EPAM Systems
3 months ago
AI Architect
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Company information
- Company
- EPAM Systems
- Location
- Polska, małopolskie, Kraków Poland
- Posted
- 3 months ago
Job description
We are looking for an experienced AI Architect to join our progressive team. You’ll work with a multi-service platform designed for financial analysis, portfolio construction, and AI-assisted investment advisory. The platform combines a Snowflake-backed data lake with a Neo4j dual-graph architecture (domain ontology and lexical/GraphRAG), enabling unified querying of portfolios, financial instruments, and unstructured research through a single financial domain-specific language (DSL). The system supports both streaming chat and voice interfaces. Responsibilities * Own and drive the end-to-end architecture, from raw data ingestion to AI-powered advisory outputs * Define and enforce clear contracts across all layers, including data assets, ontology and graph structures, financial DSL, LLM gateway, tool gateway, agent layer, and user experience * Design systems with strong governance, ensuring all components are backed by documented architectural decisions (ADR/RFC) and traceable justification * Build and deliver hands-on solutions, iterating incrementally while maintaining architectural consistency and quality * Ensure all layers include robust verification mechanisms, including formal validation (where applicable), runtime checks, and auditability * Collaborate with engineering, compliance, and client stakeholders to ensure the architecture meets regulatory, technical, and business requirements * Maintain a defensible architecture aligned with responsible AI principles, including transparency, traceability, and controlled capability exposure Requirements * 7+ years of experience in AI Engineering or a related role * Strong hands-on experience in Python development, including FastAPI, asyncio, pytest, type hints, and working within a monorepo structure * Experience designing and implementing AI agent orchestration systems, including LLM gateways, tool gateways, streaming architectures (SSE and WebSocket), and agent-to-platform contracts * Understanding of responsible AI governance, including capability boundaries, approval workflows, disclosure requirements, audit traceability, and regulatory control mapping * Experience working with AWS cloud platforms in production environments * Experience in rigorous testing practices, including unit, integration, and UAT/BDD testing, with enforced code coverage thresholds (≥90%) * Proficiency with modern AI tooling, such as Cursor, MCP servers, prompt engineering techniques, and CLI automation tools (e.g., GitLab, Jira) * Experience implementing observability using OpenTelemetry, Grafana or Phoenix, and structured logging practices * Excellent command of written and spoken English (B2+ level) Nice to have * Understanding of data architecture principles, including ontology design, taxonomy, conceptual/logical/physical modeling, data contracts, and gap analysis * Experience designing and working with knowledge graphs in Neo4j, including dual-graph architectures, Cypher queries, graph sizing, versioning, and GraphRAG patterns * Ability to design and implement domain-specific languages, including grammar definition, type systems, semantic validation, and execution pipelines * Familiarity with security practices, such as PBAC/RBAC, JWT authentication, security context propagation, secret management, and secure code practices (SAST) * Experience integrating cloud data platforms, including Snowflake and AWS services, such as EKS, IAM, and ALB, using Helm and GitOps tools like ArgoCD * Ability to create and maintain architectural documentation using ADR/RFC processes and manage their lifecycle effectively * Knowledge of formal methods, such as Alloy or TLA+ for high-assurance system design * Experience with voice and multimodal AI systems, including STT/TTS pipelines using platforms like OpenAI or AWS Bedrock * Understanding of modern documentation practices (e.g., Diátaxis) and structured knowledge management * Familiarity with compliance frameworks, regulatory traceability, and adversarial testing methodologies * Exposure to additional ontology and modeling standards, such as RDF, SHACL, SKOS, or financial taxonomies * Experience with CI/CD quality gates, including tools like Bandit and Radon, and automated merge request review processes * Experience building and productizing AI advisory solutions in regulated financial environments * Understanding of end-to-end governance flows, including disclosure handling, capability restriction, human-in-the-loop approvals, and full audit chain implementation aligned with compliance requirements We offer We gather like-minded people: * Engineering community of industry professionals * Friendly team and enjoyable working environment * Flexible schedule and opportunity to work remotely within Poland * Chance to work abroad for up to 60 days annually * Business-driven relocation opportunities We provide growth opportunities: * Outstanding career roadmap * Leadership development, career advising, soft skills, and well-being programs * Certification (GCP, Azure, AWS) * Unlimited access to LinkedIn Learning, Get Abstract, Cloud Guru * English classes We cover it all: * Stable income (Employment Contract or B2B) * Participation in the Employee Stock Purchase Plan * Benefits package (health insurance, multisport, shopping vouchers) * Strategically located offices featuring entertainment and relaxation zones, table tennis and football, free snacks, fantastic coffee, and more * Referral bonuses * Corporate, social and well-being events Please, note: The set of bonuses might vary based on the role you apply for – specifics will be discussed with our recruiter during the general interview. We will reach out to selected candidates exclusively. EPAM is a leading global provider of digital platform engineering and development services. We are committed to having a positive impact on our customers, our employees, and our communities. We embrace a dynamic and inclusive culture. Here you will collaborate with multi-national teams, contribute to a myriad of innovative projects that deliver the most creative and cutting-edge solutions, and have an opportunity to continuously learn and grow. No matter where you are located, you will join a dedicated, creative, and diverse community that will help you discover your fullest potential.
Required skills
- gitlab
- snowflake
- english
- health insurance
- ci/cd
- jira
- python
- aws
- prompt engineering
- unit testing
- eks
- gcp
- azure
- grafana
- linkedin learning
- get abstract
- english classes
- code coverage
- compliance frameworks
- b2b
- fastapi
- asyncio
- pytest
- epam
- data architecture
- gitops
- iam
- openai
- helm
- uat
- employment contract
- integration testing
- argocd
- knowledge management
- websocket
- adr
- ai engineering
- cursor
- multisport
- taxonomy
- rbac
- opentelemetry
- gap analysis
- referral bonuses
- innovative projects
- sast
- aws bedrock
- rfc
- human-in-the-loop
- tts
- graphrag
- neo4j
- cloud guru
- production environments
- quality gates
- knowledge graphs
- sse
- multimodal ai
- phoenix
- architectural documentation
- data contracts
- employee stock purchase plan
- structured logging
- alb
- mcp servers
- voice ai
- rdf
- secret management
- jwt authentication
- conceptual modeling
- ontology design
- streaming architectures
- alloy
- shacl
- development services
- formal methods
- domain-specific languages
- ai agent orchestration
- monorepo
- security practices
- ai architect
- pbac
- stt
- adversarial testing
- bandit
- shopping vouchers
- digital platform engineering
- regulated financial environments
- physical modeling
- llm gateways
- multi-national teams
- skos
- logical modeling
- type hints
- type systems
- cli automation
- tool gateways
- responsible ai governance
- bdd testing
- dual-graph architecture
- cypher queries
- grammar definition
- semantic validation
- execution pipelines
- tla+
- diátaxis
- regulatory traceability
- financial taxonomies
- radon
- merge request review
- ai advisory solutions
- governance flows
- disclosure handling
- audit chain
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