Robotics Software Engineering Intern

Join Our Innovative Team as a Robotics Software Engineer!Location: San Francisco, CA (full-time, in-person)Company OverviewAt Cosmic Robotics, we aim to revolutionize the construction of essential infrastructure on Earth while developing advanced technologies to facilitate humanity's expansion beyond our planet. Our flagship project, Cosmic-1, is designed to install solar panels at a speed 10 times faster than current methods, propelling us toward a sustainable energy future and laying the foundation for autonomous construction in the years to come.Your RoleAs a Robotics Software Engineer, you will be instrumental in coding, testing, and deploying software for our robots engaged in live field projects. You will be a pivotal member of our team, influencing the future of autonomous construction.Why Join Us?Tackle significant challenges that will shape the future of energy and infrastructure.Collaborate with an elite team hailing from renowned organizations like NASA, SpaceX, Google, and Built Robotics.Experience rapid personal and professional growth within a fast-expanding company.Key ResponsibilitiesDesign, develop, and implement software for robotic manipulation, navigation, and path planning systems.Contribute across the entire software stack, from low-level motor control and sensor integration to high-level application logic.Ensure the safety and reliability of mission-critical systems through comprehensive testing and adherence to best engineering practices.Collaborate with hardware teams to initiate new systems and resolve technical issues.Travel to customer sites for on-site testing and deployment of robotic solutions.Maintain high code quality through reviews, automated testing, and thorough documentation.QualificationsA minimum of 2 years of professional engineering experience.Proficiency in C++, Python, and Linux development.Solid foundation in algorithms, software architecture, planning, and execution.Strong communication and project management abilities.

Join DoorDash Labs, a pioneering team dedicated to innovating the future of last-mile logistics through cutting-edge robotics and automation. As a Robotics Software Engineer on our Drone Delivery team, you will play a vital role in transforming delivery experiences for millions. This position invites you to harness your expertise in UAV technology to develop and implement sophisticated systems that operate in real-world environments. Collaborate with a dynamic team to push the limits of innovation and bring advanced aerial delivery solutions to life.

Founding Robotics Engineer in AI & SoftwareAre you an innovative engineer with a strong enthusiasm for robotics and AI, thriving in collaborative, cross-functional teams? Join us at Foundry Robotics, a pioneering seed-stage startup dedicated to developing advanced robotics solutions tailored for the manufacturing sector. We are seeking a Founding Engineer to become part of our core team, someone who excels in a dynamic environment, takes significant ownership, and is eager to tackle intricate mechanical and manufacturing hurdles.About UsAt Foundry Robotics, we are transforming the manufacturing landscape through state-of-the-art robotics. Our mission is to rejuvenate the American manufacturing industry with an AI-first approach, focusing on assembly and dual-use contract manufacturing. We strive to empower manufacturers with intelligent, efficient, and adaptable robotic systems that redefine productivity and quality. As a founding member of our engineering team, your contributions will have a direct and meaningful impact on our products, culture, and overall success. This position requires full-time, in-person work at our office located in the Mission District of San Francisco.The RoleIn the role of Founding Engineer, you will play a crucial part in the design, development, and deployment of AI and software infrastructure for our autonomous robotic systems. This position requires a hands-on approach, a deep understanding of computer vision and VLA models, as well as proficiency in ROS. You will be responsible for creating high-quality, high-performance software that meets the demanding requirements of a manufacturing environment.Key ResponsibilitiesDesign, develop, and implement innovative AI and software solutions for autonomous robotics in manufacturing.Lead the advancement of computer vision algorithms and VLA models to enhance robotic perception and control.Architect and construct robust, scalable, and high-performance software systems optimized for superior reliability.Leverage ROS2 (Robot Operating System) for diverse robotic applications.Collaborate closely with hardware engineers, product managers, and other stakeholders.Take full ownership of critical software components from conception through deployment.Serve as the primary technical liaison with vendors, partners, and customers, representing the company in external interactions.Contribute to the company's overall technical strategy and roadmap.

