AWS GenAI Lead Engineer

We need to output HTML fragment with sections: headings

for sections like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. Only include sections with real content. We need to parse the job description. Given text: "Job Description Must Have Technical/Functional Skills 8+ years of software engineering experience, including strong hands-on development with Python and AWS cloud-native application patterns. 2+ years of AI/ML or Generative AI engineering experience, with production implementation of LLM-powered applications or autonomous agents. Hands-on expertise with AWS Bedrock, foundation-model integration, Bedrock Agents or Knowledge Bases, and relevant AWS serverless or container services. Practical experience with Strands Framework and at least one agent orchestration framework such as LangChain or LangGraph. Strong FastAPI, REST API, asynchronous programming, authentication, integration, and microservices development capabilities. Experience with RAG, prompt engineering, vector databases, embeddings, semantic search, agent tools, memory, and multi-step workflows. Knowledge of Docker, CI/CD, infrastructure as code, logging, monitoring, testing, and secure production deployment practices. Excellent stakeholder communication, requirements analysis, solution consulting, technical leadership, and team mentoring skills. AWS certification in Solutions Architecture, Machine Learning, AI, or a related discipline is preferred. Roles & Responsibilities We are seeking a highly skilled AWS GenAI Lead Engineer to analyze business requirements and processes, design intelligent agent workflows, and deliver secure, scalable, enterprise-grade agentic applications. The role combines hands-on engineering with technical leadership across the AWS AI ecosystem. The ideal candidate will have strong experience with AWS Bedrock, Python, FastAPI, Strands Framework, LangChain, and LangGraph, along with expertise in retrieval-augmented generation, tool integration, prompt engineering, observability, testing, and production deployment. Generic Managerial Skills, If any Ability to collaborate with an onsite-offshore model. Influence and guiding junior team members TCS Employee Benefits Summary Discretionary Annual Incentive. Comprehensive Medical Coverage: Medical & Health, Dental & Vision, Disability Planning & Insurance, Pet Insurance Plans. Family Support: Maternal & Parental Leaves. Insurance Options: Auto & Home Insurance, Identity Theft Protection. Convenience & Professional Growth: Commuter Benefits & Certification & Training Reimbursement. Time Off: Vacation, Time Off, Sick Leave & Holidays. Legal & Financial Assistance: Legal Assistance, 401K Plan, Performance Bonus, College Fund, Student Loan Refinancing. Salary Range: $135,000 - $141,000 a year Qualifications: BACHELOR OF COMPUTER SCIENCE" We need to remove boilerplate: "Generic Managerial Skills, If any" maybe not needed. Also "TCS Employee Benefits Summary" is part of benefits. We need to produce sections: maybe "About the role" (intro), "Responsibilities", "Requirements", "Qualifications", "Skills", "Benefits", "Pay". Schedule not present. We need to preserve all substantive info. Let's extract: - About the role: maybe the paragraph after "Roles & Responsibilities" describing role: "We are seeking a highly skilled AWS GenAI Lead Engineer to analyze business requirements and processes, design intelligent agent workflows, and deliver secure, scalable, enterprise-grade agentic applications. The role combines hands-on engineering with technical leadership across the AWS AI ecosystem. The ideal candidate will have strong experience with AWS Bedrock, Python, FastAPI, Strands Framework, LangChain, and LangGraph, along with expertise in retrieval-augmented generation, tool integration, prompt engineering, observability, testing, and production deployment." - Responsibilities: maybe the bullet list? Not explicit bullet list but we have "Generic Managerial Skills, If any Ability to collaborate with an onsite-offshore model. Influence and guiding junior team members". That seems like responsibilities. Could also include earlier "Roles & Responsibilities" heading but we already used that as about role. Could treat responsibilities as: "Ability to collaborate with an onsite-offshore model. Influence and guiding junior team members." Might be thin but it's real content. - Requirements: maybe the "Must Have Technical/Functional Skills" list: 8+ years software engineering experience, Python, AWS cloud-native, 2+ years AI/ML or GenAI engineering, production implementation LLM-powered apps or autonomous agents, expertise with AWS Bedrock, foundation-model integration, Bedrock Agents or Knowledge Bases, AWS serverless/container services, practical experience with Strands Framework and at least one agent orchestration framework such as LangChain or LangGraph, strong FastAPI, REST API, async programming, authentication, integration, microservices, experience with RAG, prompt engineering, vector DBs, embeddings, semantic search, agent tools, memory, multi-step workflows, knowledge of Docker, CI/CD, IaC, logging, monitoring, testing, secure production deployment, excellent stakeholder communication, requirements analysis, solution consulting, technical leadership, team mentoring, AWS certification preferred. - Qualifications: "BACHELOR OF COMPUTER SCIENCE". Possibly also mention degree requirement. - Skills: maybe overlapping with requirements but we could separate technical skills vs soft skills. But we need to avoid duplication? The instruction: preserve ALL substantive information; do not invent or summarize away detail. We can have overlapping content if it's in the source; but we should not repeat same sentences verbatim? It's okay to repeat if it's in source separate sections. However we should try to avoid unnecessary duplication but not required. We'll try to allocate. - Benefits: list from TCS Employee Benefits Summary: Discretionary Annual Incentive, Comprehensive Medical Coverage (Medical & Health, Dental & Vision, Disability Planning & Insurance, Pet Insurance Plans), Family Support (Maternal & Parental Leaves), Insurance Options (Auto & Home Insurance, Identity Theft Protection), Convenience & Professional Growth (Commuter Benefits & Certification & Training Reimbursement), Time Off (Vacation, Time Off, Sick Leave & Holidays), Legal & Financial Assistance (Legal Assistance, 401K Plan, Performance Bonus, College Fund, Student Loan Refinancing). - Pay: Salary Range: $135,000 - $141,000 a year. - Schedule: not present, so omit. We need to use

