Watch OpenAI's Announcements Live Today

Author

AI Breakfast
November 06, 2023

Good morning. It’s Monday, November 6th.

Did you know: OpenAI’s Dev Day will be live streaming here at 10:00am PST today.

In today’s email:

  • AI Industry and Market Dynamics

  • AI Technology and Developments

  • AI Policy and Governance

  • AI in Entertainment and Creativity

  • AI in Science and Research

  • 5 New AI Tools

  • Latest AI Research Papers

You read. We listen. Let us know what you think of this edition by replying to this email, or DM us on Twitter.

Today’s edition is brought to you by:

Julius is your AI data analyst.

Upload your data and generate graphs, perform analysis, and even train machine-learning models with only a prompt.

Used by 100,000+

Today’s trending AI news stories

AI Industry and Market Dynamics

Musk’s new AI venture, xAI, has unveiled ‘Grok’, an AI chatbot poised to rival ChatGPT and other big names in the industry, Grok, designed with a touch of humor and defiance, can handle complex queries that other AIs might avoid. Still in beta, Grok leverages data from X to provide up-to-date responses, even though it may produce inaccuracies. As part of xAI’s mission to develop non-partisan AI, Grok represents Musk’s challenge to AI players like OpenAI, promising advancements in understanding the universe beyond politically correct algorithms.

The AI pioneer’s model showcases superior performance on trusted benchmarks, reflecting Lee’s ambition to establish a homegrown large language model ecosystem in China, especially as restrictions on high-end AI chips from teh U.S. prompt innovation in computational optimization. 01.AI’s journey, marked by rapid talent acquisition and strategic GPU procurements, sets the stage for developing commercial products and creating an accessible platform for developers to innovate AI applications.

ACCEL, an AI analog chip developed by Tsinghua University in China, reportedly outperforms Nvidia’s A100 GPU by 3.7 times in computer vision tasks. Using phototonic and analog computing, this specialized chip showcases impressive performance and energy efficiency advantages, hinting at a shift towards task-specific semiconductor designs and the potential future of heterogeneous computing. The research highlights ACCEL’s robust accuracy and speed, even in low-light conditions, marking significant progress in AI chip development.

AI Technology and Developments

OpenAI gears up for its inaugural DevDay, with leaks hinting at a new ChatGPT user interface and a tool for building custom chatbots atop GPT models. Anticipated features include cloud drive integration, notably with Google Drive and Microsoft 365, and enhanced subscription tiers offering improved GPT-4 access and advanced analytics capabilities. The AI community views these developments as likely, setting the stage for OpenAI to expand its platform for user-generated content and AI agent creation.

The AI world has been stirred by the debut of the Zephyr-7B model, a fine-tuned version of Mistral-7B, hosted on Hugging Face, and heralded for outclassing models with parameters tenfold its size. This advanced model, still in beta, has been rigorously honed through a distilled supervised fine-tuning process, utilizing an extensive Ultra Chat dataset. Its development marks an important leap in AI, promising a future where models like Zephyr-7B continually redefine technological boundaries and capabilities.

The developer tools, notably SAP Build Code for professional developers, a HANA Cloud vector database, and an AI Foundation services collection, aim to enhance productivity. These advancements further represent SAP’s commitment to integrating generative AI within its offerings to optimize enterprise resource planning and drive innovative use cases across its product suite.

The latest model displays exceptional performance in benchmarks for semantic search accuracy within noisy data environments. It outperforms over 90 contenders in MTEB and excels in zero-shot dense retrieval on BEIR. It showcases its superior ability to understand and rank content relevance and quality effectively, crucial for applications requiring detailed multi-document synthesis. Available in English and 100+ languages, Embed v3 is positioned as a powerful, cost-efficient tool for developers enhancing search and generative AI applications.

Scientists have developed a new advanced AI model that learns in real-time, much like the human brain. This nanowire network, a complex web resembling neural pathways, shows extraordinary ability in recognizing handwriting and remembering sequences, achieving a remarkable 93.5% accuracy in digit classification. The technology hints at a future where AI can adapt and evolve, potentially transforming the landscape of machine learning with its dynamic, brain-inspired approach to processing and retaining information.

AI Policy and Governance

Tech leaders and government officials, including Elon Musk and UK Prime Minister Rishi Sunak, contemplated the future of AI, with Musk warning that the technology may eventually make human employment redundant. In response, Sunak announced an unprecedented initiative allowing government vetting of AI technologies from firms like Meta and OpenAI.

