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Software Engineer, ML Ops and Platform

Tools for Humanity· Engineering
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MunichFull-timePosted 1mo ago

About the role

Senior ML Platform & Ops Engineer to own the ML lifecycle from data to device, designing and operating production-grade pipelines, self-service platforms, and edge-enabled deployment across Orbs, Orb Mini, and Mobile Apps.

Responsibilities

  • Design, build, and operate reliable, observable infrastructure for training, evaluation, telemetry ingestion, and deployment.
  • Maintain CI/CD workflows and automated pipelines.
  • Edge‑aware rollout services with staged deployment, A/B experimentation and instant rollback across Orbs, Orb Mini and Mobile Apps.
  • Develop secure APIs and backend services that expose governed datasets and model artefacts at scale.
  • Implement automated checks, drift detection, and alerting for real-time model monitoring.
  • Champion best practices in data lineage, reproducibility, privacy‑by‑design, security and secure edge delivery.
  • Collaborate across ML research, product, and firmware teams to streamline delivery and feedback loops.

Qualifications

  • 5+ years building ML infrastructure, data platforms, or production ML systems at scale.
  • Track record of delivering platforms and CI/CD pipelines used daily by ML or data teams.
  • Hands-on experience running large-scale training on multi-tenant GPU clusters to maximize throughput and reliability.
  • Built versioned dataset & lineage systems with slice-level provenance and governed access, making every model reproducible to the exact data, features, code, and config used.
  • Deep understanding of containerisation (Docker) and orchestration (Kubernetes/EKS) plus Infrastructure‑as‑Code (Terraform/CDK/Cloudformation).
  • Strong backend engineering skills in Python and/or Go; focus on clean, maintainable code.
  • Deep understanding of modern CI/CD, model packaging, and observability practices.
  • Comfortable operating production systems, defining SLAs, and handling rollout or incident workflows.
  • Comfortable using modern Agentic AI development

Skills

Required:ML infrastructureCI/CDGPU trainingData lineageDockerKubernetes/EKSTerraform/CDK/CloudFormationPythonObservability
Nice to have:Go
Last updated Sep 9, 2026. Interested? Apply on the company site.
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About Tools for Humanity

Tools for Humanity is a technology company building for humans in the age of AI.

Tools for Humanity is a technology company building for humans in the age of AI.

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