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Last updated: 5/4/2026valid

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# MulticoreWare


## Posts

- [Agentic AI for RAN Observability, Explainability <b>and Orchestration</b>](https://multicorewareinc.com/agentic-ai-for-ran-observability-explainability-and-orchestration/): Customer A global telecommunications and network infrastructure company that provides advanced software, hardware, and services for building, managing, and optimizing large-scale telecom and enterprise networks. Its solutions leverage AI, automation, and end-to-end visibility to help operators enhance performance, ensure reliability, and efficiently manage complex, multi-domain network environments. Problem Statement Radio Access Networks (RAN) are the foundational layer of modern cellular infrastructure, responsible for connecting millions of end-user devices to the core network through a distributed fabric of Radio Units (RUs), Distributed Units (DUs), and Centralized Units (CUs). As RANs evolve into highly distributed and dynamic systems, traditional monitoring of dashboards&nbsp; &hellip; Read more 
- [Sensors Converge](https://multicorewareinc.com/sensors-converge/): Write to us at info@multicorewareinc.com to book a meeting
- [Embedded Platform Optimization for Advanced Drone Systems: Lidar and Motor Control Integration](https://multicorewareinc.com/embedded-platform-optimization-for-advanced-drone-systems-lidar-and-motor-control-integration/): Client A leading drone and robotics company developing high-performance UAV platforms for autonomous operations, industrial inspection, and surveying in complex or restricted environments.
- [AI Is Moving to MCUs, Here’s What’s Driving It](https://multicorewareinc.com/ai-is-moving-to-mcus-heres-whats-driving-it/): Author Selventhiran Rengaraj is a Technology &#038; Program Architect at MulticoreWare, leading solution delivery across Smart City, Smart Health, and Industry 4.0. He has hands-on experience in robotics and specializes in optimizing AI and perception systems on embedded semiconductor platforms. Introduction: Beyond the Billion-Parameter Race Today’s AI conversation is often dominated by scale. Headlines focus on larger models, more parameters, and increasingly powerful compute and GPU clusters. From trillion-token training runs to billion-dollar infrastructure investments, these advances are pushing the boundaries of what AI can achieve in the cloud and compute-heavy ecosystem. At the same time, another transformation is unfolding,&nbsp; &hellip; Read more 
- [Real-Time In-Cabin Vital Signs Monitoring with 60 GHz Radar on Cadence DSPs](https://multicorewareinc.com/real-time-in-cabin-vital-signs-monitoring-with-60-ghz-radar-on-cadence-dsps/)
- [HandBrake Windows on Snapdragon Project](https://multicorewareinc.com/handbrake-windows-on-snapdragon-project/): In an era when energy efficiency, portability, and AI acceleration are front and centre, Windows 11 AI PCs powered by Snapdragon devices are quickly gaining relevance.
- [NAB 2026](https://multicorewareinc.com/nab-2026/): Write to us at info@multicorewareinc.com to book a meeting
- [Optimized BEV Models for Real-Time Autonomous Perception: BEVDet &amp; BEVFormer](https://multicorewareinc.com/optimized-bev-models-for-real-time-autonomous-perception-bevdet-bevformer/): Bird’s-Eye-View (BEV) perception transforms multi-camera and sensor inputs into a unified top-down view, enabling autonomous systems to detect objects, track motion, and reason about their surroundings in real time. 
- [Delivering Cinematic Quality at Lower Bitrates with Film Grain Analysis & Synthesis](https://multicorewareinc.com/delivering-cinematic-quality-at-lower-bitrates-with-film-grain-analysis-synthesis/): Cinematic content often relies on film grain to preserve artistic intent, enhance texture, and improve perceived sharpness. While visually valuable, film grain poses a major challenge for video compression especially in bandwidth-constrained streaming workflows.
- [AI-Powered Dynamic Policy Management for Auto Healing Networks](https://multicorewareinc.com/ai-powered-dynamic-policy-management-for-auto-healing-networks/): The client is a global leader in network management software, delivering end-to-end network and service management solutions for enterprise, telecom, industrial, and data centre networks.
- [Designing Ultra-Low-Power Vision Pipelines on Neuromorphic Hardware](https://multicorewareinc.com/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware/): As AI continues to advance at an unprecedented pace, its growing complexity often demands powerful hardware and high energy resources.
- [How Agentic AI will redefine Network Operations](https://multicorewareinc.com/how-agentic-ai-will-redefine-network-operations/): From Observability to Autonomous Remediation The networking world is entering one of its most significant shifts since SDN. 
- [AI-Powered Actionable Troubleshooting for Next-Gen Laptops](https://multicorewareinc.com/ai-powered-actionable-troubleshooting-for-next-gen-laptops/): Customer A leading technology company in consumer computing, known for pushing the boundaries of user experience through AI-driven innovation.
- [AI Framework Unification for Next-Gen Multi-Accelerator Platforms](https://multicorewareinc.com/ai-framework-unification-for-next-gen-multi-accelerator-platforms/): Customer A leading OEM in consumer and enterprise computing, known for its innovation-driven product roadmap spanning laptops, workstations, and data center servers.
- [Healthcare is Moving to an Embedded - First Architecture – Here’s What’s Driving It](https://multicorewareinc.com/healthcare-is-moving-to-an-embedded-first-architecture-heres-whats-driving-it/): Healthcare applications have undergone a significant digital transformation over the past decade. 
- [Inside the vSOC: Securing the Software-Defined Vehicle from ECU to Cloud](https://multicorewareinc.com/inside-the-vsoc-securing-the-software-defined-vehicle-from-ecu-to-cloud/): In automotive cybersecurity, Vehicle Security Operations Centers (vSOCs) are among the key security solutions that aid in protecting vehicles from sophisticated cyberattacks. 
- [Parking Management System (PMS) for Real-Time Vehicle Monitoring and Occupancy Detection](https://multicorewareinc.com/parking-management-system-pms-for-real-time-vehicle-monitoring-and-occupancy-detection/): As cities & urban centres become denser and vehicle ownership continues to rise, existing parking infrastructures struggle to keep pace. Manual parking management often leads to untracked vacant slots, missed revenue opportunities for operators, and a poor experience for drivers.  
- [Beyond x265 and on to x266](https://multicorewareinc.com/beyond-x265-and-on-to-x266/): For more than a decade, x265 has been the backbone of the streaming and broadcast industry, supporting video delivery for some of the biggest platforms and devices around the world.
- [AI-Powered Student Performance Insights for Personalized Learning](https://multicorewareinc.com/ai-powered-student-performance-insights-for-personalized-learning/): Client The customer is a government education board responsible for overseeing schools and student outcomes across the country.
- [Kubernetes-as-a-Service on Private Cloud](https://multicorewareinc.com/kubernetes-as-a-service-on-private-cloud-how-kaas-streamlines-provisioning-strengthens-security-and-delivers-predictable-value-for-modern-workloads/): As organizations adopt Kubernetes for modern applications from microservices to AI/ML pipelines operational complexity grows quickly.
- [The Rise of AI in Medical Imaging: From Research Models to Edge-Ready Care](https://multicorewareinc.com/the-rise-of-ai-in-medical-imaging-from-research-models-to-edge-ready-care/): Artificial intelligence is profoundly redefining medical imaging. From radiology to pathology, deep learning now powers everything from anomaly detection in CT scans to cancer grading on digital slides. 
- [Cloud AI at Scale: The Role of Optimized Inference Infrastructure](https://multicorewareinc.com/cloud-ai-at-scale-the-role-of-optimized-inference-infrastructure/): AI is transforming industries at an unprecedented pace; from real-time fraud detection and autonomous vehicles to hyper-personalized recommendations. 
- [Enhancing Chroma Encoding Quality in x265 for HEVC Compression](https://multicorewareinc.com/enhancing-chroma-encoding-quality-in-x265-for-hevc-compression/): A leading media services company specializing in video mastering, disc authoring, and high-fidelity encoding for UHD Blu-ray™, Blu-ray™, and DVD releases.
- [Deploying Vision Language Action (VLA) based AI Models in Robotics: Optimization for Real-Time Edge Inference](https://multicorewareinc.com/deploying-vision-language-action-vla-based-ai-models-in-robotics-optimization-for-real-time-edge-inference/): The robotics industry is amid a major paradigm shift, driven by the emergence of foundation models: large-scale, multi-modal AI systems trained to understand vision, language, and action in a unified framework.
- [Achieving Performance Parity across Architectures: A Deeper Dive into Vector Portability](https://multicorewareinc.com/achieving-performance-parity-across-architectures-a-deeper-dive-into-vector-portability/): As compute workloads diversify across CPUs, GPUs, NPUs, and other processors, maintaining efficiency across architecture has become one of the most pressing challenges in high-performance and embedded computing. 
- [Bidirectional Video Coding Application for Multi-Format Media Handling](https://multicorewareinc.com/bidirectional-video-coding-application-for-multi-format-media-handling/): A leading telecommunications provider delivering high-performance broadcast and streaming infrastructure solutions serving enterprise and media customers with advanced capabilities in video delivery over traditional and IP-based networks.
- [The HEVC Equation: Efficiency, Adoption, and Its Impact](https://multicorewareinc.com/the-hevc-equation-efficiency-adoption-and-its-impact/): From ultra-sharp 4K streaming to bandwidth-sensitive video conferencing, modern digital life depends on efficient video compression. One of the most important technologies enabling this is HEVC, or High Efficiency Video Coding—a codec that’s been quietly transforming how video is delivered in the real world.
- [Denoising](https://multicorewareinc.com/denoising/)
- [Frame Interpolation](https://multicorewareinc.com/frame-interpolation/)
- [Super Resolution](https://multicorewareinc.com/super-resolution/)
- [MulticoreWare’s Breakthrough in Diabetic Retinopathy – A collaborative success with a Medical R&D organization](https://multicorewareinc.com/multicorewares-breakthrough-in-diabetic-retinopathy-a-collaborative-success-with-a-medical-rd-organization/): This project was a collaboration between a leading medical R&D organization and MulticoreWare to develop an AI-driven solution for early detection and diagnosis of Diabetic Retinopathy (DR) through annotated medical imaging. 
- [Enhancing x265 with HEVC Screen Content Coding](https://multicorewareinc.com/enhancing-x265-with-hevc-screen-content-coding/): One of the largest broadcasting and cable television companies worldwide, delivering premium content across a variety of platforms including live TV, on-demand video, and interactive media services.
- [Enabling PyTorch 2.0 Models on Next-Gen AI Accelerator](https://multicorewareinc.com/enabling-pytorch-2-0-models-on-next-gen-ai-accelerator/): Client The customer is a next-generation computing company specializing in AI hardware. 
- [Unlocking AI Performance Analysis &amp; Optimization with Perfalign](https://multicorewareinc.com/unlocking-ai-performance-analysis-optimization-with-perfalign/): In the world of AI and Machine Learning, optimizing performance across diverse hardware platforms is a critical challenge. Developers and AI engineers often struggle with visualizing complex models, analyzing performance bottlenecks, and fine-tuning workloads for efficiency.
- [How is Gen AI transforming video enhancement for streaming and broadcasting industry?](https://multicorewareinc.com/how-is-gen-ai-transforming-video-enhancement-for-streaming-and-broadcasting-industry/): In today’s digital-first world, delivering high-quality video content is essential for industries such as OTT platforms, broadcasting networks, and live streaming services. 
- [Why Porting Applications across Architectures isn’t simple](https://multicorewareinc.com/why-porting-applications-across-architectures-isnt-simple/): Developers are often faced with the challenge of porting applications across different platforms. Whether it’s transitioning from x86 to ARM or RISC-V CPUs, migrating workloads to AI accelerators of novel architectures, the process is rarely straightforward.
- [Optimizing Performance: Perfalign for ARM](https://multicorewareinc.com/optimizing-performance-perfalign-for-arm/): Client This case study is intended for companies utilizing ARM-based hardware platforms and seeking to (a) add support for newer AI models (b) optimize the performance of AI models on ARM backends.
