ML Platform Engineer — Governance & AI Security (Remote)

Lever, Inc.; Ireland; Remote; EUR 90,000 - 150,000; Full time

Benefits offered by this job

Remote work within EMEA

Health & wellness resources

Wellness Fridays

Job summary

Lever, Inc. is partnering to hire a Machine Learning Engineer (Governance ML Platform) based in Ireland for a fully remote role within the EMEA region. The role focuses on building production-grade ML infrastructure for AI governance, trust, and agent capabilities built around PostgreSQL.

You will own model serving, evaluation, drift monitoring, red-teaming, and continuous model improvement, with strong emphasis on security, telemetry, and auditable ML ops.

Qualifications

• 4–7 years of ML software engineering experience.
• Hands-on experience with ML model serving and low-latency inference.
• Experience building evaluation pipelines and model registries.
• Experience with red-team/adversarial testing and CI-gated workflows.
• Practical experience with drift monitoring and shadow deployment.
• Strong SQL skills and PostgreSQL knowledge.
• Security-first mindset in audited environments.

Responsibilities

• Own ML infrastructure for governance models including serving, evaluation, monitoring, red-teaming and continuous improvement.
• Build low-latency model-serving systems and evaluation pipelines for production workloads.
• Develop and manage model registries for reliable lifecycle management.
• Translate research to production with optimization like quantization and distillation.
• Create telemetry-to-training pipelines from production signals and audit data.
• Design red-team testing infra, scorecards, and CI-based gates.
• Establish self-improvement workflows for dataset curation and retraining.
• Implement safeguards and deployment controls for auditable ML ops.
• Collaborate across teams to advance AI governance and retrieval capabilities.
• Contribute to a high-quality engineering culture with documentation and testing.

Skills

ML infrastructure

Model serving

SQL (PostgreSQL)

CI/CD

Model drift monitoring

Red-team testing

Telemetry pipelines

Low-latency inference

Security-conscious development

Tools

PostgreSQL

C/Rust (PostgreSQL extensions)

Job description

Lever, Inc. is partnering to hire a Machine Learning Engineer (Governance ML Platform) based in Ireland for a fully remote role within the EMEA region. The role focuses on building production-grade ML infrastructure for AI governance, trust, and agent capabilities built around PostgreSQL.

You will own model serving, evaluation, drift monitoring, red-teaming, and continuous model improvement, with strong emphasis on security, telemetry, and auditable ML ops.