Role description
ML Engineer I
Who we are:
At UST, we help the world’s best organizations grow and succeed through transformation. Bringing together the right talent, tools, and ideas, we work with our client to co-create lasting change. Together, with over 30,000 employees in 25 countries, we build for boundless impact—touching billions of lives in the process. Visit us at .
You are: We are seeking an experienced Cloud Architect to lead the design, evaluation, deployment, and evolution of enterprise AI platforms across cloud, on-premises, hybrid, and air-gapped environments. This role will define AI platform strategy, evaluate emerging AI technologies, drive migrations, and establish scalable deployment patterns for AI applications, models, and agentic systems.
The Opportunity:
- Define AI platform architecture for MLOps, LLMOps, AgentOps, and RAG.
- Evaluate new AI services, models, and cloud-native capabilities.
- Engage with Azure, AWS, GCP, Databricks, NVIDIA, and AI vendors.
- Design deployment and migration strategies across cloud and on-prem platforms.
- Architect AI solutions for cloud, hybrid, and air-gapped environments.
- Define standards for MCP, A2A, WebSockets, Streaming HTTP, and SSE.
- Configure GPU infrastructure, Kubernetes, and OpenShift-based AI platforms.
- Drive AI governance, security, reliability, and cost optimization.
- Mentor engineering teams and lead architecture reviews
What are we Looking for:
- 8+ years in Cloud/Platform Architecture.
- 3+ years in AI/ML/GenAI platforms.
- Azure, AWS, or GCP architecture expertise.
- On-prem, hybrid, and air-gapped deployment experience.
- Kubernetes, OpenShift, Docker.
- AI Foundry, AWS Bedrock, Databricks, SageMaker, or Vertex AI.
- LLMs, RAG, Agentic AI, Vector Databases.
- MCP, A2A, WebSockets, Streaming HTTP/SSE.
- Enterprise integration, migration, and modernization experience.
- Cloud Architect Professional Certifications.
- LangGraph, Semantic Kernel, CrewAI.
- GPU optimization, AI FinOps.
What we believe:
We’re proud to embrace the same values that have shaped UST since the beginning. Since day one, we’ve been building enduring relationships and a culture of integrity. And today, it's those same values that are inspiring us to encourage innovation from everyone to champion diversity and inclusion and to place people at the centre of everything we do.
Humility:
We will listen, learn, be empathetic and help selflessly in our interactions with everyone.
Humanity:
Through business, we will better the lives of those less fortunate than ourselves.
Integrity:
We honour our commitments and act with responsibility in all our relationships.
Equal Employment Opportunity Statement
UST is an Equal Opportunity Employer. We believe that no one should be discriminated against because of their differences, such as age, disability, ethnicity, gender, gender identity and expression, religion, or sexual orientation.
All employment decisions shall be made without regard to age, race, creed, colour, religion, sex, national origin, ancestry, disability status, veteran status, sexual orientation, gender identity or expression, genetic information, marital status, citizenship status or any other basis as protected by federal, state, or local law.
UST reserves the right to periodically redefine your roles and responsibilities based on the requirements of the organization and/or your performance.
- To support and promote the values of UST.
- Comply with all Company policies and procedures
Skills
Cloud Infrastructure, AI FinOps, AgentOps, Google Cloud Platform
About UST
UST is a global digital transformation solutions provider. For more than 20 years, UST has worked side by side with the world’s best companies to make a real impact through transformation. Powered by technology, inspired by people and led by purpose, UST partners with their clients from design to operation. With deep domain expertise and a future-proof philosophy, UST embeds innovation and agility into their clients’ organizations. With over 30,000 employees in 30 countries, UST builds for boundless impact—touching billions of lives in the process.
