AI Architect - Modern AI Applications

IND Trimodal Softech Solutions Private Limited; Bengaluru; Hybrid; INR 400,000 - 800,000; Full time

Job summary

Solventum seeks an AI Architect to lead high-impact AI Platform development for healthcare applications. You will design scalable architectures and drive integration of GenAI, LLMs, and NLU into mission-critical products.

A hands-on leader will mentor engineers and collaborate with cross-functional teams to deliver production-ready platforms. The role emphasizes governance, compliance with HIPAA/HITRUST, and building reliable, explainable AI systems in a hybrid work setup based in Bangalore,

Qualifications

• 10+ years in AI/ML platform development for Cloud & On-Prem deployments.
• Deep expertise in GenAI, LLMs, transformer architectures and model routing.
• Proficiency in Python and modern ML libraries; hands-on leadership.

Responsibilities

• Lead AI Platform development for healthcare-focused HIS applications.
• Design scalable AI architectures and integrate advanced AI into products.
• Mentor engineers and drive knowledge sharing on AI trends.
• Ensure regulatory compliance and ethical considerations in AI.
• Collaborate with scientists, engineers, and domain experts to deliver production-grade platforms.
• Move research prototypes into production with engineering teams.
• Define evaluation frameworks for accuracy, robustness, and fairness.
• Oversee observability, tracing, and performance for large AI systems.

Skills

Python

ML libraries

GenAI & LLMs

NLP & NLU

Distributed systems

Kubernetes

Terraform

Agent-based AI

LangChain / LlamaIndex

Education

Master's in Computer Science / AI or related field

15+ years software engineering in AI/ML platforms

Tools

PyTorch

TensorFlow

Hugging Face

LangChain

LlamaIndex

Job description

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.

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