Senior AI/ML Model Engineer - From Prototype to Production

Stelvio Inc.; Austin (TX); On-site; USD 140,000 - 190,000; Full time

Job summary

Stelvio Inc., Austin-based technology company, is seeking an experienced AI/ML Engineer to own end-to-end model lifecycle from experimentation to production.

The ideal candidate will have 5+ years in ML or related software development, deep experience with PyTorch/TensorFlow, and a track record of deploying models in production. This hands-on role emphasizes model engineering over prompts or API integration.

Qualifications

• Experience with training, fine-tuning or modifying deep-learning models.
• Experience releasing a model from research to production.
• Ability to build evaluation methods and judge model quality.
• Experience deploying model-driven systems in customer-facing environments.
• Strong Python with PyTorch, JAX or TensorFlow.
• Experience improving GPU utilization, inference speed or training efficiency.
• Familiarity with CUDA ecosystem and high-performance workloads.
• Ability to balance accuracy, latency, throughput, reliability and infra cost.
• Ability to operate independently where technical path is not predefined.

Responsibilities

• Own ML model lifecycle from experimentation through production release.
• Train, fine-tune, or modify deep-learning models for real-world use.
• Release models into production and monitor performance.
• Develop evaluation methods to inform quality decisions.
• Deploy model-driven systems in customer-facing environments.
• Optimize GPU usage and inference efficiency.
• Work with PyTorch, JAX, or TensorFlow.
• Balance trade-offs among accuracy, latency, throughput, and cost.
• Operate independently in undefined technical paths.

Skills

Training/fine-tuning deep-learning

Model lifecycle ownership

Model release to production

Model evaluation methods

Deploying model-driven systems

Python with PyTorch/JAX/TensorFlow

GPU utilization optimization

CUDA ecosystem familiarity

trade-offs: accuracy/latency/cost

Independent execution in undefined路径

Job description

Stelvio Inc., Austin-based technology company, is seeking an experienced AI/ML Engineer to own end-to-end model lifecycle from experimentation to production.

The ideal candidate will have 5+ years in ML or related software development, deep experience with PyTorch/TensorFlow, and a track record of deploying models in production. This hands-on role emphasizes model engineering over prompts or API integration.