BIWIN Built-in BGA SSD Plus Mini SSD Make Robots Smarter, Easier to Use, and Longer-Lasting
  With the maturation of on-device AI computing, multimodal perception fusion, and reinforcement learning frameworks, robots are evolving from being merely reactive to becoming truly adaptive, with requirements of accumulating experience to achieve autonomous evolution, far beyond just executing commands.  AI models are growing larger.What to do when data loading is too slow and affects decision-making?  Devices are becoming increasingly compact, with every bit of internal space at a premium. How to balance tiny size with high-performance transmission?  Training data keeps piling up, but memorycapacity isn’t enough and can’t be upgraded?  Conventional embedded storage solutions (such as UFS, eMMC, M.2 SSD, MicroSD cards) are limited by trade-offs among performance, form factor, and scalability, making them insufficient for the evolving demands of humanoid robotics handling sustained high-load operation, long lifecycle, high system integration, and incremental learning.  BIWIN BGA SSD, with its superior performance, compact form factor and excellent shock-resistance, has become one of the preferred solutions for robots; Mini SSD, positioned as an expandable storage choice with superb upgradability and flexibility, strikes a perfect balance between high performance and compact package. The combination of the built-in BGA SSD plus expandable Mini SSD constructs a new integrated storage architecture, working as a complete solution to provide stability, expandability, and systemic efficiency for intelligent robots.  Built-in BGA SSD + External Mini SSD  Supporting high-frequency data writes for advanced perception and decision-making  The “brain” of a humanoid robot—the core computing motherboard—is the hardware hub for advanced perception, cognitive reasoning, and autonomous decision-making. Relying on high-performance AI computing chips, it runs multimodal large models and processes massive sensor data in real time to understand environments and plan tasks. This process demands fast and reliable storage for the operating system.  BIWIN BGA SSD uses a PCIe 4.0 ×4 interface, delivering sequential read speeds up to 7350 MB/s and capacities up to 2TB, enabling “second-level” boot times for the OS and AI models.  Robots operate under write-intensive workloads that far exceed typical consumer SSD applications. In some high-load systems, daily write volumes can reach 300 GB. Once the initial onboard storage (such as UFS or fixed SSD) becomes saturated, there’s no room left for ongoing data feeding and model iteration.  Designed for effortless scalability, BIWIN Mini SSD features a SIM-card-style, slot-in design that enables a true “plug-and-play” experience. No disassembly or specialized tools are required to add up to 2 TB of high-speed storage (with higher capacities planned), ensuring long-term data accumulation, incremental learning, and intelligent evolution for robotic systems.  While achieving extreme miniaturization and large capacity, BIWIN Mini SSD also delivers high-performance transfer rates. Equipped with a PCIe 4.0 ×2 interface, its read/write speeds reach up to 3700 MB/s and 3400 MB/s respectively, and future seamless upgrades to higher-performance versions (such as PCIe 5.0) are supported.  SIM-card-sized, as light as 1g  Saving device space and reducing weight  As humanoid robots move toward practical deployment, lightweight design is not just about “shedding weight”; it’s more about simplifying mechanical structures, lowering manufacturing costs, improving mobility, and expanding application scenarios. As an essential hardware component, the size and weight of memory module directly impact overall device design.  Both the BIWIN BGA SSD and Mini SSD feature a coin-sized footprint with an ultra-slim thickness of just 1.4 mm. The Mini SSD weighs as little as 1 g and can be directly inserted into a pre-designed socket, significantly reducing constraints on mechanical layout and overall system weight. For humanoid robots that demand high dynamic performance and extended battery life, BIWIN BGA SSD and Mini SSD deliver a “minimal physical presence” while enabling a “lightweight system design”—resulting in more compact architectures and greater motion agility.  Dual Storage, Reshaping Industry Cooperation  Safeguarding the Full Lifecycle Storage Needs of Robots  Mini SSD, defined as an expandable memory solution, goes far beyond its storage function; its design concepts of modularization and standardization bring a brand-new product architecture mindset to intelligent terminal industries such as robots and notebooks.  Manufacturer Enablement: Simplified Design, Faster Iteration  BIWIN delivers a Mini SSD + socket solution based on a modular integration approach, enabling device manufacturers to optimize internal system layouts, reduce form-factor constraints, and develop thinner, lighter end products with clear differentiated competitiveness.  