Robotics Software Engineer, Mission Evaluation & Fine-Tuning

Company: Field AI
Location: Irvine, CA
Type: full_time
Posted: Oct 19, 2026
Views: 1

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

    Name: Field AI

    No detailed information available about this company.

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