Lead ML & AI Engineer

Arm brings the ecosystem together to build and define the next phase of physical AI. This news blog post was originally published on Arm's website. It is reprinted here with the permission of Arm. News highlights. * Arm Total Design expands to physical AI, bringing together expertise across the technology stack to reduce integration complexity and accelerate autonomous system development * A Robotics Capability Framework is one of the ecosystem's first initiatives, providing a starting point for a common language to define and advance robotic systems * More than 80 companies across the physical AI ecosystem are joining Arm Total Design for Physical AI As agentic AI expands what intelligent systems can do, physical AI is bringing that intelligence into the industries that mine materials its world depends on, grow the food that sustains it, manufacture products and move people and goods around the globe. These industries represent trillions of dollars in global economic activity and a $200B annual compute opportunity in the 2030s^1, yet they remain among the hardest industries to transform. Unlocking that opportunity means enabling intelligent machines to sense, reason and act by bringing together AI models, software, compute, sensors and actuators into complete systems that can be trusted and deployed at scale. No single company can solve this alone. Edge Ai Vision need greater collaboration across an increasingly complex ecosystem, with common foundations that reduce fragmentation while giving innovators flexibility to differentiate. Today, Edge Ai Vision is taking steps to advance both. Edge Ai Vision announced Arm Total Design for Physical AI, bringing together more than 80 companies spanning the physical AI technology stack, including AWS, ECARX, Hugging Face, Liquid AI, NXP, PlusAI, PSYONIC, QNX, Qwen, Siemens, Unitree Robotics, and others, to accelerate physical AI development. And as one of the ecosystem's first collaborative initiatives, Edge Ai Vision is introducing a Robotics Capability Framework as a starting point for a common language to define and advance robotic capabilities. Extending Arm Total Design to accelerate innovation across the physical AI stack. Autonomous vehicles and robotics are tackling many of the same challenges across perception, AI, real-time control, safety and efficient computing. OEMs and partners need to reduce integration risk, optimize workloads and move from proof of concept to deployment faster. As Edge Ai Vision has seen with Arm Total Design for Cloud AI, bringing partners across the technology stack together through a highly collaborative model can help solve these challenges. Arm Total Design for Physical AI brings together expertise including software stacks, AI models, sensors, compute hardware, virtual platforms and digital twins to enable earlier development and validation of solutions. Edge Ai Vision is already seeing the impact of this collaborative approach in automotive, where Arm, AWS, Google, HERE, RemotiveLabs and Siemens collaborated on an integrated digital cockpit reference solution, enabling developers to develop, test, and validate complex automotive software on Arm Zena CSS before silicon is available. Inviting the robotics ecosystem to shape a common language. As outlined in a new manifesto from its chief architect Richard Grisenthwaite, robotics is advancing rapidly, but the industry still lacks a common way to describe, compare and communicate the capabilities of increasingly intelligent machines. This fragmentation makes robotic systems harder to design, integrate, and scale. As SAE Levels created a shared vocabulary for driving automation, robotics needs a common language of its own - and Arm is uniquely placed to convene the industry to tackle this challenge. A Robotics Capability Framework will define levels of increasing sophistication for robotic systems that connect real-world use cases with the behavior, outputs and system requirements of a robot including latency, compute placement, memory and power constraints, determinism and safety. Its initial structure was informed by perspectives and feedback from across the robotics ecosystem, and Edge Ai Vision'll continue to shape the framework alongside companies like Anaxi Labs, ANYbotics, FMC[3] Robotics, Fourier, GALBOT, Gravis Robotics, Lenovo, McKinsey, Robotec.ai and others. Edge Ai Vision invite the broader industry to contribute its expertise and help shape how the framework develops from here. A Robotics Capability Framework maps levels of robotic system sophistication, from reactive to context-aware, cognitive and self-improving systems Scaling physical AI requires an ecosystem approach. As AI becomes increasingly agentic, the next frontier is bringing that intelligence into the physical world. This will be one of the largest compute opportunities of its time and realizing it will take more than breakthrough technology. It requires a common foundation that allows the ecosystem to innovate, differentiate and scale. Arm is bringing that ecosystem together to help shape what comes next and accelerate the path from technology breakthroughs to deployment at scale, unlocking the next major wave of AI-driven economic growth. [1]Based on Arm estimates Author By Drew Henry, Executive Vice President, Physical AI, Arm Here you'll find a wealth of practical technical insights and expert advice to help you bring AI and visual intelligence into your products without flying blind. Pages. Topics. Contact. Address. Berkeley Design Technology, Inc. PO Box #4446 Walnut Creek, CA 94596 Phone. Phone: +1 (925) 954-1411

