We are building AI to simulate the world through merging art and science. We believe that world models are at the frontier of progress in artificial intelligence. Language models alone won’t solve the world’s hardest problems – robotics, disease, scientific discovery. Real progress requires models that experience the world and learn from their mistakes, the same way that humans do. And this kind of trial and error can be massively accelerated when done in simulation, rather than in the real world. World models offer the most clear path to general-purpose simulation, changing how stories are told, how scientific progress is made and how the next frontiers of humanity are reached. Our team consists of creative, open minded, caring and ambitious people who are determined to change the world. We aspire to continuously build impossible things and our ability to do so relies on building an incredible team. If you are driven to do the same, we'd love to hear from you. About the role We’re looking for Research Engineers to contribute to our ambitious research agenda spanning multimodal foundational models, interactive world modeling, and real-time generation. This role is highly collaborative and will touch many aspects of our broader research efforts, taking a full-stack approach across pretraining, SFT/RL post-training techniques, evaluation, and bringing models to production. What you’ll do - Run experiments to teach world models new behaviors — action following, scene manipulation, camera control, and beyond - Develop and test new data strategies, architectural variants, and training techniques - Design evaluations that measure model capabilities, and use them to drive model improvement - Take features from research prototype to production, collaborating with product and creative teams to address application-specific gaps - Contribute across the entire stack (data pipelines, modeling, production inference) to move projects forward What you’ll need - 4+ years of experience in machine learning research or engineering - Familiarity with the architecture, training, and inference of large-scale multimodal generative models - Experience building robust data pipelines for pretraining and post-training - Comfort working across the full research stack: data, training, evaluation, and deployment - Proficiency with at least one ML framework (e.g. PyTorch, JAX) and experience with distributed training at scale - Ability to context-switch quickly and drive projects forward in a fast-moving, ambiguous environment - Excitement about building AI that simulates the world Runway strives to recruit and retain exceptional talent from diverse backgrounds while ensuring pay equity for our team. Our salary ranges are based on competitive market rates for our size, stage and industry, and salary is just one part of the overall compensation package we provide. There are many factors that go into salary determinations, including relevant experience, skill level and qualifications assessed during the interview process, and maintaining internal equity with peers on the team. The range shared below is a general expectation for the function as posted, but we are also open to considering candidates who may be more or less experienced than outlined in the job description. In this case, we will communicate any updates in the expected salary range. Lastly, the provided range is the expected salary for candidates in the U.S. Outside of those regions, there may be a change in the range, which again, will be communicated to candidates. Working at Runway Great things come from great teams. We’d love to hear from you. We’re committed to creating a space where our employees can bring their full selves to work and have equal opportunity to succeed. So regardless of race, gender identity or expression, sexual orientation, religion, origin, ability, age, veteran status, if joining this mission speaks to you, we encourage you to apply. More about Runway - Universal World Simulator - GWM-1 - Gen-4.5 - General World Models - Robotics SDK - Conversational Real-time Agents - Runway Studios We're excited to be recognized as a best place to work: Crain's | InHerSight | BuiltIn NYC | INC

• Post-train frontier models to autonomously run parts of the scientific discovery pipeline • Generate hypotheses and design experiments that run in an actual lab • Operate sophisticated scientific equipment • Create high-quality evaluation and training tasks • Scale up RL environments and design creative reward functions • Run large-scale RL runs for automating scientific discovery

• Train frontier models to be highly knowledgeable scientific experts • Develop methods for synthetic data generation, distillation, and continual learning at scale • Work closely with RL researchers, physicists, and chemists to create evals that guide scientific data curation • Collaborate with supercompute engineers to scale compute-efficient LLM training to thousands of GPUs • Build high-performance tools for investigating how data shapes intelligence

