AI/ML ENGINEER

Recordly Oy; United States; Remote; USD 55,000 - 68,000; Full time

Benefits offered by this job

Permanent remote (Finland)

Flexible benefits budget

Healthcare coverage

Lunch, transport, or wellness benefits

Job summary

Recordly Oy is seeking an AI/ML Engineer for a fully remote role in Finland. You will deliver production-grade GenAI and MLOps-enabled solutions across diverse data environments, focusing on retrieval-augmented generation and agentic systems.

Strong cloud experience and Docker/CI/CD fundamentals are essential, plus Finnish and English proficiency. Responsibilities include building production pipelines, deploying AI services, and collaborating with stakeholders.

Qualifications

• Experience delivering AI/ML or GenAI systems into production environments.
• Practical understanding of agentic architectures and when an agent-based approach is appropriate.
• Familiarity with model and application pipelines, versioning, monitoring, and production observability.
• Experience with at least one of Azure, AWS, or GCP and its AI/ML services.
• Solid Docker and CI/CD fundamentals.
• Fluent written and spoken Finnish, in addition to English.

Responsibilities

• Develop and productionize AI, machine learning, and GenAI solutions across varied data environments.
• Design and implement retrieval-augmented generation systems such as knowledge assistants, document-processing workflows, and search applications.
• Build agentic systems using tool use, multi-step planning, skills, and related interoperability approaches where appropriate.
• Apply MLOps and LLMOps practices, including pipeline versioning, monitoring, observability, and lifecycle management.
• Translate business needs into clear technical solutions and communicate decisions to varied stakeholders.
• Work with cloud AI/ML services and deliver solutions using containers and CI/CD practices.

Skills

Production ML/GenAI

Agentic architectures

MLOps & observability

Cloud AI services (Azure/AWS/GCP)

Docker & CI/CD

Finnish language

English language

Tools

Docker

Job description

Role overview

This AI/ML engineering role focuses on building practical machine learning, generative AI, and agentic solutions for real production environments. You will work directly on customer-facing problems, developing pipelines and applications that turn data into measurable business value, with room to grow into broader senior responsibilities.

Responsibilities

• Develop and productionize AI, machine learning, and GenAI solutions across varied data environments.
• Design and implement retrieval-augmented generation systems such as knowledge assistants, document-processing workflows, and search applications.
• Build agentic systems using tool use, multi-step planning, skills, and related interoperability approaches where appropriate.
• Apply MLOps and LLMOps practices, including pipeline versioning, monitoring, observability, and lifecycle management.
• Translate business needs into clear technical solutions and communicate decisions to varied stakeholders.
• Work with cloud AI/ML services and deliver solutions using containers and CI/CD practices.

Requirements

• Experience delivering AI/ML or GenAI systems into production environments.
• Practical understanding of agentic architectures and when an agent-based approach is appropriate.
• Familiarity with model and application pipelines, versioning, monitoring, and production observability.
• Experience with at least one of Azure, AWS, or GCP and its AI/ML services.
• Solid Docker and CI/CD fundamentals.
• Fluent written and spoken Finnish, in addition to English.

Nice to have

• Evaluation frameworks covering measures such as faithfulness, correctness, and relevance.
• Knowledge of responsible AI, privacy, prompt-injection defenses, output guardrails, and the EU AI Act.
• Experience with traditional ML using tools such as scikit-learn, PyTorch, or TensorFlow.
• Strong SQL, full-stack development experience, or willingness to learn unfamiliar technologies quickly.

Benefits and work setup

• Permanent remote work within Finland; relocation support is not provided.
• Salary range of €4,500–€5,500 per month.
• Flexible working, healthcare including dental and mental health coverage, equipment choice, learning opportunities, and a customizable benefits budget.
• Additional support may include wellbeing time, travel insurance, childcare assistance, and lunch, transport, sports, culture, or home-office benefits.