AI Engineer - Sr Lead Software Engineer

We need to output HTML fragment with sections: About the role, Responsibilities, Requirements (or Qualifications), Skills maybe, Benefits, Pay, Schedule only if present. The posting includes "About US" and "About The Team". We need to decide sections: "About the role" maybe from first paragraph? The job description includes description of role. Could treat that as "About the role". Then "Responsibilities" from "Job Responsibilities". Then "Required Qualifications, Capabilities, And Skills" could be split into Requirements and Skills? The instruction: use headings for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). We can combine Requirements and Qualifications maybe as "Requirements". Skills maybe separate. But we must only include sections when posting has real specific content. The posting includes "Required Qualifications, Capabilities, And Skills" and "Preferred Qualifications, Capabilities, And Skills". So we could have "Requirements" for required qualifications, and "Preferred Qualifications" maybe as "Preferred Qualifications". But the list of allowed headings includes Qualifications as a possible heading. Could do "Qualifications" for required, and maybe "Preferred Qualifications" not in list but we could still include? The instruction says use headings for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). It doesn't forbid other headings but suggests those. Safer to stick to those. We could map required qualifications to "Requirements" and skills to "Skills". Preferred qualifications could go under "Skills" or maybe omitted? But we must preserve ALL substantive information; cannot drop preferred qualifications. So we need a section for them. Could use "Qualifications" heading and include both required and preferred? But then we lose distinction. Could have "Requirements" for required, and "Preferred Qualifications" as a heading though not in list but maybe acceptable? The instruction: "Use

for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule)." The e.g. suggests examples, not exhaustive. So we can add other headings if needed. But better to follow spirit: include sections only when posting has real content. We'll include: About the role, Responsibilities, Requirements (required qualifications), Skills (maybe combine required skills?), Preferred Qualifications, Benefits, About US (maybe as "About the company")? The instruction says do NOT repeat job title as heading. It didn't forbid About US. Could include "About the company" but not in list. Might be okay. However they said prefer a few substantive sections over many thin ones. So we should combine where possible. We have substantive content: role description, responsibilities, required qualifications, preferred qualifications, benefits (total rewards package), about US (company overview), about team. We could make sections: About the role, Responsibilities, Requirements, Preferred Qualifications, Benefits, About the company, About the team. But that's many sections. Maybe combine About the company and About the team into "About JPMorganChase". Could be one section. We need to avoid boilerplate like EEO, equal opportunity, etc. Remove those lines. We must preserve all substantive information: so we need to keep details about benefits: competitive total rewards package, base salary determined based on role, experience, skill set and location; eligible roles may receive commission-based pay and/or discretionary incentive compensation, paid in cash and/or forfeitable equity; benefits include comprehensive health care coverage, on-site health and wellness centers, retirement savings plan, backup childcare, tuition reimbursement, mental health support, financial coaching and more. Also mention additional details about total compensation and benefits will be provided during hiring process. We must not create Pay or Schedule sections unless posting actually states them. It mentions base salary determined based on role, experience, skill set and location; commission-based pay etc. That's pay info. So we could include a Pay section. However the instruction: "never create Pay/Schedule/Benefits sections unless the posting actually states them." It does state pay info (base salary, commission-based pay). So we can include Pay section. Benefits also stated, so Benefits section. Schedule not mentioned, so omit Schedule. Now we need to format lists with

• for any list of duties/requirements/benefits. So responsibilities list should be
  • . Required qualifications list also
    • . Preferred qualifications list also
      • . Benefits list also
        • . Also maybe skills list? We'll treat required qualifications as list. We need to preserve all substantive information, not invent or summarize away detail. So we must keep each bullet point as is. Let's extract content. First paragraph(s) about role: "Be an integral part of an agile team that's constantly pushing the envelope to enhance, build, and deliver top-notch technology products. As a Senior Lead Software Engineer at JPMorganChase within the AI/ML Data Platforms team, you will be a key member of an agile team responsible for enhancing, building, and delivering trusted, market-leading technology products in a secure, stable, and scalable manner. You will drive meaningful business impact through hands-on engineering leadership, applying deep technical expertise and structured problem-solving to address complex challenges across multiple technologies and applications. In this role, you will help design and deliver agentic AI platforms and large language model (LLM)-enabled services for enterprise use cases. You will contribute to architecture and engineering decisions, build cloud-native services on AWS, and improve system quality through strong evaluation, observability, and operational excellence practices. You will also raise engineering standards through high-quality code reviews, clear documentation, and effective collaboration across teams." That's prose; we can put in

