AI Software Engineer, Senior

We need to output HTML fragment with sections: headings

for section headings like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We must include only sections with real specific content. Remove boilerplate, navigation, legal, EEO, etc. Also remove duplicated lines. Preserve all substantive info. We need to parse the posting. Job Number: R0248104 AI Software Engineer, Senior The Opportunity: paragraph describing role. What You’ll Do: list of duties. You Have: list of basic qualifications. Nice If You Have: list of preferred qualifications. Clearance: paragraph about security clearance. Skills Assessment: paragraph about assessment. Compensation: paragraph about benefits and salary range. Identity Statement: paragraph about identity verification (maybe not needed? It's not boilerplate? It's about process; but maybe we can include under a section? Not sure. The instruction: Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. Identity Statement might be considered part of hiring process but not boilerplate? Might be considered application instructions? It says "As part of the hiring process, we will ask you to complete an identity verification process..." That's more like application instruction. Probably remove. Candidate AI Usage Policy: also application instruction. Work Model: description of remote/hybrid/onsite. That's substantive about schedule? Could be considered Schedule section? Might be included under Schedule if present. The posting includes details about remote/hybrid/onsite expectations. That's schedule info. So we can include a Schedule section with that content. Commitment to Non-Discrimination: EEO boilerplate, remove. We need to output sections: About the role (maybe from The Opportunity), Responsibilities (What You’ll Do), Requirements (You Have), Qualifications (Nice If You Have), Benefits (Compensation paragraph about benefits), Pay (salary range), Schedule (Work Model). Also maybe Skills? Could combine Skills with Requirements? But we have separate sections for Skills? The instruction says use headings for Skills etc. We could have Skills section maybe from "You Have" includes skills. But we already have Requirements and Qualifications. Could also have Skills separate but might be redundant. Better to follow typical: About the role, Responsibilities, Requirements, Qualifications, Benefits, Pay, Schedule. Skills maybe not needed. We must not repeat job title as heading. So no heading for AI Software Engineer, Senior. We must not put Job ID as heading. We need to preserve all substantive info. Let's extract. The Opportunity paragraph: "As an experienced software engineer, you know how to design, develop, and deliver production AI applications that demonstrate the practical value of generative AI, large language models (LLMs), and autonomous workflows. You combine strong software engineering fundamentals with modern AI development practices to build reliable, scalable, and secure systems that solve real-world problems. In this role, you'll design AI applications that leverage prompting, retrieval-augmented generation (RAG), agentic workflows, evaluation pipelines, and human-in-the-loop interactions to deliver measurable mission impact. You'll build modular, reusable AI capabilities that integrate multiple model providers and external tools while optimizing for performance, cost, observability, and safety. You'll rapidly prototype and iterate using AI-assisted development tools, applying eval-driven development and continuous experimentation to validate solutions before deploying them into production. Working alongside data engineers, data scientists, solution architects, and product owners, you'll help define the architecture and engineering practices behind mission-critical AI applications while collaborating with a multidisciplinary team to deliver impactful mission solutions." That's About the role. What You’ll Do: list of duties (each sentence separated by periods). We need to convert to