The host-side socket offers strong compatibility across multiple capacity SKUs, requiring minimal hardware changes. This significantly lowers development effort, integration complexity, and overall system cost for device manufacturers.  User Value: Plug-and-Play, Maximum Flexibility  Storage expansion or replacement can be completed on-site without tools or specialized expertise. Designed for repeated, reliable insertion and removal, the solution allows end users to easily expand or swap TB-class storage, delivering a flexible and efficient storage experience.  When paired with BIWIN’s in-house RD510 card reader (USB4.0 Type-C), users gain high-performance, portable storage for mobile productivity, content creation, and other data-intensive scenarios.  Mini SSD has already entered mass production and is now integrated into multiple intelligent devices, including the OneXPlayer X1 Air, APEX, Super X, and GPD Win 5. It is also officially available for purchase in the consumer market.  Since its debut, Mini SSD has been validated by several international honors, consisting of “Best Inventions of 2025” from TIME, “Best-in-Show” from Embedded World 2025, and “2026 CES Picks Awards” in the TWICE category. And BIWIN is also recognized as a winner of 2025 “China Chip” Outstanding Supporting Service Enterprise by right of this new innovation.  Currently, BIWIN is collaborating with multiple SoC platforms and terminal brands to jointly promote Mini SSD interface specifications and ecosystem standards, accelerating its large-scale adoption in cutting-edge fields such as AI terminals and humanoid robots.
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Release time:2026-02-06 17:47 reading:456 Continue reading>>
BIWIN Mini SSD Earns Dual Honors: TWICE Picks Award and AVRONA Most Innovative Award
  Recently, BIWIN’s innovative product Mini SSD was honored with multiple international awards at CES 2026, earning the TWICE 2026 Picks Awards Winner as well as the AVRONA Most Innovative Award.  With its breakthrough design philosophy and strong technical capabilities, this “small form factor, superior performance” storage solution not only continues BIWIN’s legacy of technological innovation, but also aligns seamlessly with the accelerating evolution of edge AI.  Technological Breakthroughs Addressing Core Storage Challenges  Conventional consumer storage solutions have long struggled to balance performance, portability, and expandability. BIWIN Mini SSD overcomes these limitations through three key innovations:  AdvancedLGA packaging, compressing the form factor to just 15 × 17 × 1.4 mm (approximately the size of half a coin) and supporting capacities from 512GB to 2TB;  PCIe 4.0 ×2interface with NVMe 1.4 protocol, delivering read speeds of up to 3700MB/s and write speeds of 3400MB/s, far surpassing traditional storage card solutions and rivaling mainstream consumer-grade M.2 SSDs;  An industry-first standardized slot-in SSD design, enabling effortless TB-level expansion through a simple “open – insert – lock” three-step process, dramatically simplifying storage upgrades.  Small in Size, Big in Capability: Empowering Two Key Tracks  For consumers, BIWIN Mini SSD introduces a new level of convenience as no specialized tools are required for individuals to expand storage capacity, and its flagship-class performance is capable of supporting smooth operation of intelligent devices.  For device manufacturers, its standardized interface, modular architecture, and scalability significantly streamline BOM management, reduce manufacturing, inventory, and after-sales costs, and support optimization across the entire product lifecycle.  The product has already entered deep collaborations with well-known brands such as One-Netbook (ONEXPLAYER) and GPD, helping partners build differentiated competitive advantages in the market.  Global Recognition Validating Technical Excellence  Leveraging its ultra-compact design, high scalability, and reliable performance, BIWIN Mini SSD is redefining the integrated paradigm between AI terminals and storage technologies. Thanks to its disruptive innovation, the product was selected for TIME’s “Best Inventions of 2025”, becoming the only storage product worldwide to make the list.  It subsequently won the “Best-in-Show” Award at Embedded World North America 2025, earning strong endorsement from industry authorities for both its technological advancement and commercialization potential. The dual awards at CES 2026 further reinforce the product’s real-world value and promising market outlook.  Most notably, the latest achievement marks another milestone: BIWIN Mini SSD has been shortlisted as a finalist for the 2026 Edison Awards, often referred to as the “Oscars of Innovation.” This prestigious recognition, honoring the world’s most outstanding innovations, adds another heavyweight accolade to BIWIN Mini SSD’s growing global honors portfolio.