- [Advancing Image Signal Processing: Simulation as an effective cost-cutting measure for Image Quality Tuning](https://multicorewareinc.com/advancing-image-signal-processing-simulation-as-an-effective-cost-cutting-measure-for-image-quality-tuning/): By leveraging affordable virtual resources, simulation can evaluate both essential functionalities and edge cases, significantly cutting costs and timelines of traditional validation methods. These results offer valuable insights to refine designs and justify investments in physical hardware for real-world use. This whitepaper explores the tuning and simulation of Image Signal Processors (ISPs) and emphasizes the need for developing simulation tools for modern mobility and transportation engineering. ISPs within System-on-Chips (SoCs) process raw image and video data from sensors like RGB and infrared (IR). They play a key role in converting sensor outputs into usable image formats for applications ranging from&nbsp; &hellip; Read more 
- [MV-HEVC Extension Support in x265](https://multicorewareinc.com/mv-hevc-extension-support-in-x265/): Client A leading global online video platform, renowned for providing cutting-edge video hosting, streaming, and professional content delivery solutions. 
- [Comparison Study between the CSI-RX drivers implemented for FreeRTOS and Linux Operating Systems](https://multicorewareinc.com/comparison-study-between-the-csi-rx-drivers-implemented-for-freertos-and-linux-operating-systems/): In this white paper, we consider CSI-RX driver implementations on two different operating systems: FreeRTOS and Linux.
- [AI Safety Protocols: Ensuring Safety in Road Vehicles](https://multicorewareinc.com/ai-safety-protocols-ensuring-safety-in-road-vehicles/): Ensuring the safety of AI in road vehicles is crucial. This blog explores key safety protocols including Functional Safety (FuSa), Safety of the Intended Functionality (SOTIF), cybersecurity measures, and Safety Assurance of AI (SaAI). 
- [Sensor Fusion in ITS: How ITS is Transforming Modern Mobility](https://multicorewareinc.com/sensor-fusion-in-its-how-its-is-transforming-modern-mobility/): Introduction In an increasingly interconnected world, Intelligent Transportation Systems (ITS) have emerged as a multidisciplinary domain that leverages advanced technologies such as computing, communication, and sensors—to enhance the efficiency, safety, and sustainability of transportation networks. ITS leverages these technologies to address critical challenges like traffic congestion, accidents, environmental issues, and excessive energy consumption. ITS systems are versatile and can be implemented across various modes of transportation, including: Roadways &#8211; Traffic management systems, smart traffic signals, and autonomous vehicles Railways &#8211; Predictive maintenance, train scheduling, and passenger flow optimization Aviation &#8211; Air traffic management, efficient routing, and runway monitoring Maritime &#8211;&nbsp; &hellip; Read more 
- [Seamless Synergy: Performance Insights for Enhanced Productivity](https://multicorewareinc.com/seamless-synergy-performance-insights-for-enhanced-productivity/): As AI development accelerates, the demand for fast, accurate, and efficient workflows grows. 
- [Enabling Fortran Compiler Support on Windows](https://multicorewareinc.com/enabling-fortran-compiler-support-on-windows/): Client Customer is a semiconductor-based technology company.  
- [Functional Safety and AI for Autonomous Driving Systems](https://multicorewareinc.com/functional-safety-and-ai-for-autonomous-driving-systems/): Artificial Intelligence is the driving force behind the next level of autonomous vehicles, pushing us towards a future of truly “self driving” cars.
- [Advancing Compiler Support for a Semiconductor Provider](https://multicorewareinc.com/advancing-compiler-support-for-a-semiconductor-provider/): Client Customer is a semiconductor-based technology company. 
- [Multi-Objective Design and Optimization of Hardware-Friendly Grid-Based Sparse MIMO Arrays](https://multicorewareinc.com/multi-objective-design-and-optimization-of-hardware-friendly-grid-based-sparse-mimo-arrays/): A design framework is proposed to optimize sparse MIMO (multiple-input, multiple-output) arrays for enhanced multi-target detection.
- [AI on the Edge: The Future of Real-Time, Decentralized Traffic Control](https://multicorewareinc.com/ai-on-the-edge-the-future-of-real-time-decentralized-traffic-control/): As technology advances, it increasingly addresses challenges across various markets, making a positive impact.
- [Role of Embedded Systems in Overcoming Industry Challenges](https://multicorewareinc.com/role-of-embedded-systems-in-overcoming-industry-challenges/): The Media and Entertainment (M&E) industry is experiencing a period of rapid transformation, fueled by the growing demand for higher-quality content, faster delivery, and seamless interactivity.
- [Enhancing AI Model Support for RISC-V](https://multicorewareinc.com/enhancing-ai-model-support-for-risc-v/): Client The customer is a RISC-V based AI accelerator company.
- [Unlocking AI Potential in Power Efficient GPUs for Automotive & EdgeAI](https://multicorewareinc.com/unlocking-ai-potential-in-power-efficient-gpus-for-automotive-edgeai/)
- [Enhancing AI Accelerator Capabilities](https://multicorewareinc.com/enhancing-ai-accelerator-capabilities/): The customer is a RISC-V based AI accelerator company.
- [Presence Detection: Why Radar Technology Surpasses PIR Sensors](https://multicorewareinc.com/presence-detection-why-radar-technology-surpasses-pir-sensors/): Detecting the presence of an object is crucial in the indoor environment for various use cases, such as modern smart homes, security systems, and industrial applications. 
- [Revolutionizing Search &amp; Rescue Operations with AI and Machine Learning](https://multicorewareinc.com/revolutionizing-search-rescue-operations-with-ai-and-machine-learning/): Search And Rescue (SAR) missions are critical operations aimed at locating and assisting individuals in distress. 
- [Performance Analysis and Bottleneck Identification in AI Workflows](https://multicorewareinc.com/performance-analysis-and-bottleneck-identification-in-ai-workflows/): Introduction Ensuring optimal performance is essential for delivering fast, accurate, and efficient AI solutions.
- [Porting, Optimization and Development of customer’s Perception Stack on Nvidia Jetson AGX ORIN](https://multicorewareinc.com/porting-optimization-and-development-of-customers-perception-stack-on-nvidia-jetson-agx-orin/): The Client A leading smart camera technology company specializing in flash LiDAR needed additional expertise and support for a high-profile customer project.
- [Image Signal Processors in Modern Sensor Engineering](https://multicorewareinc.com/image-signal-processors-in-modern-sensor-engineering/): Modern sensing requires data that is optimal for feature extraction, be it through classical computer vision systems or deep learning-based models.
- [Challenges and Advancements in Testing Autonomous Vehicles](https://multicorewareinc.com/challenges-and-advancements-in-testing-autonomous-vehicles/): The automotive industry is undergoing a profound transformation with the rise of Autonomous Vehicles (AVs), characterized by the integration of advanced AI algorithms, sophisticated sensor systems, and cutting-edge communication technologies
- [Power of Productivity Enhancement in AI Software Stack Development](https://multicorewareinc.com/power-of-productivity-enhancement-in-ai-software-stack-development/): Being deeply involved in the creation of AI software stacks, MulticoreWare is aware of the complex issues involved and the necessity of accuracy and quickness. 
- [Amplifying ADAS Workloads with 100x Performance Boost](https://multicorewareinc.com/amplifying-adas-workloads-with-100x-performance-boost/)
- [Explainable AI - The building block for trustworthy AI Systems](https://multicorewareinc.com/explainable-ai-the-building-block-for-trustworthy-ai-systems/): Just a few decades ago, the idea of machines that could think belonged to the realm of science fiction. But, today machines have evolved beyond mere tools - aid us in thinking, creating, and decision-making. 
- [Hybrid Cloud: What benefits await organizations?](https://multicorewareinc.com/hybrid-cloud-what-benefits-await-organizations/): Businesses are always looking for methods to strengthen their IT infrastructure in order to drive innovation, increase agility, and guarantee scalability in today's quickly changing digital market.
- [Optimising CNN Model on Low Power Vision DSP](https://multicorewareinc.com/inception-of-a-v3-cnn-model-on-a-vision-dsp/): The customer, an IP company, specializes in vision-based DSPs utilized for Imaging, Computer Vision, and AI applications.
- [Citywide ATM Monitoring through Digital Twin Technology](https://multicorewareinc.com/citywide-atm-monitoring-through-digital-twin-technology/)
- [Multi-Object Tracking using Cadence Tensilica ConnX 220 DSP](https://multicorewareinc.com/multi-object-tracking-using-cadence-tensilica-connx-220-dsp-2/): The Client Cadence, a prominent player in electronic design, utilizes its computational software proficiency to provide comprehensive solutions in software, hardware, and IP that empower companies to develop cutting-edge electronic systems spanning various industries. 
- [MulticoreWare launches VaLVe, a replacement for platform-specific intrinsics in SIMD Programming](https://multicorewareinc.com/multicoreware-launches-valve-a-replacement-for-platform-specific-intrinsics-in-simd-programming/): SAN JOSE, CA / 5 March 2024 – MulticoreWare Inc. announced the launch of their new tool, VaLVe, to enhance explicit vector programming across various architectures, enabling portability of vectorized applications.
- [HuBe.ai application deployed on Oracle Cloud Infrastructure yields 75% annual TCO savings](https://multicorewareinc.com/hube-ai-application-deployed-on-oracle-cloud-infrastructure-yields-75-annual-tco-savings/): MulticoreWare’s HuBe.ai platform uses advanced deep learning technology to recognize human behavioral cues. 
- [MulticoreWare’s RISC-V based BSP Development](https://multicorewareinc.com/multicorewares-risc-v-based-bsp-development/): The client was a RISC-V Architecture based server grade platform building company. The client had the following challenges that required resolution. 
- [Exploring In-Cabin Radar Sensing](https://multicorewareinc.com/exploring-in-cabin-radar-sensing/): In today's rapidly advancing technological landscape, in-cabin radar technology has gained significant attention for its potential to revolutionize the automotive industry.
- [Geekbench Workload Analysis](https://multicorewareinc.com/geekbench-workload-analysis/): The customer was a semiconductor technology company.  
- [How is AI Transforming Video Compression and Delivery?](https://multicorewareinc.com/how-is-ai-transforming-video-compression-and-delivery/): Delivering a substantial volume of content poses intricate challenges for broadcasters and streaming companies.
- [The Future of Gen-AI powered Drone Advancements](https://multicorewareinc.com/the-future-of-gen-ai-powered-drone-advancements/): Drones have emerged as a transformative force, revolutionizing industries and shaping the future of transportation, delivery, and surveillance.
- [Power of Aerial Perspective - Bird’s Eye View Approaches in Focus](https://multicorewareinc.com/power-of-aerial-perspective-birds-eye-view-approaches-in-focus/): In our previous blog (BEV-A Primer to the paradigm shift in Autonomous Robotics), we delved into the captivating world of Bird's Eye View (BEV) and its remarkable applications in autonomy. 
- [Smart Health: Fall Detection And Safety Enhancement](https://multicorewareinc.com/smart-health-fall-detection-and-safety-enhancement/): The decrease in physical abilities is a natural aspect among the elderly, leading to an increased likelihood of falling. However, it is our responsibility to improve elderly care and safety by leveraging advanced technology. 
- [The AI Revolution in Video Quality Enhancement](https://multicorewareinc.com/the-ai-revolution-in-video-quality-enhancement/): In the ever-evolving world of content streaming, the paramount factor is the level of quality. Whether you're a streaming company, broadcaster, or an OTT/VOD service provider, enhancing the video quality of your content stands as a central objective. 
- [Energy Efficient DNN Compaction for Edge Deployment](https://multicorewareinc.com/energy-efficient-dnn-compaction-for-edge-deployment/): Deep Neural Networks (DNNs) have gained popularity in the realm of deep learning due to their learnable parameters that are essential for training and inference phases.
- [Automotive Radar Advancements with AI – Advancing Object Detection and Tracking (Part 2)](https://multicorewareinc.com/automotive-radar-advancements-with-ai-advancing-object-detection-and-tracking-part-2/): In our previous blog (Automotive Radar Advancements with AI – Part 1) , we established the groundwork for understanding the transformative impact of AI on radar signal processing.
- [Multi-Object Tracking using Cadence Tensilica ConnX 220 DSP](https://multicorewareinc.com/multi-object-tracking-using-cadence-tensilica-connx-220-dsp/)
- [Automotive Radar Advancements with AI - Revolutionizing Safety &amp; Perception (Part 1)](https://multicorewareinc.com/automotive-radar-advancements-with-ai-revolutionizing-safety-perception-part-1/): The Automotive Industry has witnessed significant advancements in Autonomous Driving capabilities, with Automotive Radar playing a critical role. 