          . Next "Job Responsibilities" heading then list of responsibilities each starting with a verb. We'll capture each bullet. List: - Provide technical guidance and direction to business and engineering teams by partnering with external teams to align on priorities, unblock delivery, and drive successful engineering outcomes. - Develop secure, high-quality production code and lead code reviews; review, debug, and improve code written by others to raise overall engineering quality. - Drive architecture and design decisions that influence product design, application functionality, and technical operations (including SDLC practices). - Serve as a subject matter expert in one or more focus areas, helping teams make sound technical trade-offs and resolve complex problems. - Evaluate and introduce leading-edge technologies where appropriate, influencing peers and decision-makers with clear rationale and risk/benefit analysis. - Build and operate production-grade LLM applications, including agentic patterns and tool integrations for enterprise use cases. - Design and deliver cloud-native services on AWS using containers and serverless architectures, with strong attention to scalability and operational resilience. - Implement retrieval-augmented generation (RAG) solutions, including embeddings, semantic search, and practical context engineering to improve answer quality and control. - Build reliable service APIs and integrations with a focus on security, performance, and maintainability. - Drives adoption and governance of approved AI-assisted engineering practices across teams to improve code quality, delivery speed, and operational outcomes (e.g., AI-assisted code review/refactoring, test acceleration, release readiness, incident/root-cause analysis), while establishing measurable validation standards (secure coding, peer review, automated testing) and promoting reuse of proven patterns and automation within the SDLC/TLM toolchain. - Applies knowledge of tools within the Software Development Life Cycle toolchain, including approved AI-assisted development and automation capabilities, to improve the value realized by automation at scale. Note some bullets start with lowercase? We'll keep as is. Now "Required Qualifications, Capabilities, And Skills" paragraph then bullet list. Paragraph: "Formal training or certification on software engineering concepts and 5+ years applied experience Strong Python engineering skills; experience with PyTorch or TensorFlow Expertise working with Vector storage systems and designing memory for Agents Expertise developing long running agents that run autonomously using tools, skills and human in the loop Proven experience deploying LLM-backed services to production (APIs, microservices) Deep MLOps experience, including CI/CD, monitoring, incident response, and model governance Cloud-native AI deployment experience (AWS or Azure), with cost and performance optimization Demonstrated commitment to responsible AI practices and operational excellence Strong communication and collaboration skills, working across product, risk, legal, and compliance teams Demonstrated experience designing and leading adoption of agentic AI-enabled development practices (using enterprise-authorized tools within the work environment) across teams, including setting standards for human-in-the-loop validation, auditability/traceability of changes, and secure handling of sensitive data. Strong understanding of responsible AI use and control expectations in engineering workflows, including security/resiliency implications, data sensitivity, and risk-based governance; ability to influence senior technical leaders on safe scaling patterns and reuse." It seems missing punctuation; but we need to preserve as is. We'll treat each sentence as bullet? The original likely intended each line as bullet. We'll split by line breaks as they appear. In the text they are separated by spaces but we can infer each bullet starts with capital letter after a period? Let's extract: - Formal training or certification on software engineering concepts and 5+ years applied experience - Strong Python engineering skills; experience with PyTorch or TensorFlow - Expertise working with Vector storage systems and designing memory for Agents - Expertise developing long running agents that run autonomously using tools, skills and human in the loop - Proven experience deploying LLM-backed services to production (APIs, microservices) - Deep MLOps experience, including CI/CD, monitoring, incident response, and model governance - Cloud-native AI deployment experience (AWS or Azure), with cost and performance optimization - Demonstrated commitment to responsible AI practices and operational excellence - Strong communication and collaboration skills, working across product, risk, legal, and compliance teams - Demonstrated experience designing and leading adoption of agentic AI-enabled development practices (using enterprise-authorized tools within the work environment) across teams, including setting standards for human-in-the-loop validation, auditability/traceability of changes, and secure handling of sensitive data. - Strong understanding of responsible AI use and control expectations in engineering workflows, including security/resiliency implications, data sensitivity, and risk-based governance; ability to influence senior technical leaders on safe scaling patterns and reuse. Now "Preferred Qualifications, Capabilities, And Skills" paragraph then bullet list. Paragraph: "Experience with fine-tuning, adapters, or custom evaluation frameworks.Background operating AI systems in regulated environments (finance, healthcare, etc.).Experience with prompt engineering and LLM orchestration.Knowledge of safety filters, audit logging, and explainability in production systems.Experience mentoring senior engineers and leading architecture discussions.Demonstrated ability to influence technical roadmaps and priorities." We need to split: - Experience with fine-tuning, adapters, or custom evaluation frameworks. - Background operating AI systems in regulated environments (finance, healthcare, etc.). - Experience with prompt engineering and LLM orchestration. - Knowledge of safety filters, audit logging, and explainability in production systems. - Experience mentoring senior engineers and leading architecture discussions. - Demonstrated ability to influence technical roadmaps and priorities. Now "ABOUT US" section: description of JPMorganChase. We'll put in

          maybe under "About the company". We'll keep all sentences. Paragraph: "JPMorganChase, one of the oldest financial institutions, offers innovative financial solutions to millions of consumers, small businesses and many of the world's most prominent corporate, institutional and government clients under the J.P. Morgan and Chase brands. Our history spans over 200 years and today we are a leader in investment banking, consumer and small business banking, commercial banking, financial transaction processing and asset management." We can keep as is. Then "We offer a competitive total rewards package including base salary determined based on the role, experience, skill set and location. Those in eligible roles may receive commission-based pay and/or discretionary incentive compensation, paid in the form of cash and/or forfeitable equity, awarded in recognition of individual achievements and contributions. We also offer a range of benefits and programs to meet employee needs, based on eligibility. These benefits include comprehensive health care coverage, on-site health and wellness centers, a retirement savings plan, backup child