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Field AI

Robot type
Robot AI and Software
Location
IrvineCaliforniaUSA
Job type
Software
Posted
Oct 18, 2026
Full-time

Robotics Software Engineer, Mission Evaluation & Fine-Tuning

Job description

Field AI — Robotics Software Engineer, Mission Evaluation & Fine-Tuning (Irvine, California).

Job responsibilities

  • Own the end-to-end inspection behavior success metric.
  • Build the evaluation loop: golden-labeled datasets, seeded-fault runs, and regression suites at feature, system, and release level that gate every release candidate.
  • Turn field evidence into training and evaluation sets.
  • Map technical performance to the metrics the customer measures.
  • Make failures legible: triage mission logs, attribute each miss to navigation, localization, perception, or behavior, and route it to the owning team with evidence.

Job requirements

  • MS in computer science, robotics, aerospace engineering, or a related field, with 3+ years in robotics or ML engineering.
  • Strong Python, working C++, and comfort with ROS 2 logs, bags, and replay tooling.
  • Experience evaluating and fine-tuning vision or vision-language models (PyTorch, LoRA or similar), including building the datasets and metrics behind them.
  • Statistical rigor: knowing the difference between a benchmark number and a field result, and how to design an experiment that tells them apart.
  • Data pipeline skills to move evidence from robot to training set to dashboard.

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