AI Architect - Modern AI Applications

healthcare; Bengaluru; Hybrid; INR 3,500,000 - 9,000,000; Full time

Job summary

Solventum, a leading healthcare innovator in Bangalore, seeks an AI Architect to lead scalable AI platform development for HIS applications. You will design novel architectures, mentor engineers, and drive the integration of GenAI, RAG, and multi‑agent systems into production healthcare software.

You will collaborate with scientists and domain experts, ensure compliance with healthcare privacy, and advance platform reliability, observability, and ethical AI practices in a hybrid work setup.

Qualifications

• Master’s in Computer Science, AI, ML or related field with 10+ years AI/ML platform experience.
• 15+ years software engineering with 10+ years AI platform experience.
• Proficiency in Python and modern ML libraries.
• Experience with GenAI, LLMs, transformer architectures, and Model Routing.
• Skilled with AI development tools and frameworks (PyTorch, TensorFlow, Hugging Face, LangChain, LlamaIndex).
• Deep expertise in enterprise-grade RAG, including advanced chunking, hybrid search, vector databases, and retrieval optimization.
• Hands-on experience with autonomous AI agents and reasoning systems, especially A2A communication and MCP protocols.
• Strong observability, logging, and scalable systems with LLM/Agent tracing.

Responsibilities

• Healthcare-Focused AI Development: architect AI platform supporting large language models for healthcare data and compliance.
• Technical Leadership: serve as the technical authority on AI platform development within product teams.
• Operational & Compliance Excellence: implement model evaluation frameworks, ensure data privacy and security compliance, move protos to production.

Skills

GenAI & LLMs

Transformer architectures

RAG systems

A2A reasoning

MLOps/LLMOps

Python

PyTorch

TensorFlow

Hugging Face

LangChain

LlamaIndex

Kubernetes

Terraform

Observability

Graph databases

Education

Master’s in Computer Science, AI, ML

15+ years software engineering with 10+ years AI platform experience

Tools

PyTorch

TensorFlow

HuggingFace

LangChain

LlamaIndex

Neo4j/GraphDB

Kubernetes

Terraform

LangGraph

AutoGen

CrewAI

Semantic Kernel

Job description

Thank you for your interest in joining Solventum. Solventum is a new healthcare company with a long legacy of solving big challenges that improve lives and help healthcare professionals perform at their best. At Solventum, people are at the heart of every innovation we pursue. Guided by empathy, insight, and clinical intelligence, we collaborate with the best minds in healthcare to address our customers’ toughest challenges. While we continue updating the Solventum Careers Page and applicant materials, some documents may still reflect legacy branding. Please note that all listed roles are Solventum positions, and our Privacy Policy: https://www.solventum.com/en-us/home/legal/website-privacy-statement/applicant-privacy/ applies to any personal information you submit. As it was with 3M, at Solventum all qualified applicants will receive consideration for employment without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.

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.

Required 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.
• Strong background in containerization and infrastructure as code (Kubernetes, Terraform, etc.).

Preferred Skills

• Experience with Knowledge Graph DBs (e.g., Neo4j), NoSQL/SQL databases, and native Vector databases, particularly in designing advanced GraphRAG and hybrid‑retrieval architectures.
• 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: Bangalore, India

Mode of Work: Hybrid

Travel: Domestic: upto 20%

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.

Please note: your application may not be considered if you do not provide your education and work history, either by: 1) uploading a resume, or 2) entering the information into the application fields directly.

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