Cssmerge

Safety Validation Lead, Scenarios

San Francisco, CA. Posted 2 months ago

The role

You will own safety-relevant scenarios by defining relevance, building catalogs, and owning the coverage argument. You will build analysis pipelines and tooling to manage log-based and NCAP-based scenarios.

What you will do

  • Define what makes a scenario safety-relevant for a given operating domain
  • Own the coverage position and maintain taxonomy and abstraction levels
  • Build tooling to turn relevance and coverage into repeatable queries
  • Own log-based extraction from fleet data and criticality measures
  • Own standardized crash-avoidance suites and their adaptation
  • Define how scenarios run and own the regression suite
  • Design scenarios to fix claims, conditions, and interpretable results
  • Use AI tooling for scenario mining, categorization, and criticality assessment

Required qualifications

  • 8+ years in safety validation, verification, or test engineering for automated vehicles, ADAS, or another safety-critical domain
  • Hands-on experience building or shaping a scenario catalog and defending its sufficiency
  • Hands-on with crash-avoidance side of published consumer test protocols such as Euro NCAP's Crash Avoidance protocols in the 2026 series or the ADAS component of US NCAP
  • ASAM OpenSCENARIO and OpenDRIVE
  • ISO 21448 (SOTIF) and ISO 34502
  • Strong Python
  • Direct work with large volumes of vehicle log data
  • Fluency with claim, argument and evidence as distinct things

Nice to have

  • Proving ground or closed-course test execution experience, including instrumented targets and test equipment
  • Experience with falsification, adversarial scenario search, or criticality-driven parameter sampling
  • Experience contributing scenario-based evidence to a safety case defended to an external party
  • Background in traffic safety research, crash data analysis, or naturalistic driving studies
  • Experience building validation infrastructure — scenario databases, resimulation at scale, CI for autonomy

Benefits

  • Medical, Dental, Vision, Disability, and Life Insurance
  • Flexible Spending Account / Health Savings Account Options
  • 401(k)
  • Equity
  • Sick Time, Unlimited Flexible Time Off, and Paid Holidays
  • Paid Parental Leave
  • Pre-Tax Commuter Benefit Plan
  • Team lunch in our SoMa office every Tuesday and Thursday

About the company

Atoms builds Physical AI—real-world robots for the industries that move civilization forward, starting with food, mining, and transport. They are roboticists, engineers, operators, and builders.

Safety Validation Lead, Scenarios at Cssmerge | JobZoey