Robotics Software Engineer, Mission Evaluation & Fine-Tuning

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Summary

Location

Irvine, United States

Work

Full-time

Experience

3+ years

About this Job

What You Will Get To Do

  • 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.

What You Have

  • 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.

What Will Set You Apart

  • Authored or maintained a robotics benchmark, evaluation suite, or challenge.

  • Simulation-based evaluation and sim-to-real validation.

  • MLOps for on-edge models: quantization, versioning, and rollout to a fleet.

  • Industrial inspection, gauge reading, or anomaly detection experience.

About the Company

Field AI logo

Field AI

Privately Held
Robotics Software & AIEnergy & MiningConstruction & Agriculture

FieldAI is pioneering the development of a field-proven, hardware agnostic brain technology that enables many different types of robots to operate autonomously in hazardous, offroad, and potentially harsh industrial settings – all without GPS, maps, or any pre-programmed routes.

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