China’s government has given Ant Group the green light to roll out its “Bailing” artificial intelligence language model to consumers. This move comes as part of China’s unique policy that mandates rigorous security evaluations before any AI products hit the market. Ant Group, an Alibaba affiliate, aims to incorporate this advanced AI into various applications, signaling a major stride in the country’s tightly regulated AI sector.

AI in Entertainment and Creativity

AI development tools have now streamlined the game cloning by Javi Lopez’s creation of “Angry Pumpkins,” reminiscent of “Angry Birds.” The project utilized AI tools like Midjourney, Dall-E 3, and GPT-4 for coding and graphics, showcasing rapid prototyping capabilities. While this innovation aids design and education, it raises concerns about intellectual property rights and the pressure on indie developers who may not embrace AI as swiftly.

AI in Science and Research

Advanced AI techniques are being utilized to decode the nuanced expressions of cats, identifying upwards of 276 distinct facial cues. This technical feat could soon enable the translation of complex animal signals into understandable information for humans. The initiative could revolutionize our interaction with pets, improve welfare practices, and contribute to the scientific knowledge of animal communication patterns through technology-driven behavioral analysis.

5 new AI-powered tools from around the web

Pezzo.ai empowers developers with an open-source AI platform for building, testing, and deployment of AI applications. Featuring prompt management, observability, and collaboration tools, it simplifies AI development with minimal coding, accelerating AI project delivery within minutes.

​Success.ai harnesses AI to enhance cold emailing with features like 700M + B2B lead database, AI-driven personalization, unlimited email warm-up, and account connections.

Nexa AI redefines product photography with AI, offering studio-quality, customizable model images for e-commerce. You can choose from an extensive template gallery, create unlimited high-res images, and enhance your online presence effortlessly.

Talently.ai revolutionizes hiring with its AI-powered interviewer, automating the recruitment cycle with live, interactive interviews and immediate candidate assessments. It provides unbiased scoring, custom metrics, and live coding tests, all available to trial for two weeks free of charge.

Limeline redefines online meetings, providing an AI delegate that handles discussions, takes notes, and captures data. With features like voice customization, call downloads, and streamlines productivity and communication for various use cases, presenting a revolutionary meeting management approach.

arXiv is a free online library where scientists share their research papers before they are published. Here are the top AI papers for today.

Addressing the critical issue of distributional shift in text-to-audio generation, this study introduces a new retrieval-based prompt editing framework to refine user inputs with exemplars from training data, significantly improving audio output quality. The method bridges the gap between training and real-world prompts, ensuring robust model performance even with under-specified user prompts.

The paper introduces TiC benchmarks for the continual training of AI models, with a focus on vision-language tasks, featuring over 12.7 billion timestamped image-text pairs. This addresses the challenge of updating foundation models without retraining from scratch, proposing a rehearsal-based method that reduces computational costs by 2.5 times, using prior checkpoints and replaying old data to keep models current and robust against temporal data shifts.

RoboGen introduces an automated generative simulation framework for robotic skill acquisition, capitalizing on advancements in foundation and generative models. Unlike direct policy or action generation, RoboGen innovatively scales up skill learning by generating diverse tasks, scenes, and supervisions, with minimal human intervention. This self-guided system proposes tasks, creates corresponding simulations, decomposes tasks into sub-tasks, chooses learning methods, and synthesizes supervision for policy learning - culminating in a diverse skill set for robots with the potential for endless learning opportunities.

The Idempotent Generative Network (IGN) is a new neural network model that learns to project diverse inputs, like noise or corrupted data, onto a desired target distribution, such as realistic images, in one step, By training on idempotence - where a repeated application doesn’t alter outputs - it allows for direct generation and successive refinement, aiming to create a universal “Make It Real” button for various data types.

E3 TTS presents a new text-to-speech model that uses diffusion processes to convert text directly into high-quality audio without intermediate steps like spectrogram generation. This end-to-end model streamlines the TTS process, offering a simpler, more efficient framework that easily adapts to zero-shot tasks like audio editing. With a diffusion-based approach, E3 TTS dynamically aligns text and audio during generation, demonstrating potential for multilingual expansion in future work. Audio samples showcasing its capabilities are available online.

Thank you for reading today’s edition.

Your feedback is valuable.


Respond to this email and tell us how you think we could add more value to this newsletter.