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Release time:2026-02-06 17:44 reading:436 Continue reading>>
How Cat.1 bis Technology Solves the
  The Internet of Things (IoT) is entering its second phase — a shift from "multi-point connectivity" to "intelligent scenarios."  Traditional smart home devices are moving beyond indoor environments into outdoor spaces that lack stable power and network access. Asset tracking is expanding from localized monitoring to global roaming, while AI-powered wearables are pushing the limits of battery technology as computing demands rise.  To address these challenges, the global Cat.1 bis standard is emerging as a key enabler. With its streamlined integrated design, ultra-low microamp-level power consumption, and global single-SKU compatibility, Cat.1 bis provides a breakthrough solution for mobility and endurance in next-generation smart devices.  New Battlefield for IPCs: From "Fixed Sentries" to "Mobile Detectives"  IPCs (Internet Protocol Cameras) are evolving rapidly from traditional indoor home security systems toward mobile, portable, and multi-scenario applications. Users now demand outdoor devices that can operate in "off-grid, weak-network" environments and portable cameras capable of capturing "brilliant moments" anytime, anywhere.  However, once IPCs go outdoors, unstable networks and limited battery capacity become major constraints. How can video transmission remain stable during movement? How can a camera stay on standby 24/7 without missing key footage or draining the battery? These challenges set extremely high standards for module size, mobility, and power management.  To cope with fluctuating networks in mobile scenarios, the new-generation Cat.1 bis technology introduces bandwidth adaptation, which dynamically adjusts bitrate based on real-time signal quality. This significantly improves bandwidth utilization and ensures smooth video streaming even in weak network conditions.  Meanwhile, to tackle battery anxiety, smart detection and flexible recording technologies are being deployed. A Cat.1 module can stay connected while only triggering recording upon detecting anomalies or critical events. This "microamp standby, millisecond wake-up" mechanism captures every key moment while extending standby time exponentially.  Asset Tracking: Building a Truly Global Network  As global supply chains expand, goods increasingly travel across continents. Traditional tracking solutions require different hardware models for each country’s frequency bands — resulting in SKU fragmentation, higher R&D costs, and complex inventory management. Furthermore, to ensure covert installation and long operating time, devices must continuously shrink in size and reduce power consumption to near-physical limits.  The global Cat.1 bis module solves this through multi-region compatibility, enabling a single device to achieve "one hardware, worldwide connectivity." Enterprises can maintain a single SKU that meets network certification requirements across major global operators. This not only reduces management complexity and cost but also enables seamless roaming for cross-border asset tracking.  With its compact, integrated hardware design, the next-generation module minimizes PCB footprint to meet the "ultra-compact" demands of locators. Combined with software-level power optimization, standby consumption is reduced to the microamp level — allowing even coin cell–sized devices to deliver long-term asset protection.  AI Companions and Wearables: The Art of Balancing Performance and Efficiency  Driven by large AI models, new categories such as AI companion dolls and senior health trackers are booming. These devices embody the “have it all” dilemma — balancing the demanding requirements of AI voice interaction for speed and mobility access, cost efficiency for mass adoption, and large batteries within compact designs to support intensive AI operations. This transformation demands multi-functional connectivity.  Cat.1 bis perfectly meets the speed requirements for both voice interaction and data transmission, avoiding the overkill and high costs of advanced LTE modules. For AI-driven devices that frequently wake from standby, Cat.1 bis optimizes power consumption and sleep mechanisms at the software level, achieving an efficient balance between connectivity and computational efficiency. Its compact hardware design also makes wearables lighter and more comfortable, enabling truly all-day intelligent companionship.  Conclusion: The Core Enabler of the Next IoT Evolution  From mobile IPCs to globally connected trackers and long-lasting AI wearables, every leap in IoT devices pushes the limits of connectivity technology. The new-generation global Cat.1 bis is rising to the challenge with three core capabilities — high compatibility, cost efficiency, and intelligent adaptability (including bandwidth self-adjustment, smart sleep, and single-SKU global support).  Cat.1 bis not only achieves unprecedented compactness and power efficiency in hardware but also establishes a unified connectivity foundation for Chinese smart manufacturing to expand globally.