Join Our Mission to Revolutionize Autonomy in ConstructionAt Bedrock Robotics, we are pioneering the integration of AI in real-world applications. Our innovative team comprises industry experts who contributed to the success of Waymo, facilitated Segment's $3.2B acquisition, and propelled Uber Freight to $5B in revenue. We are at the forefront of deploying autonomous systems in heavy construction machinery nationwide, significantly enhancing the efficiency of multi-billion-dollar infrastructure projects while prioritizing safety on job sites. With an impressive $350M in funding, we are rapidly addressing the escalating demand for housing, data centers, manufacturing facilities, and the pressing labor shortage in the construction sector.This is where groundbreaking algorithms converge with the realities of the construction field. You will partner with seasoned construction professionals and elite engineers to tackle complex challenges that go beyond simulation capabilities. If you are eager to leverage cutting-edge technology to make a tangible impact alongside a talented team, we invite you to apply.Your RoleAs part of the Onboard Infrastructure team, you will be responsible for developing the foundational software and middleware that operates on our onboard computer, utilizing Rust from board bring-up to middleware.We are seeking a Staff Software Engineer to conceptualize and implement our onboard runtime framework. This framework is crucial for the safe and efficient operation of our autonomy stack, allowing our Machine Learning and Controls teams to accelerate their workflows and deliver with assurance.Your ResponsibilitiesDesign and develop the core application runtime framework, incorporating application lifecycle management, deterministic scheduling, and sophisticated configuration systems that manage complex subsystem dependencies.Create high-performance communication systems and zero-copy interfaces for low-latency, real-time sensor data, including cameras and lidars.Build onboard infrastructure to enhance system observability, diagnostics, and ensure deterministic logging and replay capabilities.Establish and uphold coding standards and code quality, promoting Rust best practices while mentoring junior engineers.Collaborate closely with Machine Learning and Controls teams to ensure the platform meets the stringent requirements of advanced autonomy.Required Qualifications10+ years of software engineering experience, with a focus on systems programming in Rust.Proven track record in developing high-performance, real-time systems.Strong understanding of middleware architectures and software design principles.Experience working in collaborative, cross-functional teams.

Become a Key Player in Revolutionizing Construction AutonomyAt Bedrock Robotics, we are pioneering the transition of artificial intelligence from research labs to real-world applications. Our team, composed of experienced professionals who have contributed to the successes of Waymo, Segment, and Uber Freight, is dedicated to deploying cutting-edge autonomous systems in heavy construction machinery across the nation. Our efforts are accelerating billion-dollar infrastructure projects while enhancing job site safety. With $350 million in funding, we are rapidly addressing the increasing demand for housing, data centers, and manufacturing facilities amid the construction industry's labor shortages.In this role, you will bridge the gap between theory and practice, collaborating with seasoned construction experts and top-tier engineers to tackle complex physical challenges that simulations cannot resolve. If you are eager to leverage advanced technology to solve real-world issues as part of a dynamic team, we invite you to explore this opportunity with us.We are on the lookout for a highly skilled Software Engineer to enhance our onboard testing capabilities. You will be responsible for developing comprehensive safety-critical test cases for our machines. Your work will involve close collaboration with our Robotics Platform and Cloud Infrastructure teams to design and implement validation frameworks that operate on actual machinery, in Hardware-in-the-Loop (HIL) settings, and through cloud-based end-to-end simulation. Your expertise will be crucial in integrating systems engineering, simulation, and onboard infrastructure to rigorously test the robot across hardware-software interfaces.The ideal candidate will demonstrate proficiency in creating reusable automation scripts, developing fault injection capabilities, building interfaces with cloud infrastructure, and collaborating with systems engineers to establish a robust testing framework for onboard AI. Your contributions will directly enhance system reliability and safety by identifying edge cases early, ensuring compliance with stringent safety standards.This position is perfect for software engineers who possess a systemic mindset, are aware of the implications of real-world deployments, and prefer developing intelligent solutions rather than merely executing scripts. Strong candidates will be hands-on engineers who are passionate about reliability and have a background in robotics. Some travel to our remote and Bay Area testing sites will be expected to observe and evaluate your tests in action.Join Bedrock Robotics in our mission to infuse autonomy into the construction industry! We are a dedicated group of professionals from the autonomous vehicle sector, committed to making a significant impact.

