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:215 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:214 Continue reading>>
Texas Instruments begins production at its newest 300mm semiconductor manufacturing facility in Sherman, Texas
  Texas Instruments (TI) announced the start of production at its newest semiconductor fab in Sherman, TX, just three and a half years after breaking ground. Leaders from TI were joined by local and state elected officials to celebrate the opening of this state-of-the-art 300mm semiconductor fab in North Texas.  The new facility, called SM1, will ramp according to customer demand, ultimately producing tens of millions of chips daily that go into nearly every electronic device— from smartphones, automotive systems, and life-saving medical devices to industrial robots, smart home appliances, and data centers.  Why it matters  As the largest foundational semiconductor manufacturer in the U.S., TI produces analog and embedded processing chips critical for virtually all modern electronic devices. As electronics become increasingly more prevalent in everyday life, TI is building on its nearly 100-year legacy of innovation by expanding its 300mm semiconductor manufacturing footprint. By owning and controlling its manufacturing operations, process technology and packaging, TI has greater control of its supply to support customers for decades to come, in any environment.  "The start of production at our newest wafer fab in Sherman, TX represents what TI does best: owning every part of the manufacturing process to deliver the foundational semiconductors that are vital for nearly every type of electronic system," said Haviv Ilan, president and CEO of Texas Instruments. “As the largest analog and embedded processing semiconductor manufacturer in the U.S., TI is uniquely positioned to provide dependable 300mm semiconductor manufacturing capacity at scale. We're proud to have called North Texas home for nearly a century, and excited about how TI technology will enable the technological breakthroughs of the future."Texas Instruments President and CEO Haviv Ilan (center), Texas Governor Greg Abbott, Sherman Mayor Shawn Teamann, and company leaders at TI's newest 300mm wafer fab in Sherman, Texas.TI in Sherman  TI’s mega-site in Sherman includes future plans for up to four connected wafer fabs that will be constructed and equipped in alignment with market demand. Combined, this site will support as many as 3,000 direct jobs, along with thousands of additional jobs in support industries  TI’s investment in Sherman is part of the company’s broader plans to invest more than $60 billion across seven semiconductor fabs in Texas and Utah, making this the largest investment in foundational semiconductor manufacturing in U.S. history. With 15 manufacturing sites around the world, TI’s internal operations build on decades of proven and reliable manufacturing expertise, providing greater control of its supply chain to get customers the products they need.
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Release time:2026-02-02 16:15 reading:261 Continue reading>>
ROHM’s New LDO Regulators with 500mA Output Current Achieving Stable Operation Even with Ultra-small Capacitors to Expand Design Flexibility for High-current Applications
  ROHM has developed the “BD9xxN5 Series” of LDO regulator ICs with 500mA output current, featuring its proprietary ultra-stable control technology “Nano Cap™”. This series comprises 18 products designed for 12V/24V primary power supply applications used in automotive equipment, industrial equipment, and communication infrastructure.  In recent years, electronic devices have demanded higher density in smaller form factors at the same time. To meet this demand and achieve space savings and design flexibility, power supply ICs must be capable of stable operation even with small-capacity capacitors. However, achieving such performance with output capacitors of 1µF or less has been technically difficult.  To address this challenge, ROHM developed the “BD9xxN1 Series” LDO regulator (150mA output current) in 2022, incorporating its proprietary ultra-stable control technology, “Nano Cap™”. This innovation enables stable operation with output capacitors as small as 100nF, earning widespread adoption across numerous applications.  The newly developed BD9xxN5 Series builds on the success of the BD9xxN1 Series by increasing the output current to 500mA – more than three times higher than before – significantly broadening its suitability for applications requiring higher power. In addition, very low output voltage ripple of approximately 250mV (with load current variation of 1mA to 500mA within 1µs) is achieved with a small output capacitance of just 470nF (typical). Beyond standard small MLCCs (multi-layer ceramic capacitors) in the range of several µF and large-capacity electrolytic capacitors, it also supports ultra-small MLCCs, such as the 0603M size (0.6mm × 0.3mm), with capacities below 1µF – where stability was previously difficult to achieve. This contributes to space saving as well as greater flexibility in component selection.  Furthermore, high-precision SPICE models, “ROHM Real Model” are provided for accurate simulation and can be downloaded from the ROHM official website.  SPICE Models: BD900N5xxx-C BD933N5xxxx-C BD950N5xxxx-C  ROHM will continue to contribute to the high performance, miniaturization, and high reliability of electronic devices by further expanding its Nano Cap™ technology-equipped LDO series.  