AI Architect

USA Solventum Health Information Systems, Inc.; California (MO); Hybrid; USD 184,000 - 254,000; Full time

Job summary

Solventum is seeking an AI Architect to lead scalable AI platform development for HIS applications in a remote US setting. You will drive research-to-prod, enable explainable AI, and partner with cross-functional teams to deliver healthcare-grade AI solutions.

The role requires a Master’s in CS/AI or related field with extensive experience in ML platform design, GenAI, LLMs, and modern ML libraries. On-site onboarding and relocation are not typical.

Qualifications

• Master’s degree in Computer Science, AI, ML, or related field with 10+ years in AI/ML platform development.

Responsibilities

• Design and lead AI platform development for health information systems (HIS).
• Mentor engineers through code reviews and workshops; drive internal knowledge sharing.
• Implement rigorous evaluation, ensure HIPAA/HITRUST compliance, and productionize research prototypes.

Skills

Python

GenAI

LLMs

Transformer architectures

LangChain

LlamaIndex

A2A agents

Education

Master’s in Computer Science, AI, Machine Learning, or related field

Tools

PyTorch

TensorFlow

Hugging Face

Kubernetes

Terraform

Neo4j

Job description

At Solventum, we improve lives by helping healthcare professionals do their best work. Join a team using innovation and insight to make a real impact on the future of healthcare. All roles listed are with Solventum, and we’re committed to protecting your personal information—learn more in our Privacy Policy: https://www.solventum.com/en-us/home/legal/website-privacy-statement/applicant-privacy/

Job Description: AI Architect - Modern AI Applications

3M Health Care is now Solventum At Solventum, we enable better, smarter, safer healthcare to improve lives. As a new company with a long legacy of creating breakthrough solutions for our customers’ toughest challenges, we pioneer game-changing innovations at the intersection of health, material and data science that change patients' lives for the better while enabling healthcare professionals to perform at their best. Because people, and their wellbeing, are at the heart of every scientific advancement we pursue. We partner closely with the brightest minds in healthcare to ensure that every solution we create melds the latest technology with compassion and empathy. Because at Solventum, we never stop solving for you.

The Impact You’ll Make in this Role

As a AI Architect with deep expertise in Machine learning, Agentic AI, Generative AI, and Natural Language Understanding (NLU), you will lead high-impact AI Platform development for HIS applications. In this role, you will be a hands-on research and development leader - driving technical breakthroughs, designing novel AI architectures, and directly influencing the integration of advanced AI into mission-critical healthcare products. You will collaborate closely with other scientists, engineers, and domain experts to create platform/solutions that are explainable, reliable, and transformative for healthcare operations. This role is focused on building scalable AI platforms and frameworks from scratch and is not a data science or model experimentation role.

Key Responsibilities

• Healthcare-Focused AI Development Architect, design and develop AI platform to support large language models to handle healthcare-specific language, regulatory requirements, and ethical considerations.
• Frameworks which can support AI pipelines that can process structured and unstructured healthcare data (FHIR, HL7, clinical notes, claims data).
• Contribute to domain-specific model architectures that improve clinical decision-making, revenue cycle management, and patient engagement.

Technical Leadership

Serve as the primary technical authority on any AI Platform related development within product teams. Mentor junior AI designers and engineers through code reviews, research guidance, and technical workshops. Drive internal knowledge-sharing on emerging AI trends, frameworks, and best practices.

Operational & Compliance Excellence

Implement rigorous model evaluation frameworks for accuracy, robustness, and fairness. Ensure compliance with healthcare privacy and data security regulations (HIPAA, HITRUST). Partner with engineering to move research prototypes into production environments.