About UsBe Part of the Robotic Biomanufacturing Revolution!Multiply Labs is at the forefront of robotics innovation, dedicated to addressing a critical challenge in modern medicine: the automated production of life-saving advanced biologics, including gene therapies, cell therapies, antibodies, and more.Currently, these essential therapies are created using manual and labor-intensive methods, resulting in exorbitant costs—often between $500K and $2M per patient—restricting access for many who need them.As the complexity of products grows and the stakes of failure and scientific labor escalate, the industry is increasingly turning to automation. Robotics and AI are paving the way for a future where biologics manufacturing is feasible, dependable, and economically scalable.We envision a future where biomanufacturing is robotic, closed, automated, and scalable—guaranteeing that vital therapeutics are available to every patient in need.Why This MattersWe aren’t just manufacturing robots—we’re creating the essential infrastructure for the next generation of biologics. Our technology empowers biopharma companies to scale production seamlessly without altering their scientific foundations, minimizing regulatory obstacles and reducing costs, thereby expanding access to these treatments.The Stack & The ScaleThe Mission: Craft the world’s finest robots to ensure life-saving therapies are accessible to all.

Join OSARO as a full-time Senior Robotics Software Engineer, where you will play a crucial role in optimizing our robot control stack. Your mission will be to integrate cutting-edge perception systems and adaptive decision-making algorithms, enabling our industrial robotic arms to achieve the autonomy necessary for high-precision pick-and-place tasks. You will spearhead the development of motion planning and control systems, focusing on enhancing our software architecture to ensure deterministic, real-time performance. Collaborating closely with cross-functional teams in Hardware, Infrastructure, and Machine Learning, you will implement robust, production-ready solutions tailored to our customers' complex software environments.This position is perfect for those who are passionate about engineering innovative solutions at the intersection of advanced robotics and real-time control. If you take pride in owning your projects and excel in a dynamic, collaborative setting, we want to hear from you!Please note that this role requires travel to customer sites, with travel commitments averaging around 35% (approximately 10.5 weeks per year).

Founding Robotics Research EngineerAbout UsAt Foundry Robotics, we are revolutionizing the manufacturing landscape with cutting-edge robotic technology. Our mission is to rejuvenate the American manufacturing sector by becoming an AI-driven, assembly-oriented, dual-use contract manufacturer. We are dedicated to equipping manufacturers with advanced, intelligent, and versatile robotic systems that enhance productivity and ensure superior quality. As a pivotal member of our engineering team, your contributions will profoundly influence our products, corporate culture, and overall success. This position requires you to be present 100% in-person at our Mission District office in San Francisco.The RoleWe are on the lookout for a Founding Robotics Research Engineer to conceptualize, execute, and launch smart robotic systems tailored for manufacturing environments.This is a hands-on role that transcends typical academic or generic software development tasks. You will engage in a variety of areas including:Architecting systems based on ROS2Robotic manipulation and navigationImplementing perception and VLA-based control mechanismsIntegrating traditional controls with innovative learning methodologiesOverseeing on-site deployments in manufacturing workcellsYour skill set should encompass reading and analyzing robotics research papers, fine-tuning controllers, calibrating sensors, and deploying production-ready code to robots operating on factory floors.Key ResponsibilitiesRobotics Systems & ArchitectureDesign and develop distributed robotic systems utilizing ROS2Create modular autonomy frameworks for manipulation and mobile roboticsTake ownership of system-level performance, latency, and reliabilityRobotics Foundation Models (VLA)Develop and integrate Vision–Language–Action models for robotic operationsDesign data collection frameworks and refine foundational models for assembly tasksBenchmark and assess real-world effectivenessControls + LearningIntegrate traditional control methods with learned policiesImplement hybrid perception-planning-control architecturesEnhance robustness, repeatability, and safety in physical systems