Application Examples  Automotive Equipment  ● Powertrain system power supplies for fuel injection systems (FI) and tire pressure monitoring systems (TPMS)● Body system power supplies for body control modules (BCM)● Infotainment system power supplies for clusters ad head-up displays (HUD), etc.Industrial Equipment  ● Power supplies for controllers like Programmable Logic Controllers (PLC), Remote Terminal Units (RTU), and industrial gateways● High-precision LDOs for analog loads and sensors measuring temperature, pressure, flow rate, etc.● Power supplies for monitoring and control panels in disaster prevention systems, access control systems and building automation.● Standby power supplies for Human-Machine Interfaces (HMI) and panel equipment, etc.Consumer Electronics  ● Power supplies for control boards in refrigerators, dishwashers, air conditioners, etc.● Power supplies for home appliances like thermostats and doorbells● Power supplies for constant power applications in home security and network equipment, etc.  What is Nano Cap™ Technology?  Nano Cap™ refers to ultra-stable control technology achieved by combining advanced analog expertise covering circuit design, processes, and layout utilizing ROHM’s vertically integrated production system. Stable control eliminates the problem of unstable operation related to capacitors in analog circuits, contributing to a reduction in design resources for a wide range of applications in automotive, industrial equipment, consumer, and other fields.  Terminology  Primary  In a power supply circuit, the side in charge of 1st stage conversion from a power source such as a battery is called the primary and the side responsible for 2nd stage conversion is referred to as the secondary.  LDO Regulator (Low Drop Out Regulator / Low Saturation Regulator)  A type of power supply IC that converts between two different DC voltage levels. Falls under the category of linear regulator (where the input/output voltages operate linearly) characterized by a small input-output voltage difference. Compared to DC-DC converter ICs (switching regulators), LDOs feature a simpler circuit configuration and lower noise.  ROHM Real Model  A high-accuracy simulation model that make it possible to also achieve a perfect match between the actual IC and simulation values utilizing ROHM’s proprietary model-based technology.
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Release time:2026-01-27 13:47 reading:308 Continue reading>>
Industry’s Highest* Rated Power! ROHM Unveils the UCR10C Series of Sintered Metal Shunt Resistors
  ROHM has developed the “UCR10C Series”, which has the industry's highest rated power for 2012-size shunt resistors (10 mΩ to 100 mΩ).  Shunt resistors are required to handle higher power for current sensing in both the automotive and industrial equipment markets. Additionally, specific requirements for high junction reliability in these markets has increased annually.  ROHM’s new products form a copper-based resistive element on an alumina substrate via sintering. By optimizing the heat dissipation structure, it achieves rated powers of 1.0W and 1.25W-double that of equivalent-sized products including thick film types and metal plate types. This enables the replacement of products with wide terminal types or larger alternatives, facilitating miniaturization and reducing the number of components required.  Furthermore, the use of a metal resistive element achieves a low TCR (0 to +60 ppm/°C). This minimizes errors due to temperature changes, enabling high-precision current sensing. Moreover, it achieves the same level of durability as the metal plate types in temperature cycle testing (-55°C / +155°C, 1000 cycles). This ensures high bonding reliability even in applications with extreme temperature fluctuations, such as automotive use, enabling stable, long-term operation.  This series is fully lead-free. No lead materials are present, even in RoHS-exempted areas, thus reducing environmental impact.  As part of its future expansion plans, ROHM has also commenced development of the 3216-size (2W) sintered metal shunt resistor, the “UCR18C Series”, further enhancing its product line-up that combines high power, high precision and high reliability.  Application Examples  Various current detection applications in automotive, industrial equipment, and consumer electronics.  Terminology  Thick Film Types  A chip resistor using a material called metal glaze as the resistive element. In addition to cost advantages, the thick film resistive element provides superior resistance to pulses and surges.  Metal Plate Types  A chip resistor using a metal plate as the resistive element. It offers superior thermal dissipation and achieves high precision through low TCR, providing performance advantages.  Wide Terminal Types  A structure where the electrodes are positioned along the long side of the chip resistor body. Compared to the common structure with electrodes along the short side, it improves heat dissipation efficiency and enables high-power handling.  TCR (Temperature Coefficient of Resistance)  An indicator showing how much a resistor's resistance value changes with temperature. A lower value means less resistance variation due to temperature fluctuations, providing more stable performance.  The TCR of the UCR10C varies depending on the resistance value. Furthermore, the listed TCR is the guaranteed value for the +25/+155°C range for the 10mΩ product.
