MiAI Law

ML Engineer (Model Deployment & AI Infrastructure)

This role is based on-site in Tokyo, Japan and will be working directly with Fred Almeida.

About MiAI Law

MiAI Law is building the future of AI-powered legal research, delivering deep NLP models and AI-driven search technology dedicated to bridging the technology gap for lawyers by delivering advanced legal research tools and custom AI solutions. The company’s mission is to empower lawyers to provide efficient, affordable, and high-quality legal services while upholding data privacy and security standards. MiAI Law offers bespoke solutions tailored to individual client needs and scalable options for diverse requirements to enhance efficiency and productivity in the legal sector. We are looking for an ML Engineer with expertise in model deployment, infrastructure scaling, and AI optimization to bridge the gap between research and production.

The Role

As an ML Engineer at MiAI Law, you will:
  • Deploy and optimize LLMs and NLP models, ensuring real-time legal AI applications.
  • Build scalable AI pipelines for efficient model training, deployment, and monitoring.
  • Optimize inference efficiency by implementing ONNX, TensorRT, or Hugging Face Model Serving.
  • Integrate AI models with backend services to support search, ranking, and legal document processing.
  • Ensure reliability and model drift detection using automated monitoring and retraining pipelines.

Key Responsibilities

Model Deployment & Optimization
  • Develop efficient deployment pipelines for LLMs and NLP models.
  • Optimize model performance using quantization, pruning, and knowledge distillation.
  • Reduce inference latency for legal AI applications.
AI Infrastructure Scaling
  • Deploy and manage models in cloud environments (AWS, GCP, Azure).
  • Automate deployment with Docker, Kubernetes, and CI/CD pipelines.
  • Implement multi-region failover strategies for legal AI services.
Monitoring & Model Drift Detection
  • Implement logging, monitoring, and failover handling for AI models.
  • Track model performance using MLflow, Prometheus, or TensorBoard.
  • Automate model retraining pipelines to adapt to new legal data.

Requirements: Who You Are

Technical Skills:
  • 3+ years of experience in ML Engineering, AI Infrastructure, or MLOps.
  • Strong experience with Python, TensorFlow, PyTorch, FastAPI, and Hugging Face.
  • Proficiency in Docker, Kubernetes, CI/CD pipelines for AI deployment.
  • Hands-on experience with model optimization techniques (quantization, distillation, pruning).
  • Knowledge of cloud-based AI scaling on AWS, GCP, or Azure.
Soft Skills & Culture Fit:
  • Strong problem-solving skills with a scalability-first mindset.
  • Ability to collaborate with AI researchers, software engineers, and legal professionals.
  • Experience in cross-functional AI teams, working closely with backend and product teams.
  • Passionate about building AI-driven legal research tools.

Why Join MiAI Law?

  • Work at the forefront of AI + Legal Tech.
  • Be part of an innovative team in Tokyo, Japan.
  • Solve real-world problems using scalable AI systems.
  • Build models that shape the future of legal AI.
  • Be part of an exciting, innovative Legaltech AI start-up that values collaboration and initiative.
  • Opportunity to work closely with senior leadership and contribute to the success of MiAI and key projects.

HOW TO APPLY

Please submit your application using the form below, and be sure to include:
  • Your resume
  • A link to your GitHub profile
  • And a brief outline of how your skills and experience align with this role
We look forward to your application!

Our Culture

At MiAI Law, our culture is the foundation of our success. We’re a high-performance, 
innovation-driven startup where every team member feels valued and empowered.

Join Us

Are you passionate about legal tech, excited by challenges, and ready to make a real impact?
If so, MiAI Law could be the place for you to thrive.

Submit your application

    Security validation*
    MiAI Law is committed to protecting your information. Your information will be used in accordance with the applicable data privacy law, our internal policies and our privacy policy. As MiAI Law is a global organisation, your information may be stored and processed by MiAI Law and its affiliates in countries outside your country of residence, but wherever your information is processed, we will handle it with the same care and respect for your privacy.