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Unite

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The Struggle for Zero-Shot Customization in Generative AI

  • Zero-shot customization in generative AI involves training personalized models like low-rank adaptation (LoRA) models using personal photos to include user identity in generative outputs.
  • Customization techniques emerged post the advent of Stable Diffusion, with projects like DreamBooth offering high-gigabyte models, later replaced by lighter and more cost-effective LoRA models.
  • Zero-shot customization approaches aim to simplify the process by allowing the system to interpret user-provided photos for personalized outputs without extensive training.
  • HyperLoRA introduces a unique method, generating LoRA code on-the-fly for zero-shot personalized portrait generation with high photorealism and editability.
  • The training process of HyperLoRA includes isolating specific information in learned weights to prevent identity-relevant features from being influenced by irrelevant elements.
  • A three-stage training procedure in HyperLoRA includes learning Base-LoRA, followed by introducing ID-LoRA for encoding facial identity structures using CLIP Vision Transformer and AntelopeV2 encoder.
  • HyperLoRA utilizes a phased structure to disentangle identity and non-identity features, enhancing fidelity and editability in personalized image generation.
  • The system employs CLIP ViT and AntelopeV2 to extract structural and identity-specific features, passing them through resamplers to generate full LoRA weights on-the-fly.
  • HyperLoRA's training utilized 4.4 million face images, leveraging PyTorch and Diffusers on NVIDIA A100 GPUs for ten days, demonstrating improved fidelity and editability compared to other methods.
  • Despite significant hardware demands, HyperLoRA offers promise in managing ad hoc customization efficiently, addressing challenges in zero-shot customization in generative AI.

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Silicon

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Ex-Cruise Chief Vogt Raises $150m For Robotics Start-Up

  • Former Cruise chief executive Kyle Vogt has raised $150 million in a funding round for his robotics start-up The Bot Company, valuing the company at $2 billion.
  • The funding round, led by Greenoaks, indicates investors' and companies' belief in the potential of large language models (LLMs) to reshape robots and enable them to understand complex human-language instructions.
  • The Bot Company, which has no customers, products or revenue yet, plans to develop a non-humanoid robot equipped with grips for household tasks.
  • Venture capitalists invested around $6.1 billion in robotics in 2023, a 19% increase from the previous year, as part of the broader investment trend in AI.

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Your Path to Mastering Robotics with the Best Online Tutors

  • Robotics is a blend of science, technology, engineering, and mathematics, offering endless opportunities in various industries.
  • Learning robotics opens doors to future-proof careers, promotes creative problem-solving, and involves real-life applications.
  • Robotics online courses provide step-by-step lessons, hands-on learning, personalized pacing, and guidance from experts.
  • The best robotics tutors simplify complex concepts, offer personalized attention, provide hands-on guidance, and encourage problem-solving.
  • In robotics online courses, you learn basics, coding, mechanical design, electronics, AI, machine learning, and work on hands-on projects.
  • Factors to consider when choosing a robotics online course include curriculum comprehensiveness, hands-on projects, expert tutors, flexible learning, and student reviews.
  • Learning robotics online is convenient, provides access to experts, offers flexible scheduling, and is cost-effective.
  • Tips for success in robotics include staying curious, practicing regularly, building a strong foundation, learning from mistakes, collaborating, and staying updated.
  • The future of robotics learning will be more interactive with virtual labs, simulations, and AI-powered tutors, making the experience immersive and personalized.
  • Mastering robotics with online courses and expert guidance can lead to a successful career and innovative opportunities in the field.

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Top 20 Open-Source LLMs to Use in 2025

  • In 2025, open-source large language models (LLMs) are becoming more powerful, democratizing access to advanced AI capabilities.
  • Key models in the open-source ecosystem offer unique strengths for various applications in AI.
  • LLMs are transformer-based AI systems with hundreds of millions to billions of pre-trained parameters.
  • Models like Llama 3.3, Mistral-Large-Instruct-2407, and Gemma-2-9b-it excel in different tasks such as chatbots, NLP, and coding assistance.
  • LLMs like DeepSeek R1, Claude 3.5 Sonnet, and GPT-4 Turbo offer enhanced reasoning and efficiency for AI tasks.
  • Alibaba's Qwen2.5-72B-Instruct and Elon Musk's xAI's Grok 3 are notable models for enterprise and conversation AI.
  • Choosing the right LLM depends on factors like use case, model size, open-source licensing, and compute requirements.
  • Open-source LLMs provide cost-effective solutions, customization, transparency, and independence from major AI providers.
  • They also offer faster innovation, community support, multi-language capabilities, and ethical AI practices.
  • With open-source LLMs shaping the future of AI, developers have powerful tools for coding, research, and automation.

