundations of computing Digital society is driving increasing demand for computation, and energy use. For the last five decades, we relied on improvements in hardware to keep pace. But as microchips approach their physical limits, it’s critical t
Earlier today we announced some changes that will accelerate our progress in AI and help us develop more capable AI systems safely and responsibly. Below is a recap of what DeepMind CEO Demis Hassabis shared with employees: Hi Team When we launched DeepMind back in 2010, many people thought general AI was a farfetched science fiction technology that was decades away from being a reality. Now, we l
Research Discovering novel algorithms with AlphaTensor Published 5 October 2022 Authors Alhussein Fawzi, Matej Balog, Bernardino Romera-Paredes, Demis Hassabis, Pushmeet Kohli First extension of AlphaZero to mathematics unlocks new possibilities for research Algorithms have helped mathematicians perform fundamental operations for thousands of years. The ancient Egyptians created an algorithm to mu
Research Building safer dialogue agents Published 22 September 2022 Authors The Sparrow team Training an AI to communicate in a way that’s more helpful, correct, and harmless In recent years, large language models (LLMs) have achieved success at a range of tasks such as question answering, summarisation, and dialogue. Dialogue is a particularly interesting task because it features flexible and int
Research AlphaFold reveals the structure of the protein universe Published 28 July 2022 Authors Demis Hassabis Read about solving protein folding at deepmind.com/AlphaFold and see a timeline of our breakthrough here. It’s been one year since we released and open sourced AlphaFold, our AI system to predict the 3D structure of a protein just from its 1D amino acid sequence, and created the AlphaFold
Research FermiNet: Quantum physics and chemistry from first principles Using deep learning to solve fundamental problems in computational quantum chemistry and explore how matter interacts with light Company A new generation of African talent brings cutting-edge AI to scientific challenges Food security, healthcare and exploring the cosmos are among the ways students of a new pan-African Master’s
Research Competitive programming with AlphaCode Published 8 December 2022 Authors The AlphaCode team Note: This blog was first published on 2 Feb 2022. Following the paper’s publication in Science on 8 Dec 2022, we’ve made minor updates to the text to reflect this. Solving novel problems and setting a new milestone in competitive programming Creating solutions to unforeseen problems is second natu
Responsibility & Safety Language modelling at scale: Gopher, ethical considerations, and retrieval Published 8 December 2021 Authors Jack Rae, Geoffrey Irving, Laura Weidinger Language, and its role in demonstrating and facilitating comprehension - or intelligence - is a fundamental part of being human. It gives people the ability to communicate thoughts and concepts, express ideas, create memorie
MuJoCo: Complex contact-related phenomena like the flipping of a Tippe top emerge naturally in MuJoCo due to its accurate description of contacts. A recent PNAS perspective exploring the state of simulation in robotics identifies open source tools as critical for advancing research. The authors’ recommendations are to develop and validate open source simulation platforms as well as to establish op
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