- [Accelerating Enterprise AI Adoption through Cloud AI/ML Platforms](https://multicorewareinc.com/accelerating-enterprise-ai-adoption-through-cloud-ai-ml-platforms/): Every industry and sector, from manufacturing and retail to healthcare and education, is being transformed by artificial intelligence (AI).
- [Machine Learning and Predictive Analytics](https://multicorewareinc.com/machine-learning-and-predictive-analytics/): The client is one of the leading chip manufacturers in the industry. They were trying to benchmark and enhance the multithreaded Machine Learning (ML) Inference Performance on high core count CPUs.
- [Artificial Intelligence for more effective Advertising](https://multicorewareinc.com/artificial-intelligence-for-more-effective-advertising/): Utilizing Artificial Intelligence (AI) and Machine Learning (ML) holds the potential to greatly enhance businesses’ capacity to interpret customer behavior data, leading to more personalized and efficient advertising tactics. Despite notable progress, unexplored opportunities and innovative prospects persist.
- [Autonomous Drones and AI: Revolutionizing Agriculture](https://multicorewareinc.com/autonomous-drones-and-ai-revolutionizing-agriculture/): In recent years, the agricultural industry has witnessed a transformative shift towards the integration of advanced technologies such as autonomous drones and Artificial Intelligence (AI). 
- [Redefining Video Encoding with the x265 HEVC encoder](https://multicorewareinc.com/redefining-video-encoding-with-the-x265-hevc-encoder/): The x265 encoder, known for its compliance with the H.265/MPEG-HEVC video coding standard, has gained popularity among open-source frameworks, broadcast, and streaming service providers. 
- [GenerativeAI: New Frontier for Robotics](https://multicorewareinc.com/generativeai-new-frontier-for-robotics/): Generative Artificial Intelligence (GenAI) is an AI technology that produces content in various forms, such as text, images and audio. 
- [EvoPrunerPool from MulticoreWare - NEWK Workshop Paper ](https://multicorewareinc.com/evoprunerpool-from-multicoreware-newk-workshop-paper/): EvoPrunerPool, an Evolutionary Pruner for Convolutional Neural Network compression, frames the process of filter pruning as a search problem to discover the optimal set of pruners from a selection of pre-existing filter pruners.
- [Bird's Eye View – A Primer to the paradigm shift in Autonomous Robotics](https://multicorewareinc.com/birds-eye-view-a-primer-to-the-paradigm-shift-in-autonomous-robotics/): In the world of autonomous vehicles, Perception is a critical component that plays a pivotal role in ensuring safe navigation, object detection and informed decision-making of the vehicles.
- [Transforming Elderly Care with our Deep Learning Radar Technology](https://multicorewareinc.com/transforming-elderly-care-with-our-deep-learning-radar-technology/): The integration of technology has revolutionized elderly care, enhancing the support and quality of life for senior citizens. Wearable devices, smart home technologies, and advanced monitoring systems provide real-time health data, enabling caregivers to promptly address any potential issues.
- [Optimizing Video Quality and Turnaround Time with Ultraziq](https://multicorewareinc.com/optimizing-video-quality-and-turnaround-time-with-ultraziq/): Ultraziq is an AI-based pre-processing proprietary software video encoding library targeted at optimizing video quality and turn-around time when encoding video for OTT and live streaming use cases. 
- [Role of WebAssembly in Serverless Computing](https://multicorewareinc.com/role-of-web-assembly-in-serverless-computing/): WebAssembly (often abbreviated as WASM) is a low-level binary format and virtual machine that is designed to be executed by web browsers.
- [Paving the Path Forward: The Impact of Women Executives in Tech and Leadership](https://multicorewareinc.com/paving-the-path-forward-the-impact-of-women-executives-in-tech-and-leadership/): Stepping into a boardroom as the only woman in tech is not always a walk in the park, but with role models, mentors, and sponsors by your side, you can show the world that technical greatness is not only for the boys.
- [Women in Technology](https://multicorewareinc.com/women-in-technology/): If a company’s going to have a chance of competing with the big boys, then it can’t afford not to include women in its workforce.
- [Imaging RADAR &amp; IMU based Static Mapping & Localization](https://multicorewareinc.com/imaging-radar-imu-based-static-mapping-localization/): This case study emphasize’s the Multicoreware role in Perception algorithm development with Automotive Radars for ADAS applications for one of our clients.
- [What is Automotive Functional Safety? Does your organization need ISO 26262 expertise?](https://multicorewareinc.com/what-is-automotive-functional-safety-does-your-organization-need-iso-26262-expertise/): As businesses use standardized processes for product development and testing, safety practices are becoming more regulated. The automobile industry is no exception to that.
- [Optimizing & Enhancing the Performance of an Image Processing Algorithm](https://multicorewareinc.com/optimizing-enhancing-the-performance-of-an-image-processing-algorithm/): This case study emphasizes our role in creating an optimized pipeline for Chroma Correction Algorithm and future enhancements for one of our clients.
- [Intermediate Representation Support for ML Engine](https://multicorewareinc.com/intermediate-representation-support-for-ml-engine/): This case study emphasizes the role of MulticoreWare in creating and implementing a software layer to enable PyTorch backend support using the client’s existing software stack.  
- [Optimize NN Ops and stitch inference pipeline for AI Accelerator Hardware](https://multicorewareinc.com/build-and-optimize-libraries-for-ai-accelerator-hardware/): The client is the leader in memory-efficient computation for Artificial Intelligence workloads. The customer provides ultra-efficient, high-performance AI chips to enable new frontiers in AI applications.
- [DSP Optimization of RADAR Perception Software](https://multicorewareinc.com/dsp-optimization-of-radar-perception-software/): The client is a US-based leading technology company that develops sensors, sensor-based solutions, sensor software, and other mission-critical products. 
- [Women, Inclusivity, Maternity & Beyond : Pandemic Dairies](https://multicorewareinc.com/women-inclusivity-maternity-beyond-pandemic-dairies/): I have been with MulticoreWare for eight years. They have been a part of my journey thus far. Family life, and becoming a mother, in particular, created additional responsibilities for me. 
- [HuBe.ai optimized for edge devices - Face Recognition](https://multicorewareinc.com/hube-ai-optimized-for-edge-devices-face-recognition/)

## Pages

- [Real-Time In-Cabin Vital Signs Monitoring with 60 GHz Radar on Cadence DSPs](https://multicorewareinc.com/real-time-in-cabin-vital-signs-monitoring-with-60-ghz-radar-on-cadence-dsps/): In-Cabin Vital Signs Monitoring Using 60 GHz Radar Real-Time Implementation on Cadence DSPs Single-Person &amp; Child Presence Detection on Cadence HiFi 1 DSP Showcased at Embedded World 2026, this demo demonstrates how 60 GHz radar and Cadence HiFi 1 DSP enable contactless, real-time monitoring of vital signs for both children and drivers. Key Highlights Child Presence Detection: Ensures child presence monitoring in vehicles, supporting essential safety standards for in-cabin detection. HiFi DSP-Optimized Processing: Optimized for high-speed, low-latency processing, enabling real-time radar-based vital-sign extraction. Contactless &amp; Privacy-Preserving: Radar-based contactless monitoring ensures privacy while delivering accurate detection of vital signs without wearables&nbsp; &hellip; Read more 
- [A Joint Solution from MulticoreWare & Small Pixels](https://multicorewareinc.com/what-we-do/audio-video-solutions/a-joint-solution-from-multicoreware-small-pixels/): AI Driven Optimization for the Next Generation of Video Delivery Modern video delivery is constrained by two major cost drivers: Compute and encoding infrastructure Bandwidth, CDN, and storage consumption MulticoreWare and Small Pixels have combined their expertise to address both — simultaneously. By integrating Ultraziq, MulticoreWare&#8217;s high‑performance encoding framework, with SPAIQ Stream, Small Pixels&#8217; real‑time AI‑powered signal conditioning technology, this joint solution delivers compounded optimization across the entire media workflow.The result: dramatically lower bitrates, higher visual quality, and significant savings in cloud, delivery, and storage costs. Reach out to our team at info@multicorewareinc.com to explore this solution further. Joint Scope&nbsp; &hellip; Read more 
- [SuperRes AI](https://multicorewareinc.com/what-we-do/audio-video-solutions/superres-ai/): Introduction Across industries such as video streaming, media &amp; entertainment, surveillance, AR/VR, and edge AI systems, delivering high-resolution visual experiences remains a constant challenge. Much of today’s video content whether legacy archives, low-bitrate streams, real-time feeds, or performance-constrained edge outputs is still generated or transmitted at lower resolutions due to bandwidth, storage, or hardware limitations. Traditional interpolation-based upscaling techniques fail to meet modern quality expectations, often introducing blurred edges, detail loss, and visible artifacts. As demand for HD and 4K experiences grows across streaming, live processing, and immersive applications, organizations require intelligent super-resolution technology that enhances clarity without increasing bandwidth,&nbsp; &hellip; Read more 
- [AR/VR Services](https://multicorewareinc.com/what-we-do/audio-video-solutions/ar-vr-services/): Augmented and Virtual Reality are rapidly transitioning from niche technologies to everyday consumer experiences, driven by the evolution of smart glasses and immersive devices that are smaller, lighter, and more power-efficient. As XR hardware advances, system-on-chips (SoCs) are expected to deliver desktop-class graphics and AI performance within strict mobile power and thermal constraints. Achieving truly immersive XR experiences requires consistent high frame rates typically 90 to 120 FPS to ensure visual fidelity, responsiveness, and user comfort while avoiding motion sickness. MulticoreWare brings deep expertise in architecture-aware performance optimization across CPU, GPU, NPU, and DSP architectures, enabling XR companies to accelerate&nbsp; &hellip; Read more 
- [Smart Retail](https://multicorewareinc.com/industries/smart-retail/): Smart Retail is redefining the shopping experience by blending physical and digital spaces to create seamless, personalized, and efficient customer journeys. From real-time inventory visibility to AI-powered customer behaviour analytics, modern retail environments are becoming more responsive, data-driven, and operationally intelligent. MulticoreWare addresses these evolving needs of smart retail by enabling real-time decision-making through parallel inference across multiple AI models. A key aspect of our work in smart retail includes enabling product validation through YOLOv8-based object detection, accurate barcode verification with ResNet-based similarity matching, and low-latency fraud detection at the edge powered by LSTM and Vision Transformers. We enhance personalization&nbsp; &hellip; Read more 