Your Skills and Expertise

To set you up for success in this role from day one, Solventum requires (at a minimum) the following qualifications: Master’s in Computer Science, AI, Machine Learning, or related field AND 10+ years of experience in developing AI/ML platform on Cloud & on-Prem. Or 15+ software engineering background in AI, Machine Learning, or related field with 10+ years of experience in building AI/ML platforms. Proficiency in Python, and modern ML libraries. Experience with GenAI, LLMs, transformer architectures, and advanced Model Routing (dynamically selecting and orchestrating open-source vs. proprietary models based on latency, cost, and capability tiers). Skilled with AI development tools and frameworks (PyTorch, TensorFlow, Hugging Face, LangChain, LlamaIndex). Deep expertise in building enterprise-grade RAG systems, including advanced chunking, hybrid search, vector database management, and retrieval optimization. Hands-on experience with autonomous AI agents and reasoning systems, specifically mastering Agent-to-Agent (A2A) communication protocols and the Model Context Protocol (MCP) for multi-agent orchestration. Advanced skills in Agent Context Management, including context window optimization, stateful memory injection, caching strategies, and managing long-running agent contexts. Proven ability in Observability, Logging, and Scalable systems, including specialized LLM/Agent tracing to monitor reasoning steps, token usage, and system latency. Strong track record applying AI architectures to scalable, generic enterprise platforms and complex use cases. Strong background with cloud platforms, On-Prem deployments, and MLOps/LLMOps practices. Additional qualifications that could help you succeed even further in this role; Experience with Knowledge Graph DBs (e.g., Neo4j), NoSQL/SQL databases, and native Vector databases, particularly in designing advanced GraphRAG and hybrid-retrieval architectures. Strong background in containerization and infrastructure as code (Kubernetes, Terraform, etc.). Familiarity with advanced multi-agent orchestration frameworks (e.g., LangGraph, AutoGen, CrewAI, Semantic Kernel) for complex, stateful workflow execution. Proven ability to take complex AI Architecture/Design—especially non-deterministic LLM and multi-agent systems—from concept to highly available, production-grade deployments. Experience with LLM Evaluation frameworks (e.g., Ragas, TruLens, LLM-as-a-Judge) to continuously monitor and score agent reasoning and RAG retrieval quality. Knowledge of model fine-tuning techniques (LoRA, PEFT) and model distillation to create smaller, task-specific models that optimize cost and latency within the model routing layer. Familiarity with implementing platform-wide AI guardrails, prompt injection defenses, and output validation mechanisms.

Work Location

Remote - US. Travel May include up to 10% domestic travel. Relocation Assistance Is not authorized. Must be legally authorized to work in country of employment without sponsorship for employment visa status (e.g., H1B status).

Supporting Your Well-being

Solventum offers many programs to help you live your best life - both physically and financially. To ensure competitive pay and benefits, Solventum regularly benchmarks with other companies that are comparable in size and scope.

By applying to this position, you acknowledge that Solventum recently publicly announced its intention to divest its Health Information Systems Business. See Solventum Announces Intent to Separate its Health Information Systems Business :: Solventum Corporation Newsroom. No decision has been made regarding the ultimate structure or timing of any potential transaction, and there can be no assurance that a separation will occur. Any transaction would be subject to customary approvals, including approval by Solventum’s Board of Directors, regulatory requirements and other customary conditions. This position supports the Health Information Systems Business. If a future transaction involving that business were to occur, the impact on this role would be determined as part of that process and would remain subject to applicable legal requirements, approvals and business decisions.

Onboarding Requirement

To improve the onboarding experience, you will have an opportunity to meet with your manager and other new employees as part of the Solventum new employee orientation. As a result, new employees hired for this position will be required to travel to a designated company location for on-site onboarding during their initial days of employment. Travel arrangements and related expenses will be coordinated and paid for by the company in accordance with its travel policy. Applies to new hires with a start date of October 1st 2025 or later. Applicable to US Applicants Only.

The expected compensation range for this position is $184,400 - $253,550, which includes base pay plus variable incentive pay, if eligible. This range represents a good faith estimate for this position. The specific compensation offered to a candidate may vary based on factors including, but not limited to, the candidate’s relevant knowledge, training, skills, work location, and/or experience. In addition, this position may be eligible for a range of benefits (e.g., Medical, Dental & Vision, Health Savings Accounts, Health Care & Dependent Care Flexible Spending Accounts, Disability Benefits, Life Insurance, Voluntary Benefits, Paid Absences and Retirement Benefits, etc.). Additional information is available at: https://www.solventum.com/en-us/home/our-company/careers/#Total-Rewards

Responsibilities of this position include that corporate policies, procedures and security standards are complied with while performing assigned duties.

Solventum is an equal opportunity employer. Solventum will not discriminate against any applicant for employment on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, age, disability, or veteran status.

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A new healthcare company with a rich history. With more than 70 years of delivering healthcare innovations, we continue to move the industry forward by helping to solve our customers’ biggest challenges. 20,000+ employees worldwide. Solventum relies on the courage and the boundless insights of professionals worldwide to achieve exceptional results for our customers and those who rely on them. Healthcare that leads with heart and humility starts with listening and never finishes, only evolves. As long as healthcare challenges remain unsolved, we will be here, united by empathy and a relentless belief that countless lives are improved through our work. Operations in 38 countries. Driven by our dedication to improved outcomes for all we serve, we break through by making unprecedented connections that impact lives. In more than 300 offices and facilities around the world, we work closely with customers and partners to create positive healthcare outcomes that transcend borders. To realize our shared vision, we harness diverse talents and perspectives from every background to not only address our customers' most urgent priorities but anticipate the needs of the future.