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Release time:2026-01-30 15:25 reading:435 Continue reading>>
GigaDevice Successfully Lists in Hong Kong, Marking a New Phase of Global Expansion
  GigaDevice Semiconductor Inc. (stock codes: 3986.HK; 603986.SH) was officially listed on the Main Board of the Hong Kong Stock Exchange on January 13, 2026, marking a major milestone with its dual listing in Shanghai and Hong Kong. This achievement represents a significant step forward in strengthening the company's capital base and supporting its long-term global growth strategy.  The Hong Kong listing comes at a pivotal stage of GigaDevice’s development, as the company continues to expand its business scale and accelerate its presence in global markets. Leveraging Hong Kong’s role as an international financial hub, GigaDevice will further enhance its global capital support capabilities, strengthen connections with international customers and partners, and elevate its global brand profile.  Founded in 2005, GigaDevice is a global leading fabless supplier dedicated to integrated circuit design. The company has built a diversified product portfolio spanning Flash memory, specialty DRAM, MCUs, analog ICs, and sensor chips. Its products are widely applied across consumer electronics, automotive electronics, industrial control, energy storage, the Internet of Things (IoT), PCs and servers, and communications markets. GigaDevice is among the few Chinese semiconductor companies to achieve global competitiveness across multiple core storage and control chip segments.The successful listing in Hong Kong underscores GigaDevice’s commitment to making international development a strategic priority. Beyond being a major corporate milestone, this listing establishes a new platform to support the company’s global operations and growth. Looking ahead, GigaDevice will continue to expand its diversified semiconductor portfolio globally, focus on long-term growth opportunities in areas such as artificial intelligence, IoT, and intelligent vehicles, and strengthen its long-term competitiveness through technology innovation, ecosystem partnerships, and brand building.
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Release time:2026-01-22 11:22 reading:1450 Continue reading>>
GigaDevice Partners With Melchioni Electronics to Expand Business in France, Italy and the Iberian Peninsula
  GigaDevice, a leading semiconductor company specializing in Flash memory, 32-bit microcontrollers (MCUs), sensors, and analog products, has entered into a distribution agreement with Milan-based Melchioni Electronics.  The partnership extends GigaDevice's reach into several major European markets, with Melchioni Electronics supplying not only GigaDevice's leading Flash and MCU lines but also delivering dedicated field application engineering support. The deal covers distribution in France, Italy, Spain and Portugal, with on-the-ground presence in each of these countries.  GigaDevice delivers world-class SPI NOR Flash, SLC NAND Flash, 32-bit microcontrollers, analog, and sensor products. These technologies play a pivotal role across applications including industrial automation, automotive, consumer electronics, IoT, network communications, mobile, and PCs.  "The establishment of this partnership and the accelerated entry into the European markets are significant steps in our strategy," said Dr. Reiner Jumpertz, GigaDevice VP and General Manager in the EMEA region. "Melchioni has an exceptional reputation and is well-known for its deep engineering expertise. Their regional FAE and marketing teams perfectly support our successful growth plans in Europe.”  “This strategic agreement with GigaDevice delivers substantial value to our customer base,” stated Elisabetta Dell’Olio, Head of Technology & Suppliers Platform at Melchioni Electronics. “Our core mission is to empower enterprises with the most effective and cutting-edge technologies. By adding GigaDevice’s world-class Flash memory solutions and GD32 microcontrollers (MCUs) to our services, we are significantly elevating our offering across the automotive, industrial automation, and consumer electronics sectors.”  About Melchioni Electronics  Melchioni Electronics is a prominent company specializing in the distribution and integration of high-quality electronic solutions. With a strong reputation in the industry, Melchioni Electronics serves a diverse range of industrial sectors. The company is known for its expertise in providing electronic components and its ability to tailor customized solutions to meet the unique needs of its clients. Melchioni Electronics is committed to innovation and excellence, continually pushing the boundaries of technology to deliver cutting-edge electronic solutions to its customers. With a focus on quality, reliability, and customer satisfaction, Melchioni Electronics is a trusted partner for businesses seeking advanced electronic solutions and integration services.  About GigaDevice  GigaDevice Semiconductor Inc. is a global leading fabless supplier. Founded in April 2005, the company has continuously expanded its international footprint and established its global headquarters in Singapore in 2025. Today, GigaDevice operates branch offices across numerous countries and regions, providing localized support at customers' fingertips. Committed to building a complete ecosystem with major product lines – Flash memory, MCU, sensor and analog – as the core driving force, GigaDevice can provide a wide range of solutions and services in the fields of industrial, automotive, computing, consumer electronics, IoT, mobile, networking and communications. GigaDevice has received the ISO26262:2018 automotive functional safety ASIL D certification, IEC 61508 functional safety product certification, as well as ISO9001, ISO14001, ISO45001, and Duns certifications. In a constant quest to expand our technology offering to customers, GigaDevice has also formed strategic alliances with leading foundries, assembly, and test plants to streamline supply chain management.