Join Our Team at Pylon Labs!At Pylon, we are on a mission to redefine the B2B post-sales landscape. Our innovative all-in-one platform leverages conversational data and advanced intelligence to empower our clients to manage their operations seamlessly and in real-time.Pylon is proudly backed by top-tier investors including a16z, BCV, General Catalyst, and Y Combinator.Today, over 1000 companies, including notable names like Linear, Cognition (the team behind Devin), Modal Labs, and Incident.io, rely on Pylon for their support and customer success workflows. We are also honored to be featured on the Enterprise Tech 30 List.Our product encompasses a vast problem space, presenting numerous opportunities for impactful contributions. We are eager to bring on board several exceptionally skilled software engineers across various tech stacks.Are You the Right Fit?You prefer coding over meetings and are committed to delivering high-quality work.You possess strong engineering fundamentals, write efficient code, and understand your strengths and areas for growth.You thrive on autonomy and take ownership of your projects.You are located in San Francisco or are willing to relocate, and you value in-person collaboration to foster a vibrant company culture.Familiarity with React, Golang, GraphQL, and AWS is a plus.You will be joining a highly skilled technical team with senior engineers from respected organizations such as Samsara, Affinity, and Airbnb.Perks of Joining Pylon Comprehensive medical, dental, and vision coverage for employees. 401(k) retirement plan with company match. Commuter benefits to ease your travel. Generous parental leave. 14 company holidays and unlimited paid time off. Annual offsite retreats. Free lunch, dinner, and snacks at the office to fuel your day. Fitness stipend to support your well-being.About Pylon LabsFunding: Series B led by a16z and BCV, with a total of $51M raised.Founders: [Details about the founders].

Join DoorDash Labs as a GeoSpatial Engineer, where you'll innovate at the crossroads of software engineering and robotics. Utilize your expertise to analyze complex 3D environments, scale our data infrastructure, and visualize vital map data for our fleet operations. If you're passionate about enhancing logistics through cutting-edge technology, we want to hear from you!

Join Multiply Labs as a Senior Robotics Software EngineerAt Multiply Labs, we are at the forefront of innovation in San Francisco, California, backed by prestigious investors like Casdin Capital, Lux Capital, and Y Combinator. Our mission is to transform the landscape of cell therapy manufacturing through the development of advanced robotic systems that automate and scale production, making these life-changing treatments more accessible and affordable. Our solutions enable biopharma companies to streamline their processes while mitigating regulatory risks and lowering costs that can exceed $1M per patient.To see our technology in action, visit www.multiplylabs.com and connect with us on LinkedIn. You can also explore our latest peer-reviewed study demonstrating the efficacy of our automated cell expansion processes at cytotherapy.org.Position OverviewAs a pivotal member of our Robotics Software Engineering Team, you will lead the development of intelligent software that drives our automated manufacturing systems. This role is ideal for a dedicated and hands-on engineer who is passionate about leveraging robotics and software to solve complex challenges in the biopharma sector. You will work alongside a world-class team, contributing to solutions that directly impact patient lives.

Join Orchard as a Robotics Software Engineer specializing in Perception and Localization. In this dynamic role, you will be at the forefront of developing cutting-edge robotics software solutions that enhance our autonomous systems. Collaborate with a passionate team of engineers and researchers to push the boundaries of technology and innovation.

Join Pylon Labs: Pioneering B2B Post-Sales SolutionsAt Pylon, we are at the forefront of innovation, creating a comprehensive B2B post-sales support platform that harnesses conversational data and advanced intelligence. Our mission is to empower our clients to manage their operations seamlessly in real-time.With backing from renowned investors such as a16z, BCV, General Catalyst, and Y Combinator, we are proud to support over 1,000 companies, including Linear, Cognition (creators of Devin), Modal Labs, and Incident.io, in streamlining their customer success workflows with our platform. We are also honored to be featured on the Enterprise Tech 30 List.Your Role and ResponsibilitiesDevelop and integrate security features within the product such as audit logging, RBAC, SCIM, SAML, and more.Oversee security review processes, including SOC 2, ISO 27001, HIPAA compliance, and bug bounty programs.Act as the security expert in pre- and post-sales discussions.Facilitate rapid development while ensuring robust security measures are upheld.Lead projects from customer requests through design to deployment.Who You AreYou have experience in building or shipping security features.You have contributed to security and compliance initiatives in a startup or dynamic environment.You are adept at engaging with customers and clarifying technical decisions.You excel when given autonomy, taking ownership of projects, and managing your own tasks.You are located in San Francisco or are open to relocating, enjoy in-person collaboration, and are committed to fostering a positive workplace culture.You are proficient in technologies such as React, Golang, GraphQL, and AWS.You will be joining a skilled technical team of senior engineers from prestigious companies like Samsara, Affinity, and Airbnb.Perks of Working with Us Comprehensive medical, dental, and vision coverage for employees 401(k) retirement savings plan Commuter benefits Generous parental leave 14 company holidays plus unlimited PTO Annual team offsite

atomicsemi is hiring a Robotics Software Engineer to join the team onsite in San Francisco. This role focuses on developing and improving the software that drives our robotic systems. Key responsibilities Design, develop, and implement software for robotic platforms Collaborate with engineers and researchers to enhance robotics products Offer technical expertise and contribute ideas to improve our solutions Work location This position is based at atomicsemi’s San Francisco office and requires onsite work.