- [Denoising](https://multicorewareinc.com/denoising/): Denoising Technique for Video Enhancement InCabin Radar Presence and Vital signs detection Denoising is a restoration-oriented enhancement technique that concentrates on removing artifacts or reversing degradation in existing content. Goal: Generate clean image or frame without affecting the subjects Examples: Removing low-light grain in videos and images
- [Frame Interpolation](https://multicorewareinc.com/frame-interpolation/): Frame Interpolation Technique for Video Enhancement InCabin Radar Presence and Vital signs detection Frame Interpolation technique increases temporal resolution of the content, making videos smoother. Goal: Generate intermediate frames to increase frame rate, achieving smoother motion Examples: Creating slow-motion footage from a standard 30fps video https://www.youtube.com/watch?v=yuyaLY1Y6jUhttps://www.youtube.com/watch?v=56AiWHGNgXw
- [Super Resolution](https://multicorewareinc.com/super-resolution/): Super Resolution Technique for Video Enhancement InCabin Radar Presence and Vital signs detection Super Resolution technique improves spatial resolution of the content, making images or videos clearer. Goal: Increase the apparent resolution and detail of images or frames Examples: Upscaling SD (standard definition) to HD or 4K in broadcasting
- [Demo Videos1](https://multicorewareinc.com/resources/demo-videos1/)
- [Brochures](https://multicorewareinc.com/resources/brochures/): Corporate Brochure Driving Excellence : Dive Into Our Corporate Profile Download Brochure Compute Building Intelligent Platforms: From AI/ML &amp; Cloud Architectures to RISC-V &amp; DSPs Download Brochure Media &amp; Entertainment Next-Gen Video Intelligence: Codecs, Visual Generative-AI &amp; more Download Brochure Mobility &amp; Transportation Innovative Solutions: Sensor Innovation &amp; Automotive Edge Computing Download Brochure Smart Health, Smart Cities &amp; Industry 4.0 Intelligent Ecosystems: Health, Cities &amp; Industry, Transformed Download Brochure Smart Health Deep Learning Radar: Smarter Safety &amp; Precision Care Download Brochure Smart City Building the Future: Transforming urban life with AI Download Brochure x265 Leading Open-Source HEVC Encoder Download Brochure&nbsp; &hellip; Read more 
- [GEN AI Solutions](https://multicorewareinc.com/what-we-do/ai-applications-tools/gen-ai-solutions/): Unlock Next-Generation AI Capabilities MulticoreWare enables businesses to seamlessly integrate Generative AI into their workflows. From fine-tuning foundational models to scaling deployments across Edge, Cloud, and On-Prem environments, we provide cutting-edge AI solutions that accelerate innovation. Key Benefits of our GEN AI Expertise Fine-Tuned AI Models Customize LLMs and SLMs like Llama, Phi-2, and Gemma for domain-specific tasks. Optimize models using techniques such as QLoRA, Sparse Fine-Tuning, and Quantization. Operating System Porting &amp; Driver Development Deploy LLMs, SLMs, and custom AI models on Edge, Cloud, and On-Prem infrastructure. Utilize industry-leading AI deployment frameworks such as MLFlow, Ray, and NVIDIA Triton.&nbsp; &hellip; Read more 
- [RISC-V software services](https://multicorewareinc.com/what-we-do/performance-engineering/risc-v-software-services/): At MulticoreWare, we provide specialized software solutions for RISC-V CPUs, DSPs, and AI accelerators. Our expertise spans firmware development, OS porting, performance optimization, and AI framework integration, ensuring high-efficiency computing across embedded systems, AI workloads, and edge deployments Our Offerings Firmware and Bootloader Development Design secure, custom bootloaders and firmware for RISC-V platforms. Implement secure boot mechanisms to enhance platform integrity. Operating System Porting &amp; Driver Development Port Linux, FreeRTOS, and other OS to RISC-V-based platforms. Develop custom drivers and kernel modules for optimized hardware-software interaction. Performance Optimization &amp; Profiling Leverage profiling tools and multi-core optimizations for efficiency. Optimize compute&nbsp; &hellip; Read more 
- [NAB 2025](https://multicorewareinc.com/nab2025/): MulticoreWare at NAB 2025: Discover AI-Powered Video Technology Solutions for Media and Entertainment GPU Powered Gen-AI Video Enhancement Solutions: Discover MulticoreWare’s Gen-AI Video Enhancement Solutions. Enhance video quality with Super Resolution, Frame Interpolation, and AI-driven Denoising, optimizing content for sports, films, animation, and ads. Go to Development Partner for Custom AI-Enabled Media Solutions Learn about our custom AI solutions tailored to your unique needs in the media and entertainment sector. Our catalog of AI/ML solutions addresses every aspect of the media production and distribution process. Larger Expertise in Engineering Services Dive into our Media and Entertainment Business Unit’s vast expertise&nbsp; &hellip; Read more 
- [Smart city2](https://multicorewareinc.com/smart-city2/): Efficient public transport, energy consumption, and law enforcement are three pillars that govern the efficient functioning of our cities. Technology and data-driven solutions improve the quality of life for residents, enhancing overall sustainability, efficiency, and functionality. As urban populations continue to rise, cities face mounting pressure to adapt and optimize their resources in real time. Our commitment is to support the development of smarter cities by harnessing the power of AI, Machine Learning, and IoT technologies. At MulticoreWare, we leverage our expertise in video analytics, sensor fusion, edge computing, and real-time data processing to empower cities to manage their infrastructure&nbsp; &hellip; Read more 
- [Home New](https://multicorewareinc.com/): Since 2009, MulticoreWare has been crafting solutions to complex technological problems with next generation software. We help companies enhance their digital experiences and enable greater efficiency across products and platforms. Founded in 0 Completed Projects 0 + Team 0 + years of technology experience 0 + Recent Awards &#038; Recognitions HR Trailblazer Awards Innovative Employee Engagement (2023) The Economic Times Future Ready Organizations (2024-2025) Great Place To Work India (2024-2025) Great Place To Work India (2023-2024)
- [Amplifying ADAS Workloads with 100x Performance Boost](https://multicorewareinc.com/amplifying-adas-workloads-with-100x-performance-boost/): Amplifying ADAS Workloads with 100x Performance Boost MulticoreWare optimizes GPUs for Automotive SoCs. Watch the video to witness the power of Imagination GPUs in action and discover how MulticoreWare can enhance the performance of your ADAS systems. https://www.youtube.com/watch?v=5qLJI4cWEmE By unlocking the true potential of the Texas Instruments TDA4VM processor, our collaboration unleashes a massive 50 GFLOPS of additional processing power. This translates to a staggering 100x improvement in performance for critical ADAS workloads, like stereo block matching, especially for high-resolution camera data. MulticoreWare&#8217;s mastery of OpenCL and AI optimization allows IMG BXS GPUs within TDA4 SoCs to achieve maximum compute&nbsp; &hellip; Read more 
- [Perfalign](https://multicorewareinc.com/what-we-do/performance-engineering/perfalign/): Perfalign: Unlock the True Performance of AI Models Slide to see the Perfalign advantage Accelerate AI software development &amp; performance analysis with one unified toolkit. Perfalign is an interactive performance analysis toolkit that delivers actionable insights, empowering developers to visualize, analyze, validate, and optimize their models in one place. Book a Demo What You Can Do with Perfalign Debugging Large Model Inefficiencies Estimating Model Behavior on New Hardware Validating Model Outputs Across Backends Supporting Pre-Silicon Architecture Exploration Performance Estimation​ Interactive Visualization​ Detailed Model Analysis Functional Validation &amp; output comparison Profiling, Bottleneck identification &amp; performance Analysis Debugging Large Model Inefficiencies Visualize&nbsp; &hellip; Read more 
- [Industrial Automation 1](https://multicorewareinc.com/industries/industrial-automation-1/): Industry 4.0 (fourth industrial revolution) refers to the conversion of the manufacturing sector into a fully digitized and connected environment. This transformation encompasses the incorporation of emerging technologies such as the Internet of Things (IoT), computing spanning from edge to cloud across various layers, and the seamless integration of AI-driven analytics into every facet of their operations. The smart factories are equipped with advanced sensors, embedded software and collaborative robots. Our utilization of camera and Sensor Fusion technologies, including Voice &amp; Facial Recognition, Object / Parts Recognition, Collision Avoidance, Trajectory &amp; Path Planning, in our Facility Monitoring &amp; Inventory Movement&nbsp; &hellip; Read more 
- [Customer Satisfaction Survey - Thank You](https://multicorewareinc.com/customer-satisfaction-survey-thank-you/): Customer Satisfaction Survey &#8211; Thank You Thank you for taking the time to answer these questions ! Visit us at &#8211; https://multicorewareinc.com/ Facebook Youtube Linkedin &times; Scan code to connect with us
- [Customer Satisfaction Survey1](https://multicorewareinc.com/customer-satisfaction-survey1/): Customer Satisfaction Survey Thank you for participating in our Customer Satisfaction (CSAT) Survey. We are committed to delivering exceptional service and innovation, and your insights will guide us in identifying areas for improvement. The survey will take just a few minutes to complete, and your responses will remain confidential. We appreciate your honest feedback and look forward to serving you better!
- [Smart City1](https://multicorewareinc.com/industries/smart-city1/): Efficient public transport, energy consumption, and law enforcement are three pillars that govern the efficient functioning of our cities. Technology and data-driven solutions improve the quality of life for its residents and enhance its overall sustainability, efficiency, and functionality. Smart cities leverage various digital technologies, including the Internet of Things (IoT), Data Analytics, Artificial Intelligence (AI), and connectivity to manage and optimize various aspects of urban life. Our expertise in these technologies has played a pivotal role in contributing to the advancement of smart city initiatives. MulticoreWare actively participates in Smart City endeavors by harnessing the power of AI and&nbsp; &hellip; Read more 
- [Customer Satisfaction Survey](https://multicorewareinc.com/customer-satisfaction-survey/): Customer Satisfaction Survey Thank you for participating in our Customer Satisfaction (CSAT) Survey. We are committed to delivering exceptional service and innovation, and your insights will guide us in identifying areas for improvement. The survey will take just a few minutes to complete, and your responses will remain confidential. We appreciate your honest feedback and look forward to serving you better!