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Former Cruise CEO Kyle Vogt’s new robotics startup reportedly raises another $150M

  • Robotics startup The Bot Company, co-founded by former Cruise CEO Kyle Vogt, has raised $150 million in a funding round led by Greenoaks.
  • The Bot Company, established less than a year ago, aims to develop robots for household chores.
  • The startup had previously secured $150 million in funding from various investors.
  • Kyle Vogt resigned as CEO of Cruise, the autonomous vehicle startup he founded, following a pedestrian accident involving a Cruise vehicle.

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Dev

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🚀 From Sci-Fi to Theme Parks : Our Favourite Robots Are Coming to Life! 🤖💙

  • Nvidia introduced a new robot called 'Blue', built in collaboration with Disney and Google DeepMind.
  • Blue is powered by Nvidia's new Newton physics engine and can learn, move with emotion, and express itself through gestures and beeps.
  • Blue is set to be introduced in Disney theme parks soon, allowing people to meet and interact with the robot.
  • The development of robots like Blue opens up possibilities for building fictional characters like WALL·E and Baymax in the real world.

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The Robot Report

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BlueHalo wins $30M follow-on contract with the U.S. Navy

  • BlueHalo LLC has won a $30,735,784 contract to provide engineering and support services for its Maritime Expeditionary Standoff Response (MESR) systems.
  • The contract, issued by the Naval Information Warfare Center (NIWC) Pacific, supports the U.S. Navy's operations using the Mission Specialist Defender remotely operated vehicle (ROV).
  • BlueHalo's Mission Specialist Defender is designed for high-risk maritime missions and provides high maneuverability, payload integration, and operational flexibility.
  • BlueHalo's acquisition of VideoRay reinforces its role in delivering advanced underwater robotic technology for expeditionary missions, mine countermeasures, and underwater security.

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The Rise of AI-Powered Coding: Efficiency or a Cybersecurity Nightmare?

  • AI-powered coding tools are transforming software development by automating tasks, providing debugging assistance, and increasing productivity.
  • While these tools offer benefits like faster coding and reduced errors, they also pose risks such as cybersecurity threats and job displacement.
  • AI in software development has evolved from basic syntax corrections to generating entire code blocks, revolutionizing the industry.
  • GitHub Copilot, Amazon CodeWhisperer, and similar platforms have streamlined code creation and reduced manual coding time.
  • AI addresses the shortage of skilled developers, allowing teams to focus on complex problem-solving rather than repetitive coding tasks.
  • Despite enhancing productivity, AI-led coding tools raise concerns about cybersecurity vulnerabilities and job skills erosion.
  • Security risks include AI-generated code with vulnerabilities like SQL injections and weak authentication mechanisms.
  • Over-reliance on AI may lead to declining coding expertise and increased susceptibility to cyberattacks.
  • Cybercriminals are leveraging AI to automate attacks, increasing the sophistication and scale of digital threats.
  • Mitigating these risks requires a balanced approach, combining AI benefits with rigorous security audits and human oversight.

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Siliconangle

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Nvidia GTC takeaway: AI will follow the data

  • At Nvidia's GTC keynote, CEO Jensen Huang discussed AI in the context of cloud, data centers, and robotics, emphasizing the importance of data locality.
  • The rise of a new computing era driven by extreme parallel processing and accelerated computing is transforming the trillion-dollar data center business.
  • Data center spending grew significantly in 2024, with AI workloads seeing a substantial increase while traditional workloads declined.
  • During market transitions like the shift to AI workloads, companies must adapt quickly to align with new conditions and technologies to succeed.
  • David Floyer's methodology analyzes technology adoption based on value, volume, and velocity, offering insights into market transitions.
  • Upcoming analysis will focus on the AI inference at the edge of networks and the robotic opportunity, aiming to quantify the potential market.
  • Quantifying the massive AI market will aid in forecasting the transition to accelerated workloads and drive better understanding of emerging technologies.
  • Disclosure: Statements made regarding companies are views held by SiliconANGLE Media and should not be considered as investment advice.
  • SiliconANGLE co-founder, John Furrier, emphasizes the importance of community support to provide free, relevant content in the industry.
  • Community support is vital for platforms like TheCUBE to continue delivering valuable content and insights from industry experts.