About the RoleAs a Software Engineer specializing in Robotics Controls, you will take charge of the software that drives our robotic systems. Your role will involve close collaboration with machine learning teams to transform intended actions into smooth, efficient, and safe movements across various robotic embodiments. You will work alongside hardware engineers and partners to ensure optimal performance of systems, dynamics, and components.Key Responsibilities:Develop, implement, and rigorously test the complete real-time control system, ranging from low-level firmware to specifications for each robotic embodiment.Manage various robotic embodiments, from standard industrial collaborative robot arms to custom-designed hardware.Ideal Candidate Profile:Extensive knowledge in rigid body kinematics and robotic control systems.Proven experience in deploying robots in production environments with high reliability standards.Proficiency in high-performance, production-ready programming using Python and C++.Familiarity with kinematics and simulation libraries.Experience with robotic middleware frameworks such as ROS/ROS2/ZCM.

About Us:Aurelius Systems is a venture capital-backed startup at the forefront of defense technology, specializing in the development of autonomous, edge-deployed robotic systems utilizing directed energy for counter-unmanned aerial systems (UAS).Our innovative approach involves creating laser systems designed to neutralize drones.With a dedicated team of approximately 10 engineers, former U.S. military personnel, and industry experts, we are committed to advancing America's capabilities in directed energy technology, delivering the first cost-effective and reliable laser weapon systems.Inspired by the philosophy of Marcus Aurelius, we emphasize consistent effort and accountability in our work, embodying a culture of high output without excuses. Following in the footsteps of pioneers like Henry Ford, we embrace innovation and action within our small but impactful team.In addition to our San Francisco headquarters, we are proud to operate a manufacturing hub in Detroit and conduct field tests weekly on our expansive private range.If you thrive on seeing your engineering contributions directly in action rather than being confined to a lab, we encourage you to explore this opportunity.The Position & Your Contribution:As a Robotics Software Systems Engineer, your primary responsibility will be to ensure that all subsystems function seamlessly and efficiently together.Our system comprises a complex array of subsystems including sensing, computer vision, machine learning inference, control systems, power management, and mechanical actuation. Achieving minimal processing time and inter-process latency is crucial for successfully targeting our nimble and evasive UAS.The key area we are looking to fill is real-time systems performance at the hardware interface. You should possess a deep understanding of how software execution impacts physical system behavior, how latency accumulates across CPU, GPU, memory, and I/O, and how bandwidth limitations influence sensor data processing. We need an engineer who is detail-oriented, considering microseconds, memory bandwidth, cache behavior, and system determinism.In our tight-knit team of around 10 engineers, you will have the opportunity to take ownership of systems that are field-tested. The success of our tests is binary—it's either effective or it isn't—and your role will involve iterative improvement based on real-world outcomes.Your Responsibilities:Manage the latency budget for the entire platform, from data sensing to actuation.Profile and mitigate latency across CPU, GPU, memory, and I/O interfaces.Develop and optimize kernels for high-throughput, low-latency operations.Adjust memory access patterns for optimal performance.

Join Us at Pylon as a Software Engineer - AI AgentsAt Pylon, we are revolutionizing the B2B post-sales landscape. Our comprehensive platform, driven by conversational data and advanced intelligence, empowers businesses to operate seamlessly in real-time.Supported by notable investors such as a16z, BCV, General Catalyst, and Y Combinator, we proudly serve over 1000 companies, including Linear, Cognition, Modal Labs, and Incident.io. Our inclusion in the Enterprise Tech 30 List shines a light on our impact.With a vast problem domain, we are eager to expand our team of talented software engineers to tackle the exciting challenges ahead. Your contributions will directly influence the development of our innovative solutions.Your RoleDevelop and implement the next generation of AI features at Pylon, swiftly adapting based on user feedback.Enhance the quality and efficiency of existing AI functionalities.Are You the Right Fit?If you prefer coding over meetings and value productivity, you might fit right in.Strong engineering fundamentals and efficient coding skills are essential.Autonomy excites you; you enjoy owning details and managing your projects.Located in San Francisco or willing to relocate? We value in-person collaboration as we cultivate a vibrant team culture.Our tech stack includes React, Golang, GraphQL, and AWS.Join a team of experienced engineers from prestigious companies like Samsara, Affinity, and Airbnb.What We Offer Comprehensive medical, dental, and vision coverage for employees 401(k) retirement plan Commuter benefits Parental leave 14 company holidays plus unlimited PTO Annual offsite retreats Meals and snacks provided at the office Fitness stipend

