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Data & Cvml Manager, Autonomy

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Blue River Technology

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Location:
United States , Santa Clara

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Category:
IT - Software Development

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Contract Type:
Not provided

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Salary:

192000.00 - 287000.00 USD / Year
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Job Description:

We are developing autonomy for off-road construction vehicles, including autonomous articulated dump trucks (ADTs). This role owns the entire data, perception ML, and analytics stack, from raw sensor ingest to optimized edge inference and fleet-level performance visibility. You will lead a small Data and CV/ML team while remaining deeply hands-on. You are accountable for how data is collected, curated, trained, deployed, measured, and improved in production. This is a founder-mode role with direct impact on autonomy performance in the field.

Job Responsibility:

  • Own the full perception ML stack, from data ingest and labeling strategy through training, validation, deployment, and on-vehicle inference
  • Lead development of segmentation and depth estimation systems for off-road autonomy
  • Design and ship production-grade models using Python and PyTorch
  • Deploy and optimize models on NVIDIA Jetson / Orin, including TensorRT optimization and runtime profiling
  • Ensure models meet real-time, reliability, and resource constraints required for safety-critical systems
  • Own the data lifecycle: collection, mining, curation, labeling, versioning, and governance
  • Drive active learning pipelines to surface failure cases, edge conditions, and high-impact training data
  • Ensure dataset coverage aligns with operational risk, environmental diversity, and product priorities
  • Own the definition, interpretation, and usage of autonomy performance metrics across the fleet
  • Leverage and evolve the existing DFA Dune fleet analytics dashboard to ensure it reflects real-world robot behavior
  • Partner with the data engineer responsible for analytics
  • Manage a small Data team (1–2 data engineers/scientists) and CV/ML team (~3 engineers)
  • Set technical direction, review designs and code, and maintain a high execution bar
  • Ensure the team understands how their work impacts real-world vehicle performance, not just offline metrics
  • Clearly communicate technical progress, risks, and tradeoffs to leadership and partner teams
  • Maintain a high signal-to-noise ratio in communication, especially around uncertainty and failure modes
  • Act as the point of contact for perception and data on autonomy, systems, and field operations
  • Define evaluation and validation strategies spanning offline metrics, simulation, and on-vehicle testing
  • Support investigation of field issues related to perception failures, data gaps, or model regressions
  • Contribute to autonomy-readiness and safety discussions regarding perception and data quality

Requirements:

  • 7+ years of experience in relevant fields
  • Excellent technical communication skills, getting and providing context from/to multiple cross-functional teams
  • Prior experience leading small technical teams while remaining hands-on
  • Proven track record deploying ML models to edge platforms, specifically NVIDIA Jetson / Orin
  • Experience with TensorRT optimization and inference performance tuning
  • Deep understanding of data-centric ML and dataset quality management
  • Strong production experience with Python and PyTorch

Nice to have:

  • Background in robotics, autonomy, or safety-critical systems
  • Experience with perception in unstructured or off-road environments
  • Familiarity with multi-sensor systems (camera, lidar, radar)

Additional Information:

Job Posted:
February 01, 2026

Employment Type:
Fulltime
Work Type:
On-site work
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