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Marktechpost
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Salesforce AI Research Introduces AGUVIS: A Unified Pure Vision Framework Transforming Autonomous GUI Interaction Across Platforms
- Salesforce Research, in collaboration with researchers from The University of Hong Kong, has introduced AGUVIS, an autonomous GUI interaction framework transforming workflows across platforms.
- Current GUI automation tools suffer due to the discrepancy between natural language instructions and the visual representations of GUIs.
- Existing tools often depend on closed-source models for reasoning and planning capabilities, leading to information loss.
- AGUVIS utilizes a pure-vision approach, leveraging image-based input, increasing the accuracy of decision-making and reducing token costs.
- The AGUVIS Collection unifies and augments existing datasets with synthetic data to train robust and adaptable models.
- The two-stage process of AGUVIS focuses on grounding and planning, allowing the model to perform single and multi-step tasks effectively.
- AGUVIS demonstrated remarkable results in GUI grounding benchmarks, with accuracy rates of 88.3%, 85.7%, and 81.8% on web, mobile, and desktop platforms.
- The system can generalize across platforms and handle platform-specific actions, such as swiping on mobile devices.
- AGUVIS achieved efficient results, reducing USD inference costs by 93% as compared to existing models.
- The vision-based AGUVIS framework provides an efficient and capable solution for autonomous GUI tasks.
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Medium
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36
Image Credit: Medium
OpenAI’s Valuation is Insane
- Investing in OpenAI at a $150B valuation is deemed ludicrous.
- While OpenAI is recognized for its technology and transformative impact, the valuation is fundamentally misaligned with market realities and internal signals.
- At a $150B valuation, OpenAI would become the third most valuable private company in history, but achieving desired returns would rely on speculative assumptions.
- Concerns include the need for a significant IPO valuation, historical market reactions to excessive spending, and internal departures from key team members.
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Medium
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How I Boosted My Traffic with Anime-Style Videos
- Using anime-style videos can significantly boost online presence and attract huge audiences.
- Anime Video Creator allows anyone to create anime-style videos easily, even without technical skills.
- Anime-style videos are perfect for any niche and offer monetization opportunities.
- By using this method, traffic and potential earnings can increase significantly.
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Marktechpost
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This AI Paper Introduces ROMAS: A Role-Based Multi-Agent System for Efficient Database Monitoring and Planning
- Researchers have introduced ROMAS, a Role-Based Multi-Agent System designed to enhance efficiency and adaptability in database monitoring and planning tasks.
- ROMAS incorporates role-based collaboration, real-time task monitoring, adaptive error correction, and low-code development.
- The system divides tasks into subtasks and assigns specialized agents with distinct roles for effective task completion in complex environments.
- ROMAS demonstrated superior performance compared to other MAS systems, reducing development complexity and achieving faster query processing time.
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Marktechpost
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Redesigning Datasets for AI-Driven Mathematical Discovery: Overcoming Current Limitations and Enhancing Workflow Representation
- Current datasets used to train and evaluate AI-based mathematical assistants are limited in scope and design, lacking representation of critical aspects of mathematical workflows and proof-based reasoning.
- To overcome these limitations, there is a need to redesign datasets to include elements like 'motivated proofs' and workflows that capture the nuanced tasks involved in mathematical research.
- Researchers advocate for improving AI models to serve as effective 'mathematical copilots' by integrating specialized modules and developing universal models for theorem discovery.
- The study highlights the need for new datasets that encompass a wide range of mathematical research activities and provide comprehensive evaluation methods to guide the development of more capable AI systems.
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Medium
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Empowering Futures
- The Waka Social AI Scholarship Fund aims to empower individuals in underserved communities to break into the tech industry.
- The focus of the scholarship fund is not only on education but also on providing training in AI and advanced tech to help learners build successful careers.
- Waka Social AI's Empowerment Partner Packages offer businesses and individuals the opportunity to align their brands with a meaningful mission.
- By supporting the Waka Social AI Scholarship Fund, partners can contribute to shaping the future of tech education and empowering individuals and communities.
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Medium
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Off-Chain Precision: How RedStone Expedition Drives Web3 Efficiency
- RedStone Expedition is revolutionizing blockchain oracles with its off-chain-first approach and multi-chain compatibility.
- It delivers real-time data across multiple blockchains, increasing efficiency and scalability for Web3.
- Unlike traditional oracles, RedStone processes data off-chain and updates blockchains only when necessary, reducing congestion and cost.
- With customizable data streams for various applications, RedStone enables projects to scale without compromising decentralization or performance.
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Medium
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ChatGPT Search: A New Era in Information Retrieval
- ChatGPT Search is a new approach in information retrieval that offers a contextual response generation.
