Senior Research Scientist- Vision-Language-Action (VLA) Models

We need to output HTML fragment with sections: About the role? Actually we have Company Description, Job Description, Qualifications, Additional Information (benefits, pay). We need to use

for section headings: e.g., About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We must not repeat job title as heading. We need to include sections only when posting has real specific content. We have content for Company Description (maybe "About the role"? Actually Company Description is about the company, not role. Could map to "About the role"? Might be better to use "About the role" for role description. But we have "Job Description" which contains responsibilities. Could map "Responsibilities" heading to that. "Qualifications" heading to qualifications. "Benefits" heading to benefits info. "Pay" heading to salary range. "Skills" maybe not needed if not explicit. "Schedule" not present. "Requirements" maybe same as qualifications? But we can combine. We must not create sections with filler. So we need sections: About the role? Could use Company Description as "About the role"? Might be odd but acceptable. Could also omit Company Description if not needed? The instruction: "use

for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule)." It says e.g., not mandatory to use all. We should include sections that have content. We have company description, responsibilities (job description), qualifications, benefits, pay. So we can have headings: About the role (company description), Responsibilities (job description), Qualifications (basic + preferred), Benefits, Pay. We must not repeat job title as heading. Good. We need to use

• for any list of duties/requirements/benefits, and

  for prose. We need to preserve all substantive information, not invent or summarize away detail. Remove boilerplate: cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. So we need to strip the Equal Opportunity Employer line, drug testing, background check, etc. Also remove the "Learn more about our full benefits offerings by visiting: https://..." maybe keep as part of benefits? It's a link; could keep but it's not boilerplate? It's a reference; maybe keep as part of benefits. But it's not prohibited. However it's a link to benefits; could keep. We need to preserve all substantive information: company description paragraphs, responsibilities bullet points (they are currently sentences separated by periods). We need to convert to list items. Qualifications: basic qualifications list (multiple lines). Preferred qualifications list. Benefits: description of benefits package. Pay: salary range. We must not include filler like "commensurate with experience". Not present. We must not create sections with no content. Let's extract content. Company Description: "The Bosch Research and Technology Center North America with offices in Sunnyvale, California, Pittsburgh, Pennsylvania, and Cambridge, Massachusetts is a part of the global Bosch Group (www.bosch.com), a company with over 70 billion euro revenue, 400,000 employees worldwide, a very diverse product portfolio, and a history spanning over 125 years. The Research and Technology Center North America (RTC-NA) is dedicated to providing technologies and system solutions for various Bosch business fields, primarily in the field of artificial intelligence, energy technologies, internet technologies, circuit design, semiconductors and wireless, as well as advanced MEMS design. As a part of the global research, our AI research in Silicon Valley focuses on Foundation Models, Big Data Visual Analytics, Explainable AI (XAI), Natural Language Processing, Computer Vision & Mixed Reality, Cloud Robotics, Data Science, AI System Engineering, Time-series Analysis. We develop scalable, intelligent, and trustworthy AIoT solutions for Bosch products and services in application areas such as automated driving, advanced driver assistance systems (ADAS), robotics, smart manufacturing, enterprise AI, health care, smart home and building solutions. Originating from the AI research in Silicon Valley, our Intelligent Autonomous Systems group is responsible for enabling future autonomous Bosch products by pushing the boundaries of automated driving, advanced driver assistance systems (ADAS), robotics and automation through key innovations that encompass system architecture and AI components. These include methods for motion planning, high level task planning and decision making as well as systems for making these technologies work on real products by building frameworks that take advantage of technologies in the field of reliable distributed computing. We work with internal partners of different Bosch business units to transfer our solutions into future products. We also actively collaborate with leading groups in academia and industry to promote research ideas and publish research findings in internationally renowned conferences and journals such as CVPR, ICRA, IROS, RSS, NeurIPS and CoRL." That's a long paragraph; we can keep as

  . Job Description / Responsibilities: "As a Senior Research Scientist- Vision-Language-Action (VLA) Models, you contribute to research projects at the forefront of the ADAS/AD industry. Key responsibilities include: Conduct research and engineering in core AI and machine learning fields to enable Embodied AI (including computer vision, autonomous planning, open-world learning, and so on) for related business domains of ADAS/AD, industrial automation, robotics etc.Push the boundaries in (modular) end-to-end perception and planning for ADAS/AD, incorporating advancements in large vision-language-(action) models to aid reasoning capabilities and explainability.Collaborate cross-functionally with global research and engineering teams to ensure seamless technology transfer and system integration.Implement research results to solve real-world challenges, ensuring high-quality system integration within Bosch's existing platforms.Stay at the forefront of innovation by actively engaging with academic and industry communities through conferences, workshops, and technical events.Document and disseminate research findings through high-caliber publications and/or patent submissions." We need to split into list items. Each responsibility starts after "Key responsibilities include:" and then sentences separated by periods but no spaces after periods? Actually there is no space after period before next sentence. We'll split by periods that are followed by capital letter or start of new sentence. Let's list: - Conduct research and engineering in core AI and machine learning fields to enable Embodied AI (including computer vision, autonomous planning, open-world learning, and so on) for related business domains of ADAS/AD, industrial automation, robotics etc. - Push the boundaries in (modular) end-to-end perception and planning for ADAS/AD, incorporating advancements in large vision-language-(action) models to aid reasoning capabilities and explainability. - Collaborate cross-functionally with global research and engineering teams to ensure seamless technology transfer and system integration. - Implement research results to solve real-world challenges, ensuring high-quality system integration within Bosch's existing platforms. - Stay at the forefront of innovation by actively engaging with academic and industry communities through conferences, workshops, and technical events. - Document and disseminate research findings through high-caliber publications and/or patent submissions. We'll put each as