- [Unlocking AI Potential in Power - Efficient GPUs for Automotive & EdgeAI](https://multicorewareinc.com/unlocking-ai-potential-in-power-efficient-gpus-for-automotive-edgeai/): Unlocking AI Potential in Power Efficient GPUs for Automotive &#038; EdgeAI MulticoreWare and Imagination Technologies have collaborated to demonstrate the impressive capabilities of GPU-accelerated AI software. Watch the video to see how our partnership optimizes the compute software stack for enhanced driver monitoring performance. https://www.youtube.com/watch?v=fMqSVI71eCk MulticoreWare demonstrates the power of AI execution on embedded GPUs using Imagination&#8217;s Software-First Approach SDK, including TensorGraph and IMGNN. The video features concurrent execution of multiple neural networks for a vision-based Driver Monitoring System, running smoothly on Imagination GPUs. Our expertise in optimizing every compute element in a heterogeneous edge SoC is a key advantage&nbsp; &hellip; Read more 
- [MulticoreWare President’s Club Awards](https://multicorewareinc.com/multicoreware-presidents-club-awards/): The President’s Club Awards are a prestigious honor aimed at recognizing and celebrating the exceptional accomplishments of employees who exemplify excellence, innovation, and dedication within their roles. Our ethos values hard work, altruism, continuous learning, transparency, financial prudence, and trust. Winning this esteemed award is a testament to personal success and highlights the collaborative spirit, teamwork, and relentless pursuit of brilliance that drive the organization forward. The President’s Club Awards further highlight top performers with a retreat, fostering excitement and achievement through direct interaction with the executive team. Every year, President’s Club winners are rewarded with an exclusive getaway, offering&nbsp; &hellip; Read more 
- [MAGIC R&amp;D](https://multicorewareinc.com/explore-us/magic-rd/): MulticoreWare has always considered interdisciplinary research endeavors as vital markers for growth and innovation. Our MAGIC (MulticoreWare Academia Global Innovation Center) program was established to pursue research and development (R&amp;D) programs in collaboration with engineering colleges. MAGIC research clusters have been established at Indian Institute of Technology, Palakkad (IITP),  Amrita University, Coimbatore  and Kalasalingam University, SriVilliputhur with a clear mandate to pursue applied research. Participating in the MAGIC Research Labs provides students with early exposure to the essential skills needed to tackle the challenges of emerging technologies and industries.This framework aims to foster joint research activities, offering students valuable opportunities&nbsp; &hellip; Read more 
- [MAGIC R&D Program - Promoting Industry Academia Collaboration](https://multicorewareinc.com/magic-rd/): MAGIC R&#038;D Program &#8211; Promoting Industry Academia Collaboration Empowering Minds &#038; Enabling Academic Synergy MulticoreWare has always considered interdisciplinary research endeavors as vital markers for growth and innovation. Our MAGIC (MulticoreWare Academia Global Innovation Center) program was established to pursue research and development (R&amp;D) programs in collaboration with engineering colleges. MAGIC research clusters have been established at Indian Institute of Technology, Palakkad (IITP),  Amrita University, Coimbatore  and Kalasalingam University, SriVilliputhur with a clear mandate to pursue applied research. Participating in the MAGIC Research Labs provides students with early exposure to the essential skills needed to tackle the challenges of emerging&nbsp; &hellip; Read more 
- [CppIndiaCon 2024](https://multicorewareinc.com/cppindiacon-2024/): Join us at CppIndiaCon 2024 The C++ festival of India Aug 23 &#8211; 24 We are excited to be the Gold sponsors for CppIndiaCon 2024, the C++ festival of India, a virtual conference which will take place on the 23rd and 24th of August. CppIndiaCon2024 provides a platform to explore the latest trends and developments in the C++ programming language. Experts from around the globe will come together to share their knowledge and insights on the newest techniques, tools, and best practices in C++. Dr. John Stratton, Chief Technology Officer at MulticoreWare, will speak at the event on 23 August&nbsp; &hellip; Read more 
- [MULTICOREWARE FACULTY INTERNSHIP PROGRAM](https://multicorewareinc.com/multicoreware-faculty-internship-program/): Multicoreware Faculty Internship Program (Season 3 ) APPLY NOW! ABOUT Mfi The MulticoreWare Faculty Internship Program (Mfi) was developed with an objective to provide industry exposure to faculty members of engineering institutions. It aims to strengthen industry-academic relations. Academicians interested in applying have been encouraged to take a sabbatical and enroll for the programme. PROGRAM BENEFITS INSTITUTION Faculty members in sync with industry Stronger bond with industry counterparts Potential to collaborate with MCW after the internship Enhanced faculty retention INDUSTRY Strengthened industry-academic relations Access to meritorious students Ongoing research-based engagement with faculty Augmented research &#038; engineering work FACULTY Gain industry&nbsp; &hellip; Read more 
- [Cloud Engineer - Observability](https://multicorewareinc.com/careers/cloud-engineer-observability/): Job Description: Responsible for architecting, designing, and implementing our comprehensive observability stack, including tracing, telemetry, logging, health monitoring, visualization, and dashboards. You will play a key role in ensuring the reliability, performance, and operational efficiency of our services. Key Responsibilities: Design and implement a robust observability framework using technologies like Prometheus, Grafana, OpenTelemetry, ELK Stack, Zabbix, and Jaeger. Develop and maintain health monitoring and alerting systems for our OpenStack and Kubernetes-based platforms, with a focus on GPU-supported environments. Create and manage visualization dashboards to monitor system performance, resource utilization, and operational health. Implement scalable, distributed logging and tracing solutions to&nbsp; &hellip; Read more 
- [Kubernetes Infra Engineer](https://multicorewareinc.com/careers/kubernetes-infra-engineer/): Job Title: Network Expert Job Location: Chennai Job Type: Full-Time Experience: 3 &#8211; 5 years Key Responsibilities: Design and manage VLAN, VXLAN for a scalable cloud networking infrastructure. Configure and maintain load balancing solutions to ensure high availability and network efficiency. Work with technologies such as OpenDayLight, OPNFV for advanced NFV capabilities, and manage NFV assets like routers, firewalls, and load balancers. Administer IP, DNS, and DHCP management systems to support scalable growth. Ensure network security and encryption, manage firewalls, IDS/IPS, and maintain compliance with regulatory standards. Required Skills and Qualifications: Minimum 5 years in network architecture, with hands-on experience&nbsp; &hellip; Read more 
- [Cloud Programmer - CLI,SDK,IaC](https://multicorewareinc.com/careers/cloud-programmer-clisdkiac/): Responsibilities: Design, develop, and maintain command-line interfaces (CLI) and software development kits (SDK) for interacting with our IaaS platform. Work closely with the product and engineering teams to gather and analyze requirements for the CLI/SDK features. Develop, maintain, and extend Terraform providers for our IaaS offerings. Collaborate with internal teams to understand infrastructure-as-code (IaC) requirements and translate them into Terraform configurations. Implement high-quality, well-documented, and efficient code in Golang or Python. Ensure compatibility across different operating systems and environments. Collaborate with QA teams to define test cases, metrics, and resolve defects. Provide technical guidance and support to SDK users and&nbsp; &hellip; Read more 
- [Cloud Programmer - Backend/Microservices](https://multicorewareinc.com/careers/cloud-programmer-backend-microservices/): Responsibilities: Design, develop, and maintain command-line interfaces (CLI) and software development kits (SDK) for interacting with our IaaS platform. Work closely with the product and engineering teams to gather and analyze requirements for the CLI/SDK features. Develop, maintain, and extend Terraform providers for our IaaS offerings. Collaborate with internal teams to understand infrastructure-as-code (IaC) requirements and translate them into Terraform configurations. Implement high-quality, well-documented, and efficient code in Golang or Python. Ensure compatibility across different operating systems and environments. Collaborate with QA teams to define test cases, metrics, and resolve defects. Provide technical guidance and support to SDK users and&nbsp; &hellip; Read more 
- [Cloud Database Engineer](https://multicorewareinc.com/careers/cloud-database-engineer/): Job Title: Cloud Database Engineer Job Location: Chennai / Coimbatore Job Type: Full-Time Experience: 3 &#8211; 6 years Responsibilities: Design and implement scalable database architectures, considering both NoSQL (e.g., MongoDB) and relational databases (e.g., MySQL). Architect and deploy in-memory caching solutions (e.g., Memcached, Redis) to enhance application performance and scalability. Conduct performance tuning, benchmarking, and implement enhancements to meet SLA targets. Ensure database and caching solutions are integrated seamlessly with existing and new applications. Develop and maintain comprehensive documentation for database and caching architectures, configurations, and procedures. Collaborate with cross-functional teams to understand data needs and deliver solutions that meet&nbsp; &hellip; Read more 
- [Backend/Microservice Developer](https://multicorewareinc.com/careers/backend-microservice-developer/): Requirements: Bachelor’s degree in Computer Science, Engineering, or related field. Strong proficiency in Node.js or Golang. Experience with microservices architecture and RESTful API development. Knowledge of OpenStack, Kubernetes, and cloud infrastructure services is highly desirable. Familiarity with Docker, CI/CD, and automated testing frameworks. Excellent analytical, problem-solving, and communication skills.
- [Cloud Provisioning](https://multicorewareinc.com/careers/cloud-provisioning/): Responsibilities: Design and implement solutions to scale for multi-site deployment and management of global hardware. Resolve integration challenges across all layers of infrastructure from data center to hardware to container-based orchestration tools and platforms. Develop platforms, workflows, data structures, API endpoints, and other management tools and capabilities. Create deployment automation, dashboards, alerts, and participate in the Node Provisioning Automation. Integrate with OpenStack, Kubernetes, Ceph, and other cloud technologies. Ensure security, scalability, and reliability of the backend services. Requirements: Experience in the domains of automation and orchestration workflows and are knowledgeable about server hardware, components, and related technologies and strategies for&nbsp; &hellip; Read more 
- [Renesas R Car Consortium](https://multicorewareinc.com/renesas-r-car-consortium/): MulticoreWare’s capabilities on the Renesas R-CAR platform Our expertise covers a broad spectrum to drive progress in Middleware/Applications, System Integration, and Consulting for Renesas R-Car customers. Given our strengths in AI quantization and optimization for ADAS and IVI functions, coupled with DSP/GPU acceleration for Radar/ 3D sensor data processing and embedded software development, we are well-equipped to translate innovation into real-world use cases on Renesas SoCs. We provide exceptional customer support and tailored solutions for the wide range of R- Car SoC platforms, specializing on the R-Car V4H. AI Models &#8211; Quantization &#038; Optimization We have implemented &#038; optimized custom&nbsp; &hellip; Read more 
- [Citywide ATM Monitoring through Digital Twin Technology](https://multicorewareinc.com/citywide-atm-monitoring-through-digital-twin-technology/): Citywide ATM Monitoring through Digital Twin Technology https://www.youtube.com/watch?v=eWN8Si6ALjQ The digital twin model of citywide ATM networks has the potential to revolutionize existing security protocols by providing real-time alerts for critical events across the city, ensuring no genuine threats go unnoticed. Also with a single click, live video streaming can be accessed, allowing officials to take appropriate action promptly and effectively. MulticoreWare’s expertise is demonstrated through advanced features such as: Sensor fusion: Integrating various sensors enhances the reliability of the ATM environment on specific locations. Edge AI/ML: Auto anomaly detection is enabled to detect theft and intruder activities. Cloud storage: Relevant&nbsp; &hellip; Read more 
- [NAB 2024](https://multicorewareinc.com/nab2024/): MulticoreWare&#8217;s NAB Show 2024 Showcase: Pioneering AI-Powered Video Encoding Excellence Road Ahead in AI-Powered Video Encoding Discover MulticoreWare’s leading-edge AI-driven video encoding technology. Experience how our innovations in AI enhance content delivery with unmatched efficiency and quality. Go to Development Partner for Custom AI-Enabled Media Solutions Learn about our custom AI solutions tailored to your unique needs in the media and entertainment sector. Our catalog of AI/ML solutions addresses every aspect of the media production and distribution process. M&amp;E BU’s Larger Expertise in Engineering Services Dive into our Media and Entertainment Business Unit’s vast expertise in engineering services. Understand our&nbsp; &hellip; Read more 
- [Careers1](https://multicorewareinc.com/careers1-new/)
- [Radar TRL7 Software Engineer](https://multicorewareinc.com/careers/radar-trl7-software-engineer/): Job Title: Radar Software Engineer Job Location: Chennai Job Type: Full-Time Experience: 4 &#8211; 8 years Requirement: Must have Hands-on experience with Embedded C, C/C++ Design, Development, Testing, and Memory Configuration of real-time RADAR algorithms in SoC Experience in porting radar processing algorithms from PC/Matlab to DSP platforms Knowledge of ARM cores, DSP cores, IDE (CC STUDIO, Xtensa), RTOS Knowledge of protocols like SPI, I2C, UART, and socket communication. Knowledge of version control systems (git) and build systems like Makefile and CMake Strong problem-solving skills, analytical thinking, and attention to detail. Excellent communication skills and ability to document and present&nbsp; &hellip; Read more 
- [Perfalign – Validation Questionnaire](https://multicorewareinc.com/perfalign-validation-questionnaire/): Perfalign – Validation Questionnaire Perfalign is a platform tool to expedite the model development and performance analysis (inference &amp; latency) of AI workloads on any AI accelerator architecture. It offers a comprehensive suite of tools aimed at being the go-to solution for streamlined visualization, accelerated development &amp; performance analysis of AI models. We appreciate your time and insights as valued members of the AI accelerator ecosystem. As we strive to enhance our product Perfalign, we seek your brief input through this questionnaire. Your responses will help us understand your current tools, challenges, and interests in tools assisting the AI model&nbsp; &hellip; Read more 