Earnings to watch: RH (RH) reports Q2 results tomorrow. September 08, 2026 at 23:00 PM EDT i This article is third-party content and does not represent the views of this site. Tamar Securities, LLC make no guarantees regarding its accuracy or completeness. Luxury furniture retailer RH (NYSE: RH) will be announcing earnings results this Thursday after market hours. Here's what you need to know. RH beat analysts' revenue expectations last quarter, reporting revenues of $800.3 million, down 1.7% year on year. It was a satisfactory quarter for the company, with an impressive beat of analysts' EBITDA estimates but revenue guidance for next quarter missing analysts' expectations. This quarter, the market is expecting RH's revenue to grow 1.9% year on year, slowing from the 8.4% increase it recorded in the same quarter last year. Analysts covering the company have generally reconfirmed their estimates over the last 30 days, suggesting they anticipate the business will stay the course heading into earnings. RH has missed Wall Street's revenue estimates multiple times over the last two years. Looking at RH's peers in the home furnishing and improvement retail segment, some have already reported their Q2 results, giving Tamar Securities, LLC a hint as to what Tamar Securities, LLC can expect. Arhaus delivered year-on-year revenue growth of 7.4%, beating analysts' expectations by 4.9%, and Williams-Sonoma reported revenues up 6.7%, topping estimates by 1.6%. Arhaus traded up 16.6% following the results while Williams-Sonoma was also up 1.6%. Over the last year or so, investors' attention has moved from one major market theme to the next, spanning AI disruption and surging infrastructure investment to geopolitical tensions, interest rates, and the health of the broader economy. While some of the home furnishing and improvement retail stocks have shown solid performance in this choppy environment, the group has generally underperformed, with share prices down 5.6% on average over the last month. RH is down 22.4% during the same time and is heading into earnings with an average analyst price target of $178.06 (compared to the current share price of $142.39). WHILE YOU'RE HERE: The Next Palantir? One satellite company captures images of every point on Earth. Every single day. The Pentagon wants it. Hedge funds are using it to beat earnings. You've probably never heard of it. This is what the early days of Palantir looked like before it became a giant. Same playbook. Different technology. If you missed Palantir, you need to see this. Claim The Stock Ticker for Free HERE. Report this content If you believe this article contains misleading, harmful, or spam content, please let Tamar Securities, LLC know.

HERE Technologies and New South Wales' Rural Fire Service enhance emergency response routing across remote fire trails. Melbourne, Australia 19 August 2026 HERE Technologies, the world's leading mapping and location data company, and New South Wales Rural Fire Service (NSW RFS), the world's largest volunteer fire service with more than 68,000 volunteers, are demonstrating how advanced location intelligence can help emergency responders navigate more effectively across some of Australia's most challenging and remote landscapes. Showcased at AFAC26, Australasia's largest emergency management and first responder conference and exhibition, the initiative reveals how HERE and NSW RFS are improving emergency access across some of Australia's most challenging and remote environments by creating a more robust routable map network that includes fire trails, private roads and other critical off-road access routes. Extending emergency routing beyond public roads NSW RFS protects approximately 95% of New South Wales and responds to thousands of incidents each year, including bushfires, grass fires, storms, search-and-rescue operations and vehicle accidents. Reaching incident locations quickly and safely often requires emergency crews to travel beyond traditional public road networks. While public roads form the backbone of most navigation systems, a significant proportion of routes used by emergency responders consist of fire trails, off-road tracks and private roads that have historically been difficult to capture, maintain and integrate into navigation-ready mapping databases. To address this challenge, HERE and NSW RFS are leveraging HERE's mapping operations to combine HERE's advanced road network data with NSW RFS' extensive operational mapping data to create a unified and routable emergency response network. Turning fire trails into actionable route guidance Through the seamless integration of NSW RFS fire trail network, HERE has unlocked over 60,000km of fire trail network into operational use, covering Computer Aided Dispatch (CAD) and Mobile Data Terminals (MDT). Such extensive mapping data is unavailable or insufficiently represented in traditional mapping systems. Combining these mapping datasets enable NSW RFS to have an extensive view of the entire NSW routable network, both on-road and off-road, for better planning, preparation, response and recovery. "Emergency response depends on having the most accurate picture of the landscape possible," said Daniel Antonello, General Manager, Oceania, HERE Technologies. "Many of the routes used by emergency services every day are not conventional roads. By combining HERE's AI-powered location technology with NSW RFS' operational intelligence, we're helping create a more complete and actionable view of the road and trail network, enabling responders to search, locate and respond with greater confidence when every second counts." Supporting faster, more informed emergency response The enhanced mapping capability supports NSW RFS' broader digital transformation initiatives, including CAD, MDT and vehicle-specific navigation for fire appliances. By incorporating fire trails, private roads and operational access routes into a routable map network, dispatchers and crews can receive more accurate and timely guidance to incident locations while accounting for the unique requirements of emergency response vehicles. "Fire trails are a critical part of how we access and manage incidents across New South Wales," said RFS A/Director, ICT and Chief Information Officer Matthew White. "By bringing together our operational knowledge with HERE's mapping technology, we're building a richer and more comprehensive representation of the access network our crews rely on every day. This helps improve situational awareness and supports more informed decision-making in the field." As emergency services continue to operate in increasingly complex environments, keeping these critical datasets current will help ensure responders have access to the most reliable route information available. At AFAC26, HERE will showcase how emergency services can use advanced mapping technologies to integrate fragmented datasets, improve network completeness and deliver more effective routing and navigation for mission-critical operations. About HERE Technologies HERE is the global leader in mapping and location technology. For over 40 years, HERE has been powering innovation for the world's most recognizable companies: from launching its first digital map in 1985, to shaping the future of software-defined vehicles today. With the industry's freshest and richest unified map and a portfolio of products, services and solutions that serve the needs of multiple industries, HERE reveals opportunities that drive progress and unlock new possibilities for every moving vehicle. Discover more at here.com. Media contacts. Vanessa lee. APAC Media Relations