Overview Optimize End-User Technology. Enhance Productivity. Deliver IT Excellence. As an IT End User Compute Engineer, you will be responsible for managing, optimizing, and modernizing end-user computing environments within our organization. Your primary focus will be on ensuring the reliability, security, and efficiency of a diverse range of endpoints, including desktops, laptops, thin clients, and mobile devices. You will work closely with IT teams and stakeholders to implement and support "Modern Management" technologies that enhance user productivity and satisfaction. About you: - Experience: Minimum of 3–5 years in IT, with a specialized focus on end-user computing and technical support. - Technical Breadth: Comfortable managing and troubleshooting Windows 11, Linux, macOS, Android, and iOS endpoints. - Endpoint Management: Expert-level experience with "Modern Management" of EUC endpoints, specifically utilizing Microsoft Intune and Autopilot for seamless device configuration. - Virtualization: Deep knowledge of virtual desktop infrastructure (VDI) technologies, including Microsoft Azure Virtual Desktop (AVD) and Omnissa Horizon. - Thin Client Management: Experience managing and optimizing IGEL OS or HP ThinPro Linux Thin Clients. - Automation & Scripting: Strong scripting skills in PowerShell, Python, or Bash to automate repetitive tasks and deployments. - Application Delivery: Proven experience in packaging and deploying software applications across a distributed fleet. - Security Mindset: Familiarity with desktop security best practices and endpoint protection solutions. - Soft Skills: Enjoys working in a team-oriented environment, possesses an interest in working with AI tools, and is comfortable presenting changes or technical achievements to stakeholders. - Growth: A strong commitment to continuous learning and staying updated on emerging technologies. General Duties & Responsibilities - Deploy, configure, and maintain a multi-platform fleet of systems for end-users. - Install, update, and troubleshoot complex software applications and operating systems. - Monitor and optimize system performance, security, and reliability across physical and virtual environments. - Provide high-level technical support and assistance to end-users via helpdesk tickets, email, or phone. - Collaborate with IT teams to implement and support endpoint management and automation solutions. - Demonstrate flexible and efficient time management and the ability to prioritize a complex workload. - Conduct user training and create technical documentation to support evolving end-user computing environments. - Participate in working groups, staff meetings, and committees to represent EUC interests. - Recommend innovative approaches for continual improvements to policies, procedures, and documentation. - Consistently promote the company’s core values. This is a work from home position. To support operational needs and business hours, candidates should reside in one of these states: Alabama, Arkansas, Florida, Georgia, Indiana, Kansas, Michigan, Missouri, North Carolina, Pennsylvania, South Carolina, Tennessee, Texas or Virginia. Essential Functions Essential Functions of Position - Manage and support a diverse array of end-user devices and virtual desktop environments. - Troubleshoot and resolve complex technical issues related to hardware, software, and connectivity. - Create and manage modern images and configurations efficiently with Microsoft Intune and Autopilot. - Engage with leadership to effectively communicate technical achievements and maintain up-to-date license information. - Assist in the development and enforcement of OS security policies and procedures to protect company data. About You Job Specifications: Specialized Knowledge/Skills: - Ability to work on repetitive automation tasks with a high degree of accuracy. - Ability to work with confidential information. - Excellent verbal and written communication skills, including the ability to present technical data to non-technical audiences. - Detail and deadline-oriented work ethic with the ability to multi-task in a fast-paced environment. - Excellent problem-solving and critical thinking skills for troubleshooting complex EUC issues. Education/Experience: - High school diploma - Minimum 3-5 years of data processing, preferably in a healthcare, compliance, or legal environment License/Certification (Preferred): - Microsoft 365 Certified: Endpoint Administrator Associate (MD-102) - Microsoft Certified: Azure Virtual Desktop Specialty (AZ-140) - Omnissa Horizon (VCP) or equivalent VDI certification - IGEL Certified Professional (ICP) or IGEL Certified Engineer (ICE) - Apple Certified Support Professional (ACSP) Work Environment/Physical Requirements: - This job offers a hybrid work model, allowing for remote work without the need to be in the office every day. - Some stress may occur. - While performing the duties of this job, the employee is regularly required to sit for extended periods of time, and to speak and hear. The employee must occasionally lift and/or move up to 25 pounds. Specific vision abilities required by this job include close vision, distance vision, depth perception, and ability to adjust focus. We Offer Benefits for All Associates (Full-Time, Part-Time & Per Diem): - Competitive Pay - 401(k) with Company Match - Career Advancement Opportunities - National & Local Recognition Programs - Teammate Assistance Fund Additional Full-Time Benefits: - Medical, Dental, Vision Insurance - Mileage Reimbursement or Fleet Vehicle Program - Generous Paid Time Off + 7 Paid Holidays - Wellness Programs (Telemedicine, Diabetes Management, Joint & Spine Concierge Care) - Education Support & Tuition Assistance (ASN to BSN, BSN to MSN) - Free Continuing Education Units (CEUs) - Company-paid Life & Long-Term Disability Insurance - Voluntary Benefits (Pet, Critical Illness, Accident, LTC) Apply today and help us transform the way technology empowers our people Legalese - This is a safety-sensitive position - Employee must meet minimum requirements to be eligible for benefits - Where applicable, employee must meet state specific requirements - We are proud to be an EEO employer - We maintain a drug-free workplace Location Gentiva Our Company At Gentiva, it is our privilege to offer compassionate care in the comfort of wherever our patients call home. We are a national leader in hospice care, palliative care, home health care, and advanced illness management, with nearly 600 locations and thousands of dedicated clinicians across 38 states. Our place is by the side of those who need us – from helping people recover from illness, injury, or surgery in the comfort of their homes to guiding patients and their families through the physical, emotional, and spiritual effects of a serious illness or terminal diagnosis. Our nationwide reach is powered by a family of trusted brands that include: - Hospice care: Gentiva Hospice, Emerald Coast Hospice Care, Heartland Hospice, Hospice Plus, New Century Hospice, Regency SouthernCare, SouthernCare Hospice Services, SouthernCare New Beacon - Palliative care: Empatia Palliative Care, Emerald Coast Palliative Care - Home health care: Heartland Home Health - Advanced illness management: Illumia Health With corporate headquarters in Atlanta, Georgia, and providers delivering care across the U.S., we are proud to offer rewarding careers in a collaborative environment where inspiring achievements are recognized – and kindness is celebrated.