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Release time:2026-01-20 15:00 reading:1407 Continue reading>>
Swift Navigation and SIMCom Fuel Mass Market Outdoor Autonomy with Reliable, Affordable Centimeter-Accurate Positioning
  SIMCom's GNSS Modules Now Integrated with Swift's Skylark Precise Positioning Service  SAN FRANCISCO, CA – October 28, 2025 – Swift Navigation, a leader in precise positioning technology for mass-market applications, and SIMCom, a leading global IoT wireless modules and solutions supplier, today announced a partnership to deliver centimeter-level GNSS accuracy to high-volume robotics applications worldwide.  The collaboration integrates Swift's Skylark™ Precise Positioning Service with SIMCom's high-performance SIM66MD and SIM66D GNSS modules.  This powerful combination allows manufacturers and developers using these modules to easily activate centimeter-accurate satellite positioning, dramatically improving the performance, safety, and reliability of robotic lawnmowers, delivery robots, agricultural vehicles, and other autonomous systems. SIMCom's modules are renowned for their compact designs, low power consumption, and wide array of interfaces, making them ideal for seamless integration into diverse IoT and autonomous devices.  Swift's Skylark Nx RTK, the highest-precision variant of Skylark, leverages a proprietary atmospheric model to deliver continuous 1-2 cm accuracy across vast geographic areas, including all of Western Europe. This carrier-grade network eliminates the need for developers to manage base stations or switch between multiple correction providers, simplifying the deployment of high-precision outdoor robots at scale.  "SIMCom's commitment to high performance and versatile design in their GNSS modules aligns perfectly with Swift’s mission to make high-precision positioning accessible and scalable," said Daniel Optendrenk, Vice President of Sales and Business Development at Swift Navigation. "By integrating Skylark with the SIM66MD and SIM66D, we are directly addressing the critical need for reliable, low-cost precision in outdoor autonomous systems, giving developers the tools they need to achieve truly seamless operation."  "The demand for high-accuracy, low-power positioning is growing across all our target segments, particularly in the emerging field of autonomous robotics," said Chunlin Zhu, GNSS Product Line Director at SIMCom. "This partnership ensures that our popular modules can immediately access Swift’s leading precise positioning network, providing a seamless path for our customers to achieve centimeter-level accuracy and gain a competitive edge in deploying fully autonomous solutions."  Key benefits for autonomous navigation:  ● Autonomous Operation: Centimeter-level accuracy is essential for robots to execute complex tasks, such as following precise mowing patterns, planting seeds with exact spacing, or navigating narrow construction sites.  ● Safety and Geofencing: Precise localization enables reliable enforcement of virtual boundaries (geofencing), preventing robots from entering restricted zones or colliding with obstacles, which is critical for safety in public or shared spaces.  ● Improved Efficiency: Reliable 1-2 cm precision reduces path errors, minimizes overlap in coverage (e.g., in farming or lawn care), and ensures the robot consistently reaches its exact target destination, maximizing battery life and operational uptime.