- [InCabin Radar Sensing using 60 GHz on Cadence Vision P6](https://multicorewareinc.com/incabin-radar-sensing-using-60-ghz-on-cadence-vision-p6/): InCabin Radar Sensing using 60 GHz on Cadence Vision P6 InCabin Radar Presence and Vital signs detection MulticoreWare and Cadence have joined forces to demonstrate in-cabin radar sensing capabilities using the Vision P6 DSP, highlighting the synergy between MulticoreWare&#8217;s software optimization expertise and Cadence&#8217;s advanced DSP technology. Cadence Vision P6 DSPs, optimized for radar processing, deliver significant performance gains. Their energy efficiency and powerful signal processing capabilities make them ideal for high-frame-rate image, video, and radar applications. MulticoreWare’s deep understanding of software optimization amplifies the capabilities of these DSPs, resulting in faster and more accurate data handling. https://www.youtube.com/watch?v=Q-44ph5hOuQ Performance Metrics&nbsp; &hellip; Read more 
- [Careers](https://multicorewareinc.com/careers/): Why Should You Choose Us? We support diversity, provide a stimulating work environment, and help fulfill career goals.  Working at MulticoreWare provides you with an opportunity to work on cutting-edge technologies and address futuristic challenges. We strive to innovate, introducing new technology that enhances everyday use cases. Collaborating with clients worldwide contributes to significant transformations across various sectors.  Collaborative Environment We value your talents and insights, regardless of whether you are an intern contributing to a project or a manager overseeing and directing it. Open Book Policy Financial results and customer testimonials are shared with all employees to ensure they&nbsp; &hellip; Read more 
- [Sr Engineer / Tech Lead - Radar SW](https://multicorewareinc.com/careers/sr-engineer-tech-lead-radar-sw-2/): Job Title: Sr Engineer / Tech Lead &#8211; Radar SW Job Location: Chennai Job Type: Full-Time Experience: 2 &#8211; 5 years Job Description The job involves design and development of Automotive embedded Software used for RADAR data capture pipeline and Radar Data processing. The Job includes Leads and Architects the SW needs for RADAR data processing Analyse the customer requirements to come up with SW design for ADAS application Design and Development of RADAR algorithms, configure, optimize into automotive embedded platforms ASPICE/Functional safety process compliance Required Skills 2 to 5 years of hands-on Automotive SW development experience with C and&nbsp; &hellip; Read more 
- [AR/VR Digital Twin Expert](https://multicorewareinc.com/careers/ar-vr-digital-twin-expert/): Job Title: AR/VR Digital Twin Expert Job Location: Chennai Job Type: Full-Time Experience: 5+ years We are looking for an experienced AR/VR Digital Twin Expert, with a strong foundation in Computer Vision and Deep Learning, to contribute to our projects in Smart Cities, Smart Health, and Industry 4.0. If selected, you will be involved in designing and developing AR/VR solutions that integrate Sensor Fusion for Digital Twin applications. The successful candidate will be passionate about 3D Virtual Environments and applications in those areas. A solid software engineering background is a must. About MulticoreWare, Inc. MulticoreWare Inc is a boot-strapped, software&nbsp; &hellip; Read more 
- [Research Publications](https://multicorewareinc.com/resources/research-publications/)
- [VaLVe](https://multicorewareinc.com/what-we-do/performance-engineering/valve/): VaLVe: Revolutionizing SIMD Programming Experience VaLVe, our revolutionary solution for seamless SIMD programming. VaLVe transforms the landscape by offering a versatile vector programming layer that seamlessly supports classical vector ISAs like ARM / NEON, and AVX as well as new entrants like ARM / SVE (applicable for Graviton 2 and Graviton 3) and RISC-V / RVV. This cutting-edge solution replaces platform-specific intrinsics with a powerful C++ vector productivity library. Developers can now navigate the complexity of variable-length vectors with more ease and confidence, enabling them to write code once and compile it repeatedly for compatibility across diverse architectures. Key Features&nbsp; &hellip; Read more 
- [Software Defined Vehicles](https://multicorewareinc.com/what-we-do/autonomous-mobility/software-defined-vehicles/): Pioneering the Future of Mobility with Software Defined Vehicles (SDV)! Software Defined Vehicles (SDV) use advanced software to control key functions, offering enhanced flexibility and adaptability in a vehicle&#8217;s capabilities. Virtual Electronic Control Unit (ECU) offers a cloud-centric development ecosystem, expediting the software development life cycle by diminishing the reliance on physical hardware. Leveraging our extensive expertise in automotive compute platforms and associated software along with Blackberry Ivy, we develop software services and offer consultancy for cloud-based simulations. With our OTA technology, you can efficiently deliver updates to your SDV fleet, enhancing performance, safety, and overall user experience without the&nbsp; &hellip; Read more 
- [L2+ ADAS](https://multicorewareinc.com/what-we-do/autonomous-mobility/l2-adas/): L2+ ADAS In the realm of Advanced Driver Assistance Systems (ADAS), we possess the capability to seamlessly port your algorithms to a specific target hardware. We offer a comprehensive approach with Neural Network optimization and end-to-end real-time performance on diverse semiconductor platforms, ensuring optimal efficiency and responsiveness of the system. Our expertise extends to building algorithms with Birds Eye View projections tailored for micro-mobility, two-wheeled and four-wheeled vehicles. Amplifying ADAS Workloads with 100x Performance Boost. Watch the video to witness the power of Imagination GPUs in action and discover how MulticoreWare can enhance the performance of your ADAS systems. Features of Advanced&nbsp; &hellip; Read more 
- [In-Vehicle Intelligence](https://multicorewareinc.com/what-we-do/autonomous-mobility/in-vehicle-intelligence/): In-vehicle intelligence harnesses sophisticated technologies, integrating sensors and algorithms to enhance driving safety and optimize performance. This technology enables vehicles to analyze data, make real-time decisions, and adapt to changing conditions. Driver Monitoring System Euro NCAP envisages an incentive for Driver Monitoring Systems (DMS) that can effectively detect impaired and distracted driving, issue appropriate warnings, and take effective measures to enhance safety. MulticoreWare specializes in power-efficient AI models customizable for in-cabin system features like &#8211; activity recognition, distraction and drowsiness detection. With robust experience in RGB camera applications for Driver Monitoring Systems, we excel in running models on edge hardware.&nbsp; &hellip; Read more 
- [Autonomous Systems](https://multicorewareinc.com/what-we-do/autonomous-mobility/autonomous-systems/): Autonomous Systems &#8211; 2D &#038; 3D Perception We spearhead intelligent mobility solutions for emerging domains, leveraging our expertise in autonomous perception from radar, lidar and other sensors. Within the 2D realm, we specialize in 2D object detection &amp; recognition. We prioritize precision and reliability in perception tasks, expanding our capabilities to create Birds Eye View (BEV) models using perception transformers and lane detection via Neural Networks applied to camera images. This empowers autonomous vehicles to achieve a real-time, accurate perception of their environment, facilitating secure and efficient navigation. We empower our systems with advanced capabilities to comprehend the 3D environment,&nbsp; &hellip; Read more 
- [Automotive Compute](https://multicorewareinc.com/what-we-do/autonomous-mobility/automotive-compute/): Automotive Compute At MulticoreWare, our specialization lies in delivering high-performance AI Deep Neural Networks, numerical and signal processing algorithms. We leverage our expertise in intelligent software optimization to deliver customized solutions that enhance performance and scalability. Our commitment to incorporating cutting-edge advancements fosters efficiency and innovation. With a decade of experience in safe and reliable computing, we are trusted partners for optimizing software on critical hardware components like Domain Controllers, Zonal Controllers, and AI Co-Processors across a diverse range of platforms. These platforms include industry leaders like Qualcomm, Texas Instruments, Nvidia, AMD, and DSPs such as CEVA, Cadence, and Synopsys.&nbsp; &hellip; Read more 
- [Overview](https://multicorewareinc.com/what-we-do/autonomous-mobility/overview/): Overview Embodied AI, Delivering it Embedded Over the years, Mobility has undergone a transformative journey, evolving from traditional modes to a future marked by autonomy. The emergence of autonomous cars, robotaxis, and delivery robots plays a pivotal role in shaping the future of mobility. A shared commitment within the industry is steering the transition to autonomous vehicles, while MaaS platforms are enabling seamless integration of diverse transportation options. As we advance, our focus expands from traditional transportation to diverse applications. The rise in micro-mobility represents a shift towards sustainable alternatives, transforming urban landscapes with electric scooters and bikes. Concurrently, robotics&nbsp; &hellip; Read more 
- [Autonomous Mobility](https://multicorewareinc.com/what-we-do/autonomous-mobility-software/overview/)
- [VaLVe](https://multicorewareinc.com/valve/): VaLVe: A programmer productivity tool MulticoreWare presents VaLVe, a cutting-edge solution crafted to ensure seamless compatibility with ARM V9 and RISC-V architectures. At its core, VaLVe boasts a versatile vector intrinsic layer capable of supplanting SVE or RVV intrinsics coupled with a potent C++ vector productivity library. This powerful combination empowers developers to harness the full potential of variable-length vectors, ushering in a new era of portability, performance, and cost-efficiency in application development. Navigating the Complexity of Variable-Length Vectors In the ever-evolving landscape of computing, creating applications that prioritize performance while managing the cost implications of implementing variable-length vectors presents&nbsp; &hellip; Read more 
- [SLAM](https://multicorewareinc.com/what-we-do/sensor-data-fusion-engineering/slam/): Transform your Autonomous Mobility with our cutting-edge Simultaneous Localization And Mapping (SLAM) solutions! MulticoreWare specializes in algorithm development and AI software optimizations for On-board Sensor Data Processing &amp; building efficient AI models for various computer vision problems. Radar-based Perception Algorithm Development &amp; Optimization are our core expertise. Our portfolio of various perception algorithms include Multi-Object Tracking, Sensor Fusion, Radar Odometry etc. for multiple use cases. Check out the video to see how we&#8217;ve used SLAM technology in Auto Valet parking. https://www.youtube.com/watch?v=JQhInqUVzkQ
- [Digital Twin](https://multicorewareinc.com/what-we-do/sensor-data-fusion-engineering/digital-twin/): A Strategic Technology Trend Digital twin technology, a pioneering innovation, has revolutionized various sectors, from smart cities to healthcare, manufacturing, and construction. Digital twin consists of three crucial parts: physical product, virtual product, and connected data that tie the physical and virtual product. It serves a dual functionality: simulating real-world scenarios and enabling digital twin to learn from the surroundings by analyzing data changes. The collected data supports analytics and monitoring. Digital Twin leverages a combination of technologies such as sensors, AI, machine learning, cloud computing, and the Internet of Things (IoT) to create visual representations, collect, store, and analyze&nbsp; &hellip; Read more 
- [Radar Sensor](https://multicorewareinc.com/what-we-do/sensor-data-fusion-engineering/radar-sensor/): Signal Processing and Optimization MulticoreWare stands as a trailblazer in mobility solutions, particularly in Radar Processing. Our expertise in Signal Processing Software development and testing compliance ensures the seamless alignment of technology with regulations. We specialize in Cascaded RADAR and FMCW technology, unraveling intricate RADAR systems with finesse. We drive innovation through optimized algorithms, elevating Perception to new heights. Our expertise spans Signal and Software processing optimization, including custom CFAR techniques and multi-DSP optimized Trackers. We&#8217;re revolutionizing RADAR perception by integrating point cloud data to derive meaningful semantic insights. This transformation involves optimizing Multi-Object Tracking and Clustering techniques, ultimately bolstering&nbsp; &hellip; Read more 
- [3D Sensing (Lidars,ToF,Event)](https://multicorewareinc.com/what-we-do/sensor-data-fusion-engineering/3d-sensing-lidarstofevent/): Porting &#038; Optimization of LIDAR NNs McW has the expertise of 3D sensing domains like Lidar and Event sensors to provide accurate and efficient solutions for various industries. We excel in 3D environment perception, enabling interpretation for robotics, autonomous vehicles etc. From raw sensor data, we achieve accurate object detection and semantic segmentation. Our optimized neural networks seamlessly integrate multi-modal sensor data. We have the expertise in enhancing LIDAR neural networks for peak efficiency and ONNX standard compliance. Our breakthrough Bird’s Eye View (BEV) detection pipeline achieves 15 FPS on Jetson Nano. LiDAR Engineering Development &#038; SW Acceleration of Next-generation&nbsp; &hellip; Read more 
- [Overview](https://multicorewareinc.com/what-we-do/sensor-data-fusion-engineering/overview/): Overview MulticoreWare has a wealth of expertise developing algorithms for RGB camera image processing using traditional Computer Vision (CV) algorithms and Deep Learning techniques. Excelling in sensor-driven autonomy, our expertise spans LiDAR, Radar, ToF cameras, thermal, and other sensors. We enhance perception and prediction models using sensor fusion, signal processing, AR/VR, 3D Point-cloud processing and ML/DL models. With our expertise in optimizing radar processing, 2D/3D sensing, autonomous perception and digital signal processing, we facilitate smooth data integration, leading to exceptional sensor fusion results that enhance insights. We deliver solutions in Radar and LiDAR engineering, object recognition, SLAM, trajectory estimation, and&nbsp; &hellip; Read more 