About Watney RoboticsWatney Robotics is at the forefront of developing autonomous robots designed to enhance critical infrastructure. Recently securing $21 million in seed funding from notable investors including Conviction, Abstract, and A*, we are collaborating with the world's largest hyperscalers to expedite data center expansion and maintenance.Join us as we transition from prototype to production fleets, offering you a unique opportunity for significant ownership and visibility within a groundbreaking robotics company. Play an integral part in shipping real systems, shaping our rollout strategies, and making a lasting impact in this defining category.The RoleAs a core member of our Engineering team, you will be responsible for architecting and developing systems for our rapidly growing fleet of production robots. We prioritize pragmatism and high agency, encouraging swift execution and innovation, making this an ideal opportunity to elevate your engineering career.This position requires onsite presence at our headquarters in San Francisco, where you will work closely with our founding team.What You’ll DoDesign, build, and maintain highly available and robust distributed systems.Implement, test, and debug code across the entire software stack.Collaborate with Machine Learning Engineers to create fast online reinforcement learning systems at scale.What You'll BringA minimum of 4 years of software development experience.A strong technical foundation with expertise in architecting large-scale distributed systems.Hands-on experience in building and optimizing across the software stack.Proficiency in programming languages such as Golang, Java, Scala, or Python; Rust is a significant advantage!A proactive approach, strong problem-solving abilities, and analytical skills.Excellent communication and collaboration skills to work effectively with ML Engineers.CompensationThe salary for this position ranges from $150,000 to $200,000 annually. We offer a competitive compensation package, which includes equity and comprehensive benefits.At Watney Robotics, we are dedicated to fostering a diverse and inclusive team. We welcome individuals from all backgrounds and identities and base our hiring decisions on skills, experience, and potential. If you are enthusiastic about robotics but do not meet every requirement, we encourage you to apply!

Who We AreAt Twelve Labs, we are at the forefront of creating innovative multimodal foundation models capable of understanding videos as humans do. Our groundbreaking models have set new benchmarks in video-language modeling, enhancing our capabilities and fundamentally changing how we engage with and interpret diverse media formats.Backed by an impressive $107 million in Seed and Series A funding, our organization enjoys support from prestigious venture capital firms including NVIDIA's NVentures, NEA, Radical Ventures, and Index Ventures, along with visionary leaders in AI such as Fei-Fei Li, Silvio Savarese, and Alexandr Wang. With our headquarters in San Francisco and a significant presence in Seoul, our global reach reflects our dedication to fostering innovation worldwide.We celebrate the individual journeys of our team members, recognizing that our diverse cultural, educational, and life experiences enable us to continuously challenge the status quo. We seek passionate individuals who resonate with our mission and are eager to create a meaningful impact as we expand the horizons of technology to reshape the world. Join us in our quest to revolutionize video comprehension and multimodal AI.About the RoleAs a Senior Backend Software Engineer at Twelve Labs, you will play a pivotal role in developing the server-side infrastructure that powers our new agentic application layer. You'll be an integral part of a small, high-impact team, taking ownership of the essential transition from prototype to a production-ready platform.Travel Requirements: Up to 25% travel to Los Angeles is expected.Candidates should be prepared to travel up to 10% annually for conferences, off-site meetings, and other business-related activities as required. This position may involve participating in on-site interviews and in-person onboarding processes.Your ResponsibilitiesBackend DevelopmentDesign and implement backend services for video processing workflows, including ingestion, transcoding, 4K export, metadata extraction, and timeline operations.Architect scalable and reliable systems to support enterprise-level video workloads using cloud-native infrastructure (AWS, GCP).Develop and optimize APIs that power real-time and asynchronous frontend workflows, focusing on streaming data delivery and long-running job orchestration.Ensure performance and reliability of distributed video processing pipelines, meeting low latency and high throughput requirements.