Robotics Software Engineer, Mission Evaluation & Fine-Tuning

FieldAIIrvine, CAJob.boközzétéve: 2026. 10. 19.
Kötelező:PythonAI

Your tasks

  • 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.

Requirements

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.