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Medium

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HardTech Reads: The AI & Robotics Revolution vol. 24

  • Dobot introduces Atom, a humanoid robot with 28 degrees of freedom and advanced precision, targeting household use.
  • Woven City, Toyota's smart city project, runs on hydrogen fuel cells and emphasizes data privacy, set to open in 2026.
  • FANUC reports a 16% decline in robot sales due to economic uncertainty, impacting global manufacturing sectors.
  • General Fusion advances in plasma tech aiming for scientific break-even by 2026, boosting alternative energy development.
  • GigaCrop secures funding for advanced agricultural technologies combining AI and plant science for enhanced crop productivity.
  • Tera AI unveils a hardware-agnostic navigation system for autonomous robots, facilitating seamless deployment across various platforms.
  • Epirus raises $200M for innovative directed energy systems to counter aerial threats, focusing on national defense and infrastructure protection.
  • Aescape secures $83M funding to develop AI-powered massage therapy systems for gyms, hotels, and clinics.
  • Zeitview raises $60M to deploy AI-driven software for inspecting critical energy infrastructure assets using drones.
  • Viam's $30M Series C funding supports their cloud-based software platform simplifying robotic system development and management.

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The Robot Report

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The future of flight: How autonomous systems are shaping the next generation of UAVs

  • Autonomous systems are transforming the drone industry, enabling UAVs to operate independently with precision and adaptability.
  • The global UAV market is projected to reach $58.4 billion by 2028, driven by advancements in autonomy.
  • Challenges of autonomous UAVs include ensuring safety in crowded airspace and building regulatory frameworks for innovation.
  • Autonomous UAVs are revolutionizing agriculture, logistics, and search and rescue operations with enhanced efficiency and capabilities.
  • Industries like defense and infrastructure are heavily investing in autonomous UAVs for improved mission success rates and cost reduction.
  • Technical and regulatory hurdles, such as airspace integration and cybersecurity risks, remain significant obstacles for fully autonomous UAVs.
  • Public trust in UAVs is crucial for widespread adoption, requiring transparency, accountability, and proven reliability.
  • Advancements in AI and sensor technologies are expanding the possibilities of UAV applications, from exploration to disaster response.
  • The future of autonomous UAVs lies in pushing the boundaries of autonomy, with potential for significant impact across various industries.
  • Author Hamed Khalkhali, a seasoned leader in engineering, emphasizes the transformative power of autonomous systems in shaping the future of UAVs.

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Medium

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The Ghost in the Machine: Is Nvidia Losing Control of AI’s Future?

  • Nvidia, known for their powerful chips and AI models, is redefining the industry by powering the next stage of the AI revolution.
  • Recent advances in AI require exponential increase in computing power, especially for agent-based AI that can make decisions on its own.
  • Jensen Huang, Nvidia's CEO, identifies increasing computational demands and highlights the need for significant computing power in reasoning models.
  • Nvidia is addressing challenges such as surging energy requirements and geopolitical threats to maintain control in the future of AI.

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The Robot Report

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Recap: Check out the robots at Promat and GTC 2025

  • In Episode 188 of The Robot Report Podcast, co-hosts Steve Crowe, Mike Oitzman, and Eugene Demaitre recap robotics encountered at ProMat 2025 and NVIDIA GTC 2025.
  • Steve and Gene attended ProMat in Chicago, while Mike attended GTC in San Jose, CA.
  • The podcast provides a timeline of the show, with Steve and Gene recapping ProMat and Mike recapping GTC.
  • The episode also highlights robot demos, such as Agility Robotics Digit humanoid and 1X NEO humanoid at GTC 2025, as well as Disney Engineering BDX robots.

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From GPUs to global networks: Equinix’s blueprint for an AI-ready world

  • Equinix Inc. leverages advancements in Nvidia's new GPUs and networking-focused hardware to bring full-powered AI to bear.
  • Equinix is positioned as the AI-ready data center and offers necessary resources to support Nvidia's cutting-edge AI workloads.
  • The partnership between Equinix and Nvidia enables the deployment of instant AI factories, eliminating the need to build one's own AI factory.
  • Equinix's strong partnership ecosystem, innovative infrastructure, and commitment to democratizing AI make it a key enabler of the AI revolution.

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