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Release time:2026-01-22 11:30 reading:1213 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:1317 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:1276 Continue reading>>
NOVOSENSE launches automotive- and industrial-grade NSCSA240-Q series current sense amplifiers to address PWM transient interference challenges
  NOVOSENSE announced the launch of its new bidirectional current sense amplifier series, NSCSA240-Q, covering both industrial and automotive versions, designed for high-voltage PWM systems in vehicles and industrial equipments. The NSCSA240-Q series integrates enhanced PWM rejection technology, supporting bidirectional current sensing with exceptional transient immunity, automotive-grade precision, and flexible configurability. Featuring an ultra-wide input common-mode range from –4V to 80V, a typical input offset voltage of ±5μV, and a 135dB DC Common-Mode Rejection Ratio (CMRR). This series effectively tackles the challenge of high-frequency transient interference in PWM systems, providing a highly reliable current monitoring solution for automotive electronic power steering (EPS), motor drive, industrial automation and other applications. The NSCSA240-Q series meets the AEC-Q100 automotive reliability standard.  Superior Transient Immunity: Reliable Performance in High-Voltage PWM Environments  In PWM systems, rapid switching can cause severe common-mode voltage fluctuations that distort output signals in conventional amplifiers. The NSCSA240-Q series achieves an AC CMRR of 90dB at 50kHz, effectively suppressing ΔV/Δt transients. Its proprietary transient suppression design reduces output disturbances by up to 80%, achieving a recovery time of less than 10μs under 80V common-mode voltage transients. With a bandwidth ranging from 450kHz to 600kHz (gain-dependent), it supports both high-speed overcurrent protection and accurate low-frequency PWM signal capture—ensuring stable, low-noise signal performance for EPS, motor drive and industrial motor control systems. The wide –4V to 80V input common-mode range offers broad dynamic capability and robust tolerance across 12V, 24V, and 48V vehicle power architectures. Furthermore, ±2000V ESD protection (HBM/CDM) enhances resistance to external electrical disturbances, ensuring overall system reliability.NSCSA240-Q Series Application Diagram  Automotive-Grade Precision: ±5μV Offset and ±0.1% Accuracy Across –40°C to 125°C  Designed to meet the increasingly stringent current measurement requirements of automotive electronics, the NSCSA240-Q series delivers exceptional measurement stability. It features a typical input offset voltage of only ±5μV (maximum ±25μV) and achieves ±0.1% accuracy over a wide temperature range (–40°C to 125°C). With a typical gain error of 0.05%, it ensures reliable and consistent current monitoring even under harsh conditions. Fully qualified to the AEC-Q100 automotive standard, the series guarantees long-term reliability in demanding in-vehicle environments.  Flexible Integration: Multiple Gain and Package Options for Design Optimization  As automotive systems trend toward miniaturization and integration, the NSCSA240-Q series is engineered for flexible and space-efficient design. It offers four fixed gain options—20V/V, 50V/V, 100V/V, and 200V/V—supporting shunt resistors ranging from 10mΩ to 0.1mΩ for flexible current detection. The series is available in two compact packages: SOIC-8 (4.9mm × 3.91mm) and TSSOP-8 (3mm × 4.4mm), allowing easy integration into space-constrained motor controller PCBs and helping designers optimize system layouts within limited board area.NSCSA240-Q Series Package
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Release time:2026-01-12 13:52 reading:849 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:913 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:970 Continue reading>>

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