• . Qualifications: Basic Qualifications: "Ph.D. in Computer Science, Robotics or a related discipline or Master's degree with >= 2/4 years industry experience after graduation. A minimum of 5 years of R&D experience, or an equivalent graduate research background, primarily in AI technologies including Computer Vision and Robotic or Automotive Motion and Behavioral Planning. Proficiency in one or more programming languages commonly used in machine learning (e.g., Python, C++, Rust). Strong interpersonal, communication, and teamwork capabilities. Knowledge of major machine learning frameworks like TensorFlow or PyTorch. Hands-on experience in reinforcement learning for behavior or motion planning or other applicable contexts and familiarity with common RL techniques (e.g. PPO, DQN, DDPG). A strong portfolio of publications in premier machine learning, deep learning, robotics and computer vision journals and conferences." Preferred Qualifications: "Experience with real-world product development and deployment of autonomous systems. Hands-on experience building and applying multimodal transformer-based sequence-to-sequence models, especially multimodal vision-language-action models. Hands-on experience in computer vision and deep learning, with work in any of the following areas: multimodal transformers, multimodal language models, diffusion models, NeRF, gaussian splatting, object detection / segmentation, 3D scene understanding, sensor calibration, SfM, voxel/BEV grid-based feature representation." We can combine into one Qualifications section with subheadings? But we only allowed headings like Qualifications. Could have two subsections using

  ? Not allowed; only

  for section headings. Could just list all qualifications in a single list, but we need to differentiate basic vs preferred? Could keep as two

  with preceding

  indicating Basic and Preferred. That's okay. Benefits: "We offer a competitive base salary for this position with a range in US-California of --$185,000 - $215,000 along with an annual corporate bonus, and a long-term incentive bonus designed to reward sustained impact and contribution over time. Within the salary range, the individual pay is determined based on several factors, including, but not limited to, work experience and job knowledge, complexity of the role, job location, etc. Your well-being matters at Bosch! We offer a a benefits package designed to empower you in every area of your life. This includes premium health coverage, a 401(k) with generous matching, resources for financial planning and goal setting, ample paid time off, parental leave, and comprehensive life and disability protection. Your Recruiter can share more details for this position during the interview process. Learn more about our full benefits offerings by visiting: https://www.myboschbenefits.com/public/welcome." We need to separate Pay and Benefits. The salary range is Pay. Benefits: health coverage, 401(k), etc. Also mention annual corporate bonus and long-term incentive bonus maybe part of Pay? Could be part of compensation but we can keep in Pay section. The instruction: include Pay section only if posting actually states them. It does state salary range and bonuses. So Pay section: salary range, annual corporate bonus, long-term incentive bonus, determination factors. Benefits section: health coverage, 401(k) matching, financial planning resources, paid time off, parental leave, life and disability protection. Also maybe note recruiter can share more details and link. We must not duplicate. Let's extract Pay details: - Competitive base salary range US-California: $185,000 - $215,000. - Annual corporate bonus. - Long-term incentive bonus. - Individual pay determined based on work experience, job knowledge, complexity of role, job location, etc. We'll put as

  or

  ? Since it's not a list of duties/requirements/benefits, we can use

  . But we could also use

  for list of pay components. The rule: Use
  • for any list of duties/requirements/benefits. Pay is not explicitly listed but could be considered a list; but safer to use

    . Benefits: list of items: premium health coverage, 401(k) with generous matching, resources for financial planning and goal setting, ample paid time off, parental leave, comprehensive life and disability protection. Use

    • . Also note "Your Recruiter can share more details for this position during the interview process. Learn more about our full benefits offerings by visiting: https://www.myboschbenefits.com/public/welcome." That's prose; we can put as

      . Now we need to output HTML fragment only, no /, no markdown fences. Structure:

      About the role

      Company description paragraphs...

      Responsibilities

      • ...
      ...

      Qualifications

      Basic Qualifications:

      • ...
      ...

      Preferred Qualifications:

      • ...
      ...