- Unlike traditional search engines like Google, ChatGPT Search provides a fully interactive experience similar to a conversation with an expert.
- However, the scope of accessible data for ChatGPT is limited compared to Google as it relies on integration with specific data sources.
- Some example prompts for ChatGPT Search include questions about tourist attractions in Tokyo, differences between climate change and global warming, Apple's stock price, and poll leaders.
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Medium
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281
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AGI: Is Deliberation the New intelligence? Paper Summary.
- The Deliberative Alignment paper explains how OpenAI effectively tackled jailbreaks, safety protocols, and induced deliberation into their latest models.
- The paper focuses on making the model learn safety specifications and achieve systematic thinking.
- The training process involves generating training data from safety specifications and prompts, filtering them using a reward model, and using reinforcement learning to reward Chain of Thought-based learning.
- The O1 model shows promise in improving true positives and decreasing false negatives, signaling a step towards AGI.
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Bitcoinsensus
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NERC Report: AI and Cryptocurrencies Threaten to Overload Power Grids
- Cryptocurrency mining and AI driving unprecedented electricity demand in the U.S.
- NERC warns of power shortages, outages, and instability in critical systems.
- Texas at high risk, experiencing a 4.6% annual increase in demand.
- Proactive measures, like expanded demand-side management, suggested to prevent gaps in critical systems.
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Tech Radar
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Chrome could get a massive AI upgrade if this rumor is true
- Google is rumored to be integrating Gemini Live, its real-time AI-powered assistant, into Chrome under the codename Glic.
- Glic will have its own settings page and require access to the microphone and location, indicating its interactive assistant capabilities.
- The integration of Gemini Live into Chrome would allow users to access powerful AI assistance directly within the browser.
- If successful, Glic could set a new standard for browser functionality, while a misstep may lead to user backlash.
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20 Likes
Medium
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How to Discover Top-Rated Fiverr Pro Logo Maker Freelancers
- Define your desired style and message for your logo before starting your search.
- Use appropriate keywords and filters on Fiverr to narrow down your search.
- Evaluate freelancers' portfolios, considering their range of styles and design quality.
- Read customer reviews and prioritize freelancers with high ratings and positive feedback.
- Review packages and pricing to ensure they fit within your budget.
- Engage with potential freelancers, asking questions and assessing their communication skills.
- Trust your instincts and choose a designer who aligns with your vision.
- Provide constructive feedback during the design process for a better final product.
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15 Likes
Medium
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OWASP Principles for Securing Large Language Models
- The OWASP community includes security professionals, developers, and researchers who collaborate to create freely available resources.
- The scope of OWASP has expanded to encompass advanced systems like Large Language Models (LLMs).
- OWASP’s adaptive methodology provides a structured framework for identifying and mitigating risks in LLM deployments.
- The article explores the top security risks associated with the usage of LLMs, offering practical insights into mitigation strategies.
- The article discusses several top security risks, including prompt injection vulnerabilities, sensitive information disclosure, supply chain vulnerabilities, and data and model poisoning.
- Other risks discussed include improper output handling, excessive agency, system prompt leakage, vectors, embeddings and misinformation propagation, and unbounded consumption.
- The article offers mitigation strategies for each of the security risks.
- Implementing input validation mechanisms to filter and sanitize inputs before they reach the model can address prompt injection vulnerabilities.
- Encrypting sensitive data, minimizing data, integrating privacy-preserving techniques, and implementing access controls can mitigate sensitive information disclosure.
- Conducting regular dependency audits, employing software composition analysis (SCA) tools, and implementing runtime protections for the supply chain can mitigate supply chain vulnerabilities.
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Medium
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132
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How I Made My First $1,000 with AI Tools
- The Xmas BundleApps - Biggest Bundle of AI Apps In 2025 played a crucial role in helping the author make their first $1,000 using AI tools.
- The Xmas BundleApps provided a comprehensive solution for content creation, including tools for video creation, graphic design, and more.
- The author generated over $500 in sales within a week by using the Xmas BundleApps to create videos and attract new customers.
- The Xmas BundleApps also offers built-in reseller licenses, allowing users to create and sell their own products for additional income.
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7 Likes
Medium
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"AI: Shaping the Future Across Industries and Everyday Life"
- AI is revolutionizing various industries, including manufacturing and scientific research.
- In manufacturing, robots guided by AI algorithms are taking over repetitive tasks, boosting productivity and allowing workers to focus on more creative roles.
- In scientific research, AI accelerates breakthroughs by analyzing vast amounts of data, such as genomic data, in a fraction of the time.
- In healthcare, AI-powered diagnostic tools aid doctors in making quicker and more accurate diagnoses, and personalized medicine is becoming a reality.
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