Senior MLOps Engineer

EPAM Systems, Inc.; Polska; Remote; PLN 180,000 - 240,000; Full time

Benefits offered by this job

Health insurance

Stock Purchase Plan

Remote work options

Relocation opportunities

Well-being programs

Job summary

EPAM Systems, Inc. in Poland seeks a Senior MLOps Engineer to own agentic versioning, promotion workflows, and rollback patterns across the agent estate within a cloud-native, enterprise-grade platform.

You will standardize versioning practices with LangGraph and Strands Agents on AWS, ensuring secure, observable agent deployments. Responsibilities include managing AgentCore Runtime versions, embedding evaluation gates, and automating CI/CD for AI agents, while collaborating with

Qualifications

• 5+ years in MLOps or DevOps with AI/ML systems.
• Hands-on with deployment, promotion, or rollback workflows for AI agents.
• Experience in versioning for LLM agents or ML models.
• Immutable artifact versioning at enterprise scale (ECR, model registries).
• CI/CD design with quality gates for AI systems.
• English proficiency at B2 level or higher.

Responsibilities

• Own the agentic versioning model including container images and policy associations.
• Manage AWS AgentCore Runtime versioning and endpoint management.
• Design and enforce the agent promotion workflow across dev, qa, prod with gates.
• Establish rollback patterns to restore prior agent versions and validate continuity.
• Configure AWS ECR with lifecycle policies and image signing.
• Integrate with Agent Registry to auto-register versions with metadata.

Skills

MLOps

DevOps

CI/CD

AWS

ECR

Artifact versioning

QA gates

Education

Bachelor's degree in Computer Science or related field

Tools

AWS

AgentCore Runtime

Langfuse/LangSmith

LangGraph

LangGraph

ECR

Job description

We are looking for a Senior MLOps Engineer to own the agentic versioning model, promotion workflow, and rollback patterns across the agent estate, contributing to an Enterprise Agent Development Platform — a production-grade, cloud-native ecosystem that enables engineering teams to define, orchestrate, deploy, and observe AI agents at scale. The platform standardizes agent development across the organization using LangGraph and Strands Agents on AWS AgentCore Runtime, spanning agent framework design, runtime architecture, marketplace integration, CI/CD automation, and enterprise-grade observability, reducing agent development from months to days while enforcing consistent security, quality, and governance standards.ResponsibilitiesDefine and maintain the agentic versioning model, treating agent container image, prompt configuration, tool bindings, and policy associations as an immutable unitManage AWS AgentCore Runtime versioning, including automatic version creation on image push and endpoint management for DEFAULT and named endpointsDesign and enforce the agent promotion workflow from dev to qa to prod, embedding evaluation gates that guarantee quality before production releaseEstablish agent rollback patterns that restore previous agent versions while validating that the prior version remains functionalConfigure AWS ECR for agent images, covering ARM64 tagging, lifecycle policies, and image signing to preserve agent immutabilityIntegrate with the Agent Registry to auto-register agent versions along with metadata such as evaluation results and promotion statusCollaborate with engineering teams to standardize versioning and lifecycle practices across the agent estateRequirements5+ years of experience in MLOps or DevOps engineering with AI/ML systemsHands-on experience with deployment, promotion, or rollback workflows specifically for AI agents, such as agent evaluation gates, agent version comparison, or agent endpoint managementExperience in versioning and lifecycle management for LLM agents or ML modelsExperience in immutable artifact versioning at enterprise scale using ECR and model registriesExperience in CI/CD pipeline design with quality gates for AI systemsEnglish proficiency at B2 level or higherNice to haveHands-on experience with AWS AgentCore Runtime versioningFamiliarity with agent evaluation frameworks such as Langfuse, LangSmith, PromptLayerExperience with multi-environment agent promotion patternsSkills in agent version comparison and regression detectionWe offerWe gather like-minded people:Top tech minds driving innovation in AI, cloud and digital platform modernizationSupportive team and agile, startup-like cultureHybrid by design mode and opportunity to work remotely within PolandChance to work abroad for up to 60 days annuallyBusiness-driven relocation opportunitiesWe provide growth opportunities:Career development programsThought leadership, mentoring, soft skills and well-being programsCertification (Anthropic, Gemini, GCP, Azure, AWS)English classesWe cover it all:Stable payParticipation in the Employee Stock Purchase Plan with a 15% discountBenefits package (health insurance, multisport, shopping vouchers)Referral bonuses up to $2,000Offices featuring entertainment and relaxation zones, table tennis and football, free snacks, coffee and moreCorporate, social and well-being eventsPlease, note:Benefits listed above are available to employees onlyWe are open for working with Contractors. Terms of B2B cooperation agreements are agreed individuallyWe will reach out to selected candidates exclusivelyEPAM is global leader in AI transformation engineering and integrated consulting, serving Forbes Global 2000 companies and ambitious startups. With over thirty years of expertise in custom software, product and platform engineering, we empower our clients to become AI-Native enterprises, driving measurable value from innovation and digital investments.