• . Let's extract each bullet: - Design and develop production AI applications that integrate foundation models, retrieval systems, external tools, and enterprise data sources. - Architect modular and reusable AI components for prompting, retrieval, orchestration, tool execution, memory, and evaluation. - Build AI applications that leverage structured outputs, embeddings, RAG, long-context reasoning, and agentic workflows where appropriate. - Develop data pipelines for ingesting, transforming, indexing, and refreshing structured and unstructured data used by AI applications. - Implement evaluation frameworks to measure correctness, robustness, safety, and mission outcomes using both automated and human evaluation techniques. - Optimize AI applications for latency, reliability, scalability, and operational cost through experimentation, benchmarking, and continuous improvement. - Apply asynchronous programming and event-driven design patterns to support long-running workflows and distributed AI applications. - Incorporate observability, monitoring, guardrails, access controls, and responsible AI practices throughout the application lifecycle. - Deploy AI services securely on AWS or equivalent cloud platforms using Docker, Kubernetes, serverless, or other cloud-native deployment patterns. - Apply modern software engineering practices, including automated testing, CI/CD, prompt and workflow versioning, and safe rollout of AI updates. - Leverage AI-assisted development tools to accelerate implementation while maintaining engineering rigor, maintainability, and code quality. - Collaborate with clients and cross-functional teams to identify high-value AI opportunities, rapidly prototype solutions, and transition successful concepts into production. - Present technical solutions to both technical and non-technical stakeholders. That's responsibilities. You Have: basic qualifications: - 3+ years of experience with software engineering in a professional work environment - 2+ years of experience developing AI or machine learning solutions in a professional environment - Experience building production AI applications using programming languages such as Python - Experience designing and implementing generative AI applications using large language models - Experience building retrieval-augmented generation (RAG) solutions and integrating AI systems with enterprise data - Experience with AI orchestration frameworks such as LangChain - Experience developing AI applications that interact with external tools, APIs, or enterprise systems, and evaluating and improving AI application quality through testing, experimentation, or benchmarking - Experience deploying cloud-native applications using cloud platforms such as AWS - Secret clearance - Bachelor's degree in Computer Science, Engineering, or a technology field We need to keep Secret clearance as a qualification. Nice If You Have: preferred qualifications: - Experience building AI applications that incorporate autonomous or agentic workflows - Experience with multimodal AI applications involving text, images, audio, or documents - Experience designing AI evaluation, observability, or safety frameworks - Experience deploying portable, edge, or offline-capable AI applications - Experience developing user interfaces that enable effective interaction with AI applications - Experience delivering technical solutions in client-facing environments - Experience using AI-assisted software development tools to improve engineering productivity - Master's degree in Computer Science, AI, or a related technical field Clearance paragraph: "Applicants selected will be subject to a security investigation and may need to meet eligibility requirements for access to classified information; Secret clearance is required." This is somewhat duplicate of Secret clearance qualification; we can incorporate into Requirements maybe but we already have Secret clearance. Might be redundant; we can keep it as part of Requirements but not duplicate. Since we must preserve all substantive info, we need to include that sentence somewhere. Could add to Requirements as a note. But we already have Secret clearance bullet; the sentence adds context. We could incorporate into Requirements bullet: "Secret clearance (applicants selected will be subject to a security investigation and may need to meet eligibility requirements for access to classified information)". But we must not invent; we can keep as separate bullet maybe under Requirements. However we should avoid duplication. Could combine. Skills Assessment paragraph: "As part of Booz Allen’s skills first hiring process, candidates must complete the required skills assessment to ensure they meet the Basic Qualifications for this role. Candidates must complete the assessment and meet the minimum proficiency threshold to continue in the hiring process." This is application instruction; maybe remove as per instruction to remove application instructions. It's about process. Likely remove. Compensation paragraph: includes benefits description and salary range. We need Benefits section (benefits) and Pay section (salary range). Let's extract. Benefits: "At Booz Allen, we celebrate your contributions, provide you with opportunities and choices, and support your total well-being. Our offerings include health, life, disability, financial, and retirement benefits, as well as paid leave, professional development, tuition assistance, work-life programs, and dependent care. Our recognition awards program acknowledges employees for exceptional performance and superior demonstration of our values. Full-time and part-time employees working at least 20 hours a week on a regular basis are eligible to participate in Booz Allen’s benefit programs. Individuals that do not meet the threshold are only eligible for select offerings, not inclusive of health benefits. We encourage you to learn more about our total benefits by visiting the Resource page on our Careers site and reviewing Our Employee Benefits page." Pay: "Salary at Booz Allen is determined by various factors, including but not limited to location, the individual’s particular combination of education, knowledge, skills, competencies, and experience, as well as contract-specific affordability and organizational requirements. The projected compensation range for this position is $86,900.00 to $198,000.00 (annualized USD). The estimate displayed represents the typical salary range for this position and is just one component of Booz Allen’s total compensation package for employees." We can put Benefits in
  • maybe each benefit as list? But the instruction: Use
    • for any list of duties/requirements/benefits, and

      for prose. So for benefits we can list each benefit item. The paragraph includes list: health, life, disability, financial, and retirement benefits, paid leave, professional development, tuition assistance, work-life programs, dependent care. Also recognition awards program. Also eligibility note. We could break into list items. But we must preserve all substantive information; we can keep prose for some parts and list for benefits. Simpler: keep benefits as

      prose? The instruction says use

      • for any list of duties/requirements/benefits. So if we have a list, we should use
        • . The benefits paragraph contains a list; we can turn into list. Let's extract benefit items: - health benefits - life benefits - disability benefits - financial benefits - retirement benefits - paid leave - professional development - tuition assistance - work-life programs - dependent care - recognition awards program (acknowledges employees for exceptional performance and superior demonstration of our values) - Full-time and part-time employees working at least 20 hours a week on a regular basis are eligible to participate in Booz Allen’s benefit programs. - Individuals that do not meet the threshold are only eligible for select offerings, not inclusive of health benefits. - Encouragement to learn more about total benefits by visiting Resource page on Careers site and reviewing Our Employee Benefits page. Some of those are sentences not just items. Might be better to keep as prose for those explanatory sentences. But instruction says use list for any list of benefits. Could separate list of core benefits and keep explanatory sentences in

          . We'll do:

          At Booz Allen, we celebrate your contributions, provide you with opportunities and choices, and support your total well-being.

          then
          • health benefits
          ... etc. Then

          Our recognition awards program acknowledges employees for exceptional performance and superior demonstration of our values.

          then

          Full-time and part-time employees working at least 20 hours a week on a regular basis are eligible to participate in Booz Allen’s benefit programs. Individuals that do not meet the threshold are only eligible for select offerings, not inclusive of health benefits.

          then

          We encourage you to learn more about our total benefits by visiting the Resource page on our Careers site and reviewing Our Employee Benefits page.

          That preserves. Pay section: we can put as

          with salary range and explanation. Schedule section: from Work Model paragraph. Work Model: "Our people-first culture prioritizes the benefits of collaboration, whether it occurs in person or virtually. To support engagement and effective communication, employees working virtually are generally expected to have their cameras on during meetings. Remote: If this position is listed as remote, there may still be occasions when you are required to work in person at a Booz Allen or customer facility.Hybrid: If this position is listed as