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.