- [Sensor Data & Fusion Engineering](https://multicorewareinc.com/what-we-do/sensor-data-fusion-engineering/overview/)
- [2D Sensing (Vision,Camera)](https://multicorewareinc.com/what-we-do/sensor-data-fusion-engineering/2d-sensing-visioncamera/): Object Detection Capabilities MulticoreWare specializes in the comprehensive implementation, training, and optimization of cutting-edge 2D Object Detection Neural Network Algorithms. From crafting intricate algorithmic implementations to fine-tuning neural networks, we cover every aspect to ensure precise object detection. With a focus on enhancing road safety, our solutions empower vehicles with advanced blind spot detection capabilities. Furthermore, our proficiency extends to optimizing these algorithms for target hardware, enhancing efficiency and real-time performance. Expanding our understanding of computer vision applications, such as object detection and scene segmentation, we employ 2D object detection neural networks and extend their capabilities to 3D. Contact us&nbsp; &hellip; Read more 
- [Software Engineer](https://multicorewareinc.com/careers/software-engineer/): Job Title: Software Engineer Job Location: Chennai Job Type: Full-Time Experience: 1 – 3 years Key Responsibilities: Implementing modules in C/C++/python programming Optimize the inference performance of various DL models (CNN, NLP, &#8230;) using Op Fusion, Graph optimizations etc., Develop and integrate custom libraries/modules into DL frameworks Work closely with the customer and accomplish tasks independently Qualifications: Bachelor of Engineering/ Bachelor of Technology Master of Engineering/ Master of Technology. Must have good programming skills in C/C++, python Must have working experience in Deep Learning with TensorFlow/PyTorch/ONNXRT (training, inference etc.,) with exposure to DL Model architectures. Exposure to DL concepts like&nbsp; &hellip; Read more 
- [Cloud](https://multicorewareinc.com/what-we-do/machine-learning-frameworks/cloud/): Cloud Solutions For End-to-End AI Pipeline At MulticoreWare, we ensure that our clients can embrace cloud technology to streamline operations, enhance collaboration, and stay competitive in the ever-evolving digital landscape. We offer solutions that facilitate the seamless integration of cloud-based resources into existing workflows, enabling scalability, flexibility, and cost efficiency. Through our expertise, customers can migrate, optimize, and deploy applications on cloud platforms, taking advantage of features like on-demand resources, elastic scaling, and managed services. The MulticoreWare Approach Platform expertise: Our team possesses extensive expertise in AWS, GCP, Oracle Cloud, and OpenStack. It enables us to effectively deploy, configure, and&nbsp; &hellip; Read more 
- [HPC](https://multicorewareinc.com/what-we-do/machine-learning-frameworks/hpc/): Expertise of High-Performance Computing (HPC): MulticoreWare excels in harnessing the power of computing resources efficiently, ensuring optimal job execution on HPC clusters, and streamlining provisioning and maintenance tasks. Parallel Programming Models: Our proficiency in parallel programming models such as MPI and OpenMP, enables efficient utilization of multi-core processors and distributed computing environments. Job Schedulers and Resource Managers: Extensive experience with job scheduling and resource management systems like Slurm, Torque, and PBS, ensures effective allocation and utilization of computing resources on HPC clusters. Cluster Management Tools: McW team is familiar with cluster management frameworks like Bright Cluster Manager and OpenHPC, streamlining&nbsp; &hellip; Read more 
- [LINUX](https://multicorewareinc.com/what-we-do/machine-learning-frameworks/linux/): LINUX We have expertise in Inter-Process Communication (IPC), shared memory, and system calls. We create efficient communication channels between processes, leveraging shared memory for data exchange, and harnessing the full potential of system calls for low-level operations. Our proficiency in Linux empowers us to design and implement robust and optimized solutions tailored to your specific requirements, ensuring the reliability and performance of your Linux-based systems. MulticoreWare’s Task Scheduler MulticoreWare has expertise in optimizing Linux interprocess communication (IPC) efficiency, particularly in the context of data sharing between the host and GPU. Our primary objective is to minimize the need for data&nbsp; &hellip; Read more 
- [Software Stack](https://multicorewareinc.com/what-we-do/machine-learning-frameworks/software-stack/): Software Stack MulticoreWare showcases strong expertise in runtime environments like ONNX and TensorFlow Lite (TFLite), as well as Android Neural Networks (NN) frameworks. We provide solutions for optimizing and accelerating both machine learning model inference and training, ensuring efficient execution across various hardware platforms. AI / ML Accelerators MulticoreWare&#8217;s support for Android NN, specifically the Neural Networks API (NNAPI), enables the efficient execution of machine learning operations on Android devices through dedicated AI hardware accelerators, enhancing overall performance and responsiveness. Our proficiency in ONNX and TFLite runtimes allows for seamless deployment and interoperability of models. MulticoreWare possesses extensive experience in&nbsp; &hellip; Read more 
- [ML  Frameworks](https://multicorewareinc.com/what-we-do/machine-learning-frameworks/ml-frameworks/): ML Frameworks MulticoreWare excels in providing pipeline support within various frameworks, enabling the seamless flow of data and tasks through complex processes. MulticoreWare demonstrates strong proficiency in implementing intermediate graph structures, allowing for the efficient representation of complex data and task dependencies. This expertise is crucial in optimizing workflows for tasks like parallel processing and data transformation. Our capability to construct end-to-end system pipelines for AI engines showcases our ability to seamlessly integrate various components resulting in streamlined and high-performance AI systems. MulticoreWare provides support for over 300+ operators within various customers&#8217; AI engines. This achievement underscores our deep expertise&nbsp; &hellip; Read more 
- [Overview](https://multicorewareinc.com/what-we-do/machine-learning-frameworks/overview/): Overview Frameworks and tools are essential components in software development providing pre-built structures and functionalities that streamline the development process, saving time and effort. We offer a range of cutting-edge frameworks and tools that cater to diverse technological needs. MulticoreWare has a team of skilled engineers with extensive experience in developing, maintaining, and optimizing software tools and frameworks that enhance the organization&#8217;s development and deployment processes. With proficiency in programming, software design, build automation, containerization, testing, and DevOps methodologies, we develop effective solutions, prioritizing security and software quality. Continuous learning and adaptability play pivotal roles as we remain current with&nbsp; &hellip; Read more 
- [Machine Learning Frameworks](https://multicorewareinc.com/what-we-do/machine-learning-frameworks/overview/)
- [Video Workflow Services](https://multicorewareinc.com/what-we-do/audio-video-solutions/video-workflow-services/): Within the Streaming and Broadcasting industries, video workflows are pivotal for the reliable and high-quality delivery of video content to a multitude of devices. MulticoreWare has over a decade of expertise, and has an unparalleled proficiency in key domains such as Video &#038; Image Compression, Assembly Optimization, Workload Acceleration, and Multimedia Frameworks. Our services related to video workflows include the following: FFmpeg &#038; GStreamer Integration Statmux adaptor optimization for improved video quality Encoder/Decoder Acceleration Other video technology specific services The MulticoreWare Approach Minimize the workload processing pipeline, by encapsulating HDR Metadata muxing. Accelerate existing encoder with AVX intrinsics, Assembly optimizations,&nbsp; &hellip; Read more 
- [Industrial Automation](https://multicorewareinc.com/industries/industry4-0/): Introduction Engineering intelligence into the factory floor We specialize in building edge-native AI and software systems for Industry 4.0 environments, enabling manufacturers and automation providers to deploy intelligence directly where production happens. By combining industrial sensing, optimized AI pipelines, and embedded software expertise, we deliver production-ready solutions for smart manufacturing, robotics, and quality inspection that operate reliably under real-world factory constraints. Download Brochure Our Key Applications Smart Manufacturing &amp; IIoT Modern production lines generate massive volumes of data, but most of it never turns into real-time action. We enable edge-native intelligence inside machines and IIoT systems, allowing factories to monitor&nbsp; &hellip; Read more 
- [Smart Health](https://multicorewareinc.com/industries/smart-health/): The integration of Artificial Intelligence (AI) in healthcare is rapidly transforming the way medical services are delivered. AI-driven solutions enhance patient care by enabling predictive diagnostics, real-time monitoring, and personalized treatment plans. Key advancements in AI applications, including medical imaging, Electronic Health Records (EHRs), and precision medicine, are driving more accurate and timely diagnoses. Additionally, AI enhances operational efficiency by streamlining clinical workflows and optimizing resources, effectively tackling critical challenges such as escalating healthcare costs and staffing shortages. MulticoreWare is at the forefront of this transformation, driving innovation in AI-powered healthcare solutions. By empowering providers with cutting-edge tools, the company&nbsp; &hellip; Read more 
- [Smart City](https://multicorewareinc.com/industries/smart-city/): Efficient public transport, energy consumption, and law enforcement are three pillars that govern the efficient functioning of our cities. Technology and data-driven solutions improve the quality of life for residents, enhancing overall sustainability, efficiency, and functionality. As urban populations continue to rise, cities face mounting pressure to adapt and optimize their resources in real time. Our commitment is to support the development of smarter cities by harnessing the power of AI, Machine Learning, and IoT technologies. At MulticoreWare, we leverage our expertise in video analytics, sensor fusion, edge computing, and real-time data processing to empower cities to manage their infrastructure&nbsp; &hellip; Read more 
- [Mobility & Transportation](https://multicorewareinc.com/industries/mobility-transportation/): MulticoreWare has extensive expertise working with automotive edge computing, semiconductor businesses, autonomous vehicle companies, and sensor innovation startups to provide the most sophisticated algorithm development and optimization services. A partnership with us ranges from joint R&amp;D to standalone production grade SW development conforming to safety requirements &amp; automotive standards. We are experts in high performance software and sensing, and we have a proven track record of developing software that can go into production in low-power processor systems. At MulticoreWare, we are always looking for new ways to apply our expertise to solve real-world problems. Download Brochure INDUSTRY SEGMENTS Our solutions&nbsp; &hellip; Read more 
- [Media & Entertainment](https://multicorewareinc.com/industries/media-entertainment/): Media and entertainment industry is witnessing advancements in video codecs, leading to higher compression efficiency and improved quality for streaming content. OTT platforms have become more personalized, leveraging AI to tailor content recommendations based on individual preferences. Interactive and immersive experiences, such as augmented and virtual reality integration, redefine user engagement. Download Brochure INDUSTRY SEGMENTS With our expertise in video codecs and workflow tools, we offer services and solutions spanning multiple sectors, including film, television, publishing, broadcasting, live streaming, sports and advertising. In the streaming and broadcasting sectors, video workflows play a central role in ensuring high quality delivery of&nbsp; &hellip; Read more 
- [Compute](https://multicorewareinc.com/industries/compute/): Delivering High-Performance Compute Solutions for Next-Gen Workloads MulticoreWare’s Compute BU specializes in developing high-performance computing solutions that maximize efficiency across CPUs, GPUs, NPUs, and DSPs. From software stacks to cloud-scale infrastructure, we drive innovation in AI/ML workloads, heterogeneous compute platforms, and next-gen compilers, helping customers stay ahead in an evolving compute landscape. Our team combines deep technical expertise with hands-on experience in AI accelerators, TensorFlow/PyTorch frameworks, and HPC workloads, delivering measurable improvements in speed, scalability, and resource optimization. Download Brochure OUR SERVICES AI/ML Accelerator Expertise We optimize AI/ML pipelines across 15+ accelerators with ISA-based tuning and graph-level optimizations like OP&nbsp; &hellip; Read more 
- [Industries](https://multicorewareinc.com/industries/)
- [Senior Software Engineer](https://multicorewareinc.com/careers/senior-software-engineer/): Job Title: Senior Software Engineer Job Location: Chennai Job Type: Full-Time Experience: 5 &#8211; 8 years Why MulticoreWare? Working at MulticoreWare provides you an opportunity to address futuristic problems today. We work on bringing new technology for handling everyday use cases more effectively. Be it people related analytics or video compression techniques; we are one of the front-runners in the industry. With our deep roots in heterogeneous parallel computing, we build solutions into embedded devices leveraging complex machine learning algorithms. What does this role offer? The position offers a convergence of top-notch engineering skills with state- of-the-art research that is&nbsp; &hellip; Read more 
- [Senior Linux Software Developer](https://multicorewareinc.com/careers/senior-linux-software-developer/): Job Title: Senior Linux System SW Developer Job Location: Chennai or Coimbatore Job Type: Full-Time Experience: 4+ years We are seeking an experienced Linux System Software Developer to join our dynamic team. In this role, you will be responsible for designing, developing, and maintaining Linux-based systems and software components. As a Linux System Software Developer, you will play a crucial role in ensuring the stability, performance, and security of our Linux-based products. Key Responsibilities: Collaborate with cross-functional teams to gather requirements and define system specifications. Design, develop, and implement Linux-based software solutions, including kernel modules, device drivers, and system utilities.&nbsp; &hellip; Read more 
