Technical Lead - Autonomy Evaluation

We are seeking a Technical Lead for Autonomy Evaluation to own the metrics our autonomy releases are judged on and the log replay and evaluation platform that computes them. In this role, you will take evaluation from recorded logs, to scored regression suites running on every candidate release, to the report a release passes before it reaches a vehicle, developing how replay, scoring, metrics, and test coverage come together into one platform engineers use every day. You will do this across on-road vehicles, and you will build the evaluation infrastructure that lets each new software release, sensor configuration, and platform be assessed seamlessly.

What you’ll do

Metrics. Own the safety and behavior metrics a release is judged on, including collision and near-miss measures, trajectory agreement against ground truth, and comfort, and the go/no-go release criteria built on them.

Log replay and scoring. Own the pipeline that converts recorded logs into scored test cases, covering open-loop and closed-loop evaluation of perception, localization, and planning against ground truth.

Regression and benchmarking. Own the system that benchmarks new software against old across the log corpus for every candidate release, including evaluation dataset design, regression detection, and triage of a regressed case to an owner.

Test coverage and data mining. Own how the corpus is mined for the long tail of rare and important events, including sampling strategy, selection of logs by expected value per replay-hour, and coverage of scenario classes the corpus does not yet contain.

Execution at scale. Own deterministic and reproducible execution of evaluation, run identity, traceability of every result to a software version, and cost per replay-hour as a tracked number.

Engineering practices. Set the practices for metric definitions, test design, code review, and the write-up of evaluation results.

Technical standard. Mentor the engineers who join the function, set the technical bar for their work, and participate in hiring.

What we’re looking for

Bachelor's degree in Computer Science, Robotics, Electrical Engineering, Statistics, or a related field with 8+ years of relevant experience.

2+ years as a technical lead or engineering manager for an evaluation, validation, or test team.

Ownership of an offline or system-level evaluation system for an autonomous vehicle or robotics program, or a comparable large-scale ML model evaluation system in production, with accountability for the metrics and for the release decisions made on them.

Experience designing safety or behavior metrics for an autonomous system and defending them to engineering and executive audiences.

Hands-on experience building log replay at scale, including scoring against ground truth in open-loop and closed-loop evaluation.

Experience running evaluation pipelines on GPU clusters or comparable large-scale compute on a recurring cadence, with responsibility for reproducibility, throughput, and compute cost.

Experience with evaluation dataset design, benchmarking, and regression detection across software or model versions.

Working command of applied statistics for system validation, including statistical uncertainty, sampling, rare-event analysis, and the data volume a given claim requires.

Working understanding of autonomous systems end to end, including sensing, perception, localization, planning, and controls.

Experience on an autonomous vehicle or robotics platform.

Working experience with a robotics middleware and its logging and replay tooling.

Experience handling autonomous driving or robotics sensor data across multiple modalities and timestamps, including camera, LiDAR, and radar.

Proficiency in Python and the ability to read, navigate, and debug existing C++ codebases.

Why join us

At Atoms, you’ll work on one of the defining challenges of our time—bringing automation into the physical world to drive real, lasting impact. We exist to uncover valuable unknown truths and turn them into progress, which means constantly pushing beyond what’s known and building what doesn’t yet exist. The work is ambitious and often challenging, but it’s grounded in a shared sense of purpose and a team committed to seeing it through together. Our work only matters if it serves others, and we know that meaningful progress depends on the trust of the people we serve and the strength of our team—so we invest in both, creating an environment where you can do your best work and grow.

What else you need to know

This role is based in our San Francisco office location. As a company driven by innovation and continuous change, close collaboration is essential. We’re constantly reimagining our industry, creating new products, and refining our processes, and we do our best work together. That’s why all of our office-based teams work onsite, five days a week.

The base salary range for this role is $185,000 - $242,000 per year.

Actual compensation will be determined on an individual basis and may vary depending on experience, skills, and qualifications.

Base salary is just one part of your total rewards package. You may also be eligible for equity awards.

Benefits Summary (USA Full-Time Exempt Employees):

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

Benefits are subject to change at the company's discretion. Atoms accepts applications on an ongoing basis.

Ready to join us as we serve those who serve others?

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