News from the AI & ML world
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Ryan Priem@AI Accelerator Institute
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Data Science at Home
, AI Accelerator Institute
AI agents are rapidly evolving, impacting various sectors with innovative applications. Google DeepMind has developed AMIE (Articulate Medical Intelligence Explorer), which, along with Co-Scientist, demonstrates the potential for AI to surpass human capabilities in medical diagnosis and scientific discovery. AMIE is entering clinical trials at a Harvard Medical School teaching hospital after outperforming physicians in diagnostic accuracy and treatment recommendations. Co-Scientist independently proposed a mechanism for bacterial drug resistance that human scientists had recently discovered but not yet published, marking a milestone where AI serves as a legitimate thought partner in complex intellectual endeavors.
HubSpot is also expanding its AI offerings with new agents powered by its Breeze AI platform, specifically designed to assist small and medium-sized businesses (SMBs). These agents include a customer assistant, a knowledge base tool, a prospecting assistant, and a content generator, which are aimed at helping SMBs compete with larger enterprises that have more resources. According to Nicholas Holland, HubSpot's Head of AI, the company's goal is to level the playing field by making AI easy, fast, and unified, addressing the challenges SMBs face due to limited resources. Furthermore, advancements in AI agent development include frameworks like Atomic Agents, which simplifies complex AI systems through atomicity and modularity. Created by Kenny Vaneetvelde, Atomic Agents aims to eliminate hidden assumptions and redundant complexity in AI workflows, offering a lightweight and powerful tool for consistent and brand-aligned AI. Ryan Priem of Glean emphasizes the importance of applying AI to solve practical workplace problems, highlighting use cases such as enterprise search, providing accurate answers, and automating repetitive tasks to reduce friction and improve productivity. Recommended read:
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@techstrong.ai
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Advancements in AI agents are rapidly transforming how businesses operate and strategize, shifting AI from a mere tool to a foundational element of enterprise operations. AI agents are autonomous systems that combine language and multimodal understanding with the decision-making of foundation models. These systems can now interpret complex inputs, reason through multifaceted scenarios, and autonomously execute tasks. This progression is enabling businesses to realize significant improvements in operational efficiency, customer engagement, and data-driven decision-making, which is driving substantial market investments.
These advancements, however, present challenges, notably in transitioning AI agents from controlled testing environments to real-world applications. Issues such as the opacity of AI models, the limitations of conventional evaluation frameworks, and the difficulties in integrating with diverse APIs must be addressed. Businesses that can successfully navigate these challenges stand to gain a competitive advantage by fully embedding and optimizing AI to drive sustained competitive advantage. One such agent, Manus, developed in China, is gaining attention for its autonomous capabilities. Manus AI is designed as a multi-agent system that combines several AI models to handle tasks independently, like generating reports and managing social media accounts. Build.inc is also pushing the boundaries of agentic systems to automate labor intensive workflows. They created a network of specialized agents performing specific, smaller tasks for data center development which previously took humans four weeks, can now be accomplished in 75 minutes. Recommended read:
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Nitika Sharma@Analytics Vidhya
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China's Manus AI, developed by Monica, is generating buzz as an invite-only multi-agent AI product. This AI agent is designed to autonomously tackle complex, real-world tasks by operating as a multi-agent system. It utilizes a planner optimized for strategic reasoning, and an executor driven by Claude 3.5 Sonnet, incorporating code execution, web browsing, and multi-file code management.
The AI agent has sparked considerable global attention, igniting discussions about its technological and ethical implications, as well as its potential impact on the AI landscape. Manus reportedly outperformed OpenAI's o3-powered Deep Research agent on benchmarks, as showcased on the Manus website, leading some to believe it is among the most effective autonomous agents currently available. However, there is some skepticism due to it appearing to be a Claude wrapper with a jailbreak and tools optimized for the GAIA benchmark. Recommended read:
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@Techmeme
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OpenAI has launched a research preview of its new Operator AI agent, designed to automate web-based tasks. This tool, available initially in the US for subscribers of the $200/month ChatGPT Pro tier, can navigate and interact with webpages using its own browser, performing actions like typing, clicking, and scrolling. Operator aims to handle online chores such as booking travel, making restaurant reservations, and shopping, leveraging a "Computer-Using Agent" model that combines GPT-4o’s vision capabilities with advanced reasoning. OpenAI cautions that Operator may not always work perfectly, particularly with complex interfaces and will prompt the user to take over when sensitive information is needed.
Despite the promise of automation, OpenAI has raised privacy concerns regarding data retention. The company states that it may store deleted Operator data, including chats and associated screenshots, for up to 90 days, even after users manually delete them. This extended retention period, compared to the 30 days for ChatGPT, is intended to allow OpenAI to better understand and review potential abuse of the tool. This policy allows authorized OpenAI personnel and trusted service providers access to the data for fraud monitoring and other legal purposes. Additionally, some users are reporting billing issues related to a vector store of 0kb size, with concerns about whether they'll be charged and how they fit within the free 1GB category. Recommended read:
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@Techmeme
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OpenAI has unveiled its first AI agent, named Operator, designed to autonomously handle tasks on the web. This innovative tool, currently in a research preview for ChatGPT Pro subscribers in the US, is powered by the Computer-Using Agent (CUA) model. CUA leverages GPT-4o's visual capabilities coupled with advanced reasoning to interact with websites like a human. Operator can navigate pages, input text, click buttons, and scroll to accomplish a variety of tasks, including making dinner reservations, filling out online forms, and ordering groceries.
Operator's functionality is not just limited to basic web interactions, it can also learn from its mistakes, "self-correcting" and giving users back control when needed. The AI agent operates through a dedicated web browser and keeps users updated on its actions through explanations. OpenAI plans to integrate Operator into all of its ChatGPT clients after this initial release, and hopes to make the CUA available for developers through its API. While still in early stages, Operator represents a significant stride towards more user-friendly and practical AI applications. Recommended read:
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