- [Senior Video Engineer](https://multicorewareinc.com/careers/senior-video-engineer/): Job Title: Senior Engineer – Video Job Location: Chennai Job Type: Full-Time Experience: 4 &#8211; 7 years MulticoreWare Inc develops heterogeneous software for Media and Automotive markets. It develops and licenses world-class video codec libraries, such as the widely used x265 (opensource HEVC encoding library) and supports tier-1 global streaming video services and video encoding solution providers. As a Senior SW Engineer/Technical Lead, you will join MulticoreWare’s growing team of worldclass engineers, and architects in its offices at Chennai, India, to implement, and deliver solutions in video pipelines and products. You will work in a result-oriented team with a culture&nbsp; &hellip; Read more 
- [Marketing Specialist](https://multicorewareinc.com/careers/marketing-specialist/): Job Title: Marketing Specialist Job Location: Chennai Job Type: Full-Time Experience : 4 &#8211; 7 years Job Description: Strategy Development: Develop, manage and implement comprehensive marketing strategies, leveraging insights on the Smart Cities, Smart Health, and Industry 4.0 sectors. Ensure all marketing efforts serve to achieve immediate and long-term business goals. Market Research: Perform intensive market research to understand customer behavior, industry trends, and the competitive landscape. Use these insights to inform the development of new marketing strategies and campaigns. Product Marketing: Collaborate with the product development teams to market new products and services within these sectors effectively. Gather insights&nbsp; &hellip; Read more 
- [Multi-Object Tracking using Cadence Tensilica ConnX 220 DSP](https://multicorewareinc.com/multi-object-tracking-using-cadence-tensilica-connx-220-dsp/): Multi-Object Tracking using Cadence Tensilica ConnX 220 DSP https://www.youtube.com/watch?v=o7gFVWF72P4 MulticoreWare and Cadence collaborate to demonstrate Multi-Object Tracking on Cadence DSP. We have recently showcased the strength of MulticoreWare&#8217;s Optimization expertise in enabling Multi-Object Tracking (MOT) on the Tensilica ConnX 220 DSP &#8211; Live on Calterah SoC. Through the optimization of certain MOT modules, we attain remarkable frame rates while effectively tracking multiple objects within a busy traffic intersection. Get in touch with our team of DSP experts to delve deeper into our extensive knowledge in Autonomous Mobility &amp; Robotics. We&#8217;re here to resolve your concerns and provide insights into our&nbsp; &hellip; Read more 
- [Compilers](https://multicorewareinc.com/what-we-do/performance-engineering/compilers/): The integration of intelligence into compilers has become increasingly pivotal, given its burgeoning role in optimization within the software landscape, addressing the mounting complexity of contemporary software and hardware environments. Harnessing intelligence empowers compilers to autonomously adapt and optimize code for intricate architectures, yielding substantial improvements in performance, resource utilization, and overall software efficiency. End-to-End Compiler Expertise Optimizing software is paramount to ensuring efficient resource utilization and achieving overarching efficiency objectives. At MulticoreWare, our engineers are involved in various aspects of the LLVM compiler, spanning the entire development lifecycle, with hands-on expertise in frontend development, Intermediate Representation (IR) optimization, and&nbsp; &hellip; Read more 
- [Performance Analysis](https://multicorewareinc.com/what-we-do/performance-engineering/performance-analysis/): At MulticoreWare, our holistic expertise serves as the cornerstone for delivering innovative, efficient, and highly effective solutions that consistently meet and surpass the rigorous demands of real-world applications. We take immense pride in our competitive advantage, which stems from our deep-rooted understanding of software performance analysis—a pivotal discipline in the quest for software optimization. Performance Analysis Our comprehensive performance analysis process comprises a structured sequence of steps aimed at identifying bottlenecks and elevating the efficiency of software systems and applications, ensuring they operate at peak performance. It commences with data profiling, a meticulous process wherein we systematically collect performance data&nbsp; &hellip; Read more 
- [Optimization Services](https://multicorewareinc.com/what-we-do/performance-engineering/optimization-services/): AI/ML Accelerators Expertise At MulticoreWare, we integrate advanced AI engineering with deep system optimization expertise to enable businesses to harness the full power of AI/ML. Our solutions enhance efficiency, speed, and accuracy across diverse platforms, spanning LLM fine-tuning, AI model deployment, inference optimization, framework acceleration, and kernel development. By optimizing AI workflows across CPUs, GPUs, NPUs, and custom accelerators, we ensure peak AI performance while minimizing compute costs. Our Offerings Generative AI Capabilities Fine-Tuned AI Models – Customization of LLMs &amp; SLMs (Llama, Phi-2, Gemma) using QLoRA and Sparse Fine-Tuning for domain-specific efficiency. Optimized AI Deployment – Seamless model rollout&nbsp; &hellip; Read more 
- [Overview](https://multicorewareinc.com/what-we-do/performance-engineering/overview/): Overview In today&#8217;s hyper-competitive digital landscape, where user experience is paramount, and software performance can make or break success, the role of performance engineering is more critical than ever. At MulticoreWare, we are dedicated to mastering the art and science of performance engineering to help our clients unlock the full potential of their software. Performance engineering is a holistic and systematic approach to designing, developing, testing, and optimizing software applications or systems to meet specific performance objectives and requirements. It&#8217;s about ensuring that your software not only functions but excels in terms of speed, responsiveness, scalability, and efficient resource utilization.&nbsp; &hellip; Read more 
- [Performance Engineering](https://multicorewareinc.com/what-we-do/performance-engineering/overview/)
- [Industrial Functional Safety](https://multicorewareinc.com/what-we-do/functional-safety/industrial-functional-safety/): Industrial Functional Safety Industry 4.0 (fourth industrial revolution) refers to the transformation of the manufacturing sector into a fully digitized and connected environment which involves integrating new technologies like Internet of Things, computing spanning from edge to cloud in multiple layers, and the seamless integration of AI-driven analytics into every facet of their operations.These smart factories are equipped with advanced sensors, embedded software and collaborative robots. The digitization process involves integrating communications from operation technology (OT) to information technology (IT), including cloud storage that collects and analyzes data which allow for new levels of visibility and actionable insights leading to&nbsp; &hellip; Read more 
- [Automotive Functional Safety](https://multicorewareinc.com/what-we-do/functional-safety/automotive-functional-safety/): Automotive Functional Safety ISO 26262 serves as a global standard in the automotive sector, focusing on functional safety. By adhering to ISO 26262, the standard guarantees that adequate safety levels are achieved and upheld throughout the lifespan of the vehicle. An ISO 26262 compliant development process plays a crucial role in recognizing and addressing malfunctions in electronic components. Functional Safety Framework MulticoreWare is skilled in all facets of Automotive Functional Safety, from Concept to System Level to Hardware &amp; Software Level. We are capable of supporting the safety context requirements for SEooC sensors for integration and ASIL expectations, thanks to&nbsp; &hellip; Read more 
- [Overview](https://multicorewareinc.com/what-we-do/functional-safety/overview/): Overview True to our tagline, ‘Building AI Solutions Responsibly’, we remain committed to developing and deploying our solutions and services ensuring functional safety at every step. Compliance with industry standards and regulations is of utmost importance in the industrial and automotive sectors. We are well-versed in the requirements outlined by ISO 26262, which addresses the design and development of safety-related electrical and electronic systems. By partnering with us, our clients can ensure their products or systems meet these standards and achieve the necessary safety certifications.
- [Functional Safety](https://multicorewareinc.com/what-we-do/automotive-functional-safety/overview/)
- [Process Engineering](https://multicorewareinc.com/what-we-do/security-compliance/process-engineering/): Process Engineering Process engineering focuses on the development, documentation, and implementation of systematic processes to manage software development activities. Automotive projects require compliance to ASPICE L2 in most cases. We can develop Automotive Software in compliance to ASPICE compliance and support the customer for the required certification process. Process Standards span throughout the entire lifecycle of a system and is industry agnostic though the standards are tailored to domain specifics. By establishing well-defined processes we could envision potential hazards, analyze risks, and develop effective safety strategies. This approach ensures that safety considerations are integrated into every phase of a project,&nbsp; &hellip; Read more 
- [Code Compliance](https://multicorewareinc.com/what-we-do/security-compliance/code-compliance/): Code Review &#038; Compliance Our services include source code review and modifications of various layers of software (camera, radar, others) for Automotive Tier 1 and Tier 2 customers complying to MISRA C 23 and MISRA C++23 standards. Activities Performed: Review of Source Code with static code analysis and MISRA-C tools (Coverity,Polyspace, Gimpel,&#8230;) and submission of Deviation Report Identification of Defects and Vulnerability Buffer overflow, null pointer dereference, uninitialized memory, stack usage analysis, unreachable code, loop and branch termination, Printf and Scanf vulnerability&#8230; Fixing the code to adhere to MISRA-C compliance MISRA C 23 and MISRA C++23 and working with MISRA&nbsp; &hellip; Read more 
- [Cybersecurity](https://multicorewareinc.com/what-we-do/security-compliance/cybersecurity/): Automotive Cybersecurity Engineering Cybersecurity has become a critical concern for the automotive industry as vehicles have become increasingly connected and reliant on digital technologies and defined by the standards ISO 21434. The integration of advanced features such as infotainment systems, autonomous driving capabilities, and vehicle-to-vehicle communication has introduced new vulnerabilities that can potentially be exploited. WP.29&#8217;s safety vision acknowledges the importance of ensuring the safety of road users. WP.29 is a worldwide regulatory forum within the institutional framework of the United Nations.The newest WP.29 regulations address two key proposals for cybersecurity and software update regulations. While the regulation is aimed&nbsp; &hellip; Read more 
- [Overview](https://multicorewareinc.com/what-we-do/security-compliance/overview/): Overview As systems become increasingly complex, the challenges of functional safety extend beyond traditional boundaries. MulticoreWare understands the interconnected nature of safety and security in today&#8217;s digital landscape. In the current scenario, industrial and automotive mechanisms have become more sophisticated, incorporating advanced software, electronics, and interconnected complex modules. Hence, the safety of these systems is paramount to protect human life, the environment, and assets. This is where Process Engineering, Compliance and Cybersecurity come into play. We have a dedicated team for helping you navigate the complex landscape of safety-critical systems while adhering to industry best practices and regulations. Contact us&nbsp; &hellip; Read more 
- [Security & Compliance](https://multicorewareinc.com/what-we-do/automotive-functional-safety/overview/)
- [Performance Analyst Lead](https://multicorewareinc.com/careers/performance-analyst-lead/): Role: Technical Lead JD Code: PC004 Experience: 4 &#8211; 8 Years We are seeking a highly skilled and experienced Senior Compiler and Workload Performance Analyst. As a Senior Performance Analyst, you will play a pivotal role in analyzing and optimizing the performance of the compiler infrastructure and workloads. In addition, you will provide technical leadership, guidance, and mentorship to performance analysis teams. Your expertise in compiler technologies, workload analysis, and team leadership will drive the efficient and effective performance optimization of the target software systems. Responsibilities: Lead and mentor a team of performance analysts, providing technical guidance, support, and feedback&nbsp; &hellip; Read more 
- [Performance Analyst Engineer](https://multicorewareinc.com/careers/performance-analyst-engineer/): Role: Software Engineer / Senior Software Engineer Experience: 2-4 Years We are looking for a talented and motivated Engineer to join our team. You will be involved in various aspects of software development and performance optimization. You will have the opportunity to work on compiler infrastructure, analyze workloads, and contribute to performance improvements. This role offers a great learning experience and the chance to grow your skills in a collaborative environment. Responsibilities: Collaborate with team members to analyze and understand performance bottlenecks in the compiler infrastructure. Work on evaluating and optimizing the performance of workloads across different usage scenarios. Support&nbsp; &hellip; Read more 
- [Product Marketing Manager - Mobility and Transportation BU](https://multicorewareinc.com/careers/product-marketing-manager-mobility-and-transportation-bu/): Experience: 3 &#8211; 7 years We are looking for a self-motivated, energetic Product Marketing Manager to help us grow our business. The ideal applicant will be passionate about all things autonomous and automotive, and will have prior product positioning, GTM, competitive analysis, and creating marketing collateral expertise. About MulticoreWare Inc MulticoreWare Inc is a boot-strapped, software and solutions development company with top-notch talent and skill in a variety of micro-architectures, including multi-thread, multi-core, and heterogeneous hardware platforms. Our four Business Units cover various domains including Mobility &amp; Transportation; Media &amp; Entertainment; Smart City, Smart Infrastructure &amp; Smart Health, and Compute.&nbsp; &hellip; Read more 


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