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Release time:2026-01-13 17:01 reading:1413 Continue reading>>
Affordable Standard Precision Positioning GNSS Solutions for India's Connected Future
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Release time:2026-01-13 14:59 reading:1401 Continue reading>>
SIMCom:Affordable Standard Precision Positioning GNSS Solutions for India's Connected Future
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Release time:2026-01-08 15:19 reading:983 Continue reading>>
A Comprehensive Guide to Choosing Between LDO (Low Dropout Linear Regulators) and DC-DC (Switching Regulators)
  Selecting the appropriate voltage regulator is critical for the stability and efficiency of various circuit systems. Among the numerous types available, LDO (Low Dropout Linear Regulators) and DC-DC (Switching Regulators) are two common voltage stabilizers. This article will thoroughly explore the selection methods for LDO and DC-DC regulators, covering concepts, operating principles, characteristics, and application scenarios.  A Comprehensive Guide to Selecting LDO (Low Dropout Linear Regulators) and DC-DC (Switching Regulators)  1. LDO (Low Dropout Linear Regulator)  1.1 Concept  LDO stands for Low Dropout Regulator, typically used to regulate high input voltages to lower output voltages. It achieves stable output voltage by adjusting the conduction resistance of its internal transistor.  1.2 Working Principle  When the input voltage exceeds the output voltage, the internal transistor enters an amplified state. It dissipates excess power to regulate the output voltage, maintaining it at the set value.  1.3 Characteristics  Simple design, low noise, relatively low cost, suitable for applications requiring high precision. However, it has low efficiency and significant thermal distortion.  2. DC-DC (Switching Regulator)  2.1 Concept  DC-DC refers to a switching regulator (DC-to-DC Converter) that converts input voltage to the desired output voltage by switching the state of a switching element (e.g., MOSFET).  2.2 Working Principle  DC-DC operates by periodically turning the switching element on and off to control the output voltage magnitude, while a filter removes high-frequency noise from the output waveform.  2.3 Features  High efficiency, capable of delivering substantial output power, suitable for applications requiring large voltage drops or enhanced efficiency, but involves complex design and relatively higher cost.  3. How to Select?  3.1 Output Voltage Range  For lower output voltages, an LDO is more suitable; whereas for large voltage drops or higher output power requirements, a DC-DC converter is more appropriate.  3.2 Efficiency Requirements  When prioritizing power efficiency, especially under large voltage drops, DC-DC converters typically outperform LDOs.  3.3 System Complexity  LDOs may be preferable for simplified design and cost reduction; DC-DC converters are necessary when higher output power and efficiency are required.  3.4 Ripple and Noise  In applications sensitive to output ripple and noise, LDOs are generally more suitable than DC-DC converters because they produce lower ripple and noise.  4. Application Scenarios  4.1 LDO Application Scenarios  Applications requiring high output voltage accuracy, low output current, and strict ripple/noise specifications.  4.2 DC-DC Applications  Applications requiring large voltage drops, high output power, and high efficiency, such as mobile devices, power amplifiers, and communication equipment.  4.3 Comprehensive Considerations  In practical applications, the optimal regulator type must be selected by comprehensively evaluating system power consumption, output load conditions, stability requirements, and cost factors.  As common voltage regulators, LDOs and DC-DC converters play vital roles in electronic product design. Selecting the appropriate regulator type depends on specific application requirements, including output voltage range, efficiency demands, system complexity, and ripple noise. During the selection process, a comprehensive evaluation of all factors is necessary to ensure the circuit system operates stably, reliably, and efficiently.
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Release time:2025-12-31 17:31 reading:917 Continue reading>>
Renesas丨Silicon to Software: RoX AI Studio Advances Software-Defined Vehicle Design
  Software-defined vehicles (SDV) are upending traditional automotive design. While vehicle development is still highly iterative, the industry is in the throes of a historic transformation where manufacturers are compressing once-sequential hardware-to-software design cycles into more efficient software-first design flows.  This so-called shift-left approach is exemplified by Renesas' adoption of digital tools and AI models as part of a broader digitalization and software strategy aimed at accelerating design and innovation, while simultaneously optimizing R&D efficiency. In the automotive sector, the evolution is driven by practical considerations given that a typical vehicle now embeds more than 100 million lines of code. Heavier software dependence requires continuous updating and deployment, multi-supplier integration, design validation at scale, and reflects an ecosystem where OEMs insource more software and chipmakers ship platforms, not parts. Renesas anticipated these changes with the scalable R-Car hardware and software development platform. R-Car supports the transition of E/E designs to more central processing architectures, including advanced driver assistance systems (ADAS) and autonomous vehicle design. Last year, we added R-Car Open Access (RoX), an extended platform for SDVs that provides a pre-integrated, out-of-the-box environment with hardware, operating systems, software stacks, and tools to accelerate next-generation vehicle development.  