for each section heading. Use

• for any list of duties/requirements/benefits. Use

  for prose. We need to decide which content is list vs prose. For "Must Have Technical/Functional Skills": that's a list of items; we can make

  • each bullet. For Responsibilities: we have two items: collaborate with onsite-offshore model; influence and guide junior team members. Could be list. For Benefits: many items; could be nested lists? We'll keep simple: each benefit category as
  • with sublist? Might be okay to just list each benefit as separate
  • . But we have categories with sub-items. Could do nested
    . We'll do top-level
    with
    • for each category, and inside each
    • we can have
      for sub-items. For Pay: just a

      . For Qualifications: just a

      maybe "BACHELOR OF COMPUTER SCIENCE". For About the role: prose

      . For Skills: maybe we could separate technical skills from the requirements list? But we already have technical skills in requirements. Could still have a Skills section summarizing technical and soft skills. But we might duplicate. However instruction: prefer a few substantive sections over many thin ones. Could combine Requirements and Skills into one? But we need to follow headings list: we can include only those with real content. We could have sections: About the role, Responsibilities, Requirements, Qualifications, Benefits, Pay. That's six sections. Skills maybe omitted as covered. Let's check if any content left out: The "Must Have Technical/Functional Skills" includes many technical items; we will put those under Requirements. The "Excellent stakeholder communication..." also under Requirements. The "AWS certification..." also under Requirements. The "Generic Managerial Skills, If any Ability to collaborate with an onsite-offshore model. Influence and guiding junior team members." goes under Responsibilities. The "Roles & Responsibilities" paragraph we used for About the role. The benefits list we covered. Pay covered. Qualifications covered. Thus we have all. Now produce HTML. We need to ensure no extra markup like or . Just fragment. We'll produce:

      About the role

      We are seeking a highly skilled AWS GenAI Lead Engineer to analyze business requirements and processes, design intelligent agent workflows, and deliver secure, scalable, enterprise-grade agentic applications. The role combines hands-on engineering with technical leadership across the AWS AI ecosystem. The ideal candidate will have strong experience with AWS Bedrock, Python, FastAPI, Strands Framework, LangChain, and LangGraph, along with expertise in retrieval-augmented generation, tool integration, prompt engineering, observability, testing, and production deployment.

      Responsibilities

      • Ability to collaborate with an onsite-offshore model.
      • Influence and guide junior team members.

      Requirements

      • 8+ years of software engineering experience, including strong hands-on development with Python and AWS cloud-native application patterns.
      • 2+ years of AI/ML or Generative AI engineering experience, with production implementation of LLM-powered applications or autonomous agents.
      • Hands-on expertise with AWS Bedrock, foundation-model integration, Bedrock Agents or Knowledge Bases, and relevant AWS serverless or container services.
      • Practical experience with Strands Framework and at least one agent orchestration framework such as LangChain or LangGraph.
      • Strong FastAPI, REST API, asynchronous programming, authentication, integration, and microservices development capabilities.
      • Experience with RAG, prompt engineering, vector databases, embeddings, semantic search, agent tools, memory, and multi-step workflows.
      • Knowledge of Docker, CI/CD, infrastructure as code, logging, monitoring, testing, and secure production deployment practices.
      • Excellent stakeholder communication, requirements analysis, solution consulting, technical leadership, and team mentoring skills.
      • AWS certification in Solutions Architecture, Machine Learning, AI, or a related discipline is preferred.

      Qualifications

      BACHELOR OF COMPUTER SCIENCE

      Benefits

      • Discretionary Annual Incentive
      • Comprehensive Medical Coverage
        • Medical & Health
        • Dental & Vision
        • Disability Planning & Insurance
        • Pet Insurance Plans
      • Family Support
        • Maternal & Parental Leaves
      • Insurance Options
        • Auto & Home Insurance
        • Identity Theft Protection
      • Convenience & Professional Growth
        • Commuter Benefits
        • Certification & Training Reimbursement
      • Time Off
        • Vacation
        • Time Off
        • Sick Leave
        • Holidays
      • Legal & Financial Assistance
        • Legal Assistance
        • 401K Plan
        • Performance Bonus
        • College Fund
        • Student Loan Refinancing