R-Car leverages a heterogeneous architecture that features Arm® CPUs with multiple hardware accelerators. RoX includes a common set of toolchains that allows software reuse across electronic control units (ECUs) for ADAS, in-vehicle information (IVI) systems, and centralized data gateways. By enabling cloud-native development and customized design simulation, the RoX platform expands SDV lifecycle support through continuous updates that align with a modern value chain where OEMs and service providers increasingly co-own software.  Introducing RoX AI Studio: Cloud-Native MLOps on R-Car  Many of our automotive customers have embraced R-Car and the Renesas RoX platform as a means to accelerate SDV development and manage the complexity of in-vehicle embedded processing systems. In doing so, we found a persistent "lab-to-road" gap between how designers employ AI training in the cloud and how they deploy new features in automotive SoCs.  RoX AI Studio, a new extension of the original RoX platform, closes that gap. The machine learning operations (MLOps) tool lets teams remotely evaluate AI models using a managed cloud control plane that connects engineers with hardware-in-the-loop (HIL) device farms so they can profile real-world performance without waiting for scarce lab boards. Continuous integration and deployment (CI/CD) keeps the full toolchain current, so improvements arrive automatically with no local installs required. The result is faster iteration, fewer surprises, and a direct line from model training to road-ready, HIL model validation.  What Is MLOps – and How Does RoX AI Studio Enable It for SDVs?  To define MLOps, it's important to understand what preceded it. MLOps builds on a concept called DevOps – short for development operations – in which tools and best practices are combined to shorten software design lifecycles. This is achieved by breaking down silos between development and IT operations teams to help them collaborate more effectively.  DevOps governs deterministic integrate/test/deploy processes for conventional software code and services. MLOps adds AI data and models, where development lifecycles are iterative, experiments branch, and choices must be tracked, compared, and promoted. By anchoring model validation on R-Car silicon, RoX AI Studio becomes the bridge between model-in-training and model-in-production, turning the art and science of AI model development into repeatable and scalable engineering operations with targeted KPIs.  RoX AI Studio operationalizes automotive MLOps for SDVs in several ways:  Model Intake and Registry: Renesas provides a curated model zoo that includes many popular AI models. Users can also use a bring your own model (BYOM) approach to ingest their own custom or proprietary models and receive a quick performance evaluation on R-Car silicon.  Automated Updates: Orchestration workflows in our MLOps tool simplify the user experience by abstracting model processing for silicon deployment, while CI/CD toolchains automate the release and deployment of the latest version of the AI toolchain for R-Car SoCs.  HIL Evaluation: MLOps in the cloud connects to a physical lab hosting an array of R-Car silicon devices that run inference experiments on demand. This allows remote validation of AI models without requiring physical co-location with the hardware.  Results and Artifacts: Collects metrics and logs from inference experiments and aggregates them as metric comparison tables and plots.  Scaled Experimentation: Runs multiple models/variants in parallel to compare accuracy vs. latency under real-world operating constraints.  Flexible Deployment: Will allow designers to begin on the Renesas cloud for speed and then mirror the same stack later in a private cloud when silicon is more widely available for individual projects.  RoX AI Studio Is Advancing Automotive's "Shift Left" Strategy  Automotive timelines are compressing. Manufacturers are moving from three to four-year platform development cycles to one to two-year cycles augmented by ongoing over-the-air (OTA) updates to provide on-road product feature enhancements. That means design teams adopting the shift-left philosophy need to test hardware and software earlier using target (remote or virtual) devices.  That's a challenge for OEMs, many of which have invested heavily in AI model training and are striving to continuously improve their networks by deploying feature updates to their vehicles in the field. At the same time, shorter development cycles mean they must test many device options simultaneously – at scale and across multiple vectors – without over-investing in the wrong development path.  When OEMs and Tier 1 suppliers use RoX AI Studio, they can quickly validate their devices by testing at scale and within the context of their specific MLOps network strategy. RoX AI Studio makes this practical by creating a simplified developer experience for managing cloud-to-lab infrastructure and automated workflows for pre-trained model deployment and evaluation on R-Car SoC targets. It runs experiments in parallel, as opposed to serially, and provides access to device farms that allow global teams to start development before boards arrive and continue at scale.  For automotive OEMs, this means earlier starts and fewer late surprises, reusable software investments that move from cloud to vehicle, and a clean path to private-cloud deployment and virtual platforms that yield better results and shorten time to market.  Platform Thinking for the Software-Defined Era  Car makers designing SDVs are committed to developing hardware and software in parallel, and the market is converging on cloud-native machine learning tools – but with no universal MLOps winner yet.  Renesas RoX AI Studio provides a standardized SDV design foundation and operationalizes AI development on that foundation by moving beyond DevOps to support a "one-stop studio" model. Together, the RoX platform and RoX AI Studio are enabling a shift-left culture change: validate earlier, iterate faster, deploy confidently.  Renesas RoX AI Studio is currently available to select customers with a broad introduction planned in 2026.
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Release time:2025-12-31 17:27 reading:1083 Continue reading>>

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