Full Stack Engineer, ML Data & Evaluations

TLDR

Build the infrastructure for robotic evaluation and visualization, accelerating the research-to-production loop within an innovative robotics environment.

Join Us in Building the Future of Home Robotics

At Sunday, we're developing personal robots to reclaim the hours lost to repetitive tasks. We're focused on an ambitious goal to make generalized robots broadly accessible, enabling households to take back quality time.

We have spent the last 18 months building a talented team, securing capital, and validating our technology. We are now seeking passionate individuals to join us in the next phase of our growth. If you are ready to apply your skills to the forefront of robotics innovation, we’d love to hear from you.

What to Expect

You are the bridge between raw data and robotic intelligence. As a Full Stack Engineer, ML Data & Evals, you will build the "Laboratory" where our ML team evaluates and deploys models. Your work accelerates the research-to-production loop, creating the infrastructure to launch on-robot evaluations and visualize model performance in complex, real-world scenarios.

What You’ll Do

  • Interactive Data Systems: Architect the interfaces and engines that unify robot and Skill Capture Gloves™ data, enabling "human-in-the-loop" workflows, from episode annotation to seamless switching between autonomous execution and manual teleoperation intervention.

  • Evaluation & Benchmarking: Develop high-performance tools to compare model-driven motion against human-captured ground truth, helping quantify model progress across diverse tasks.

  • Data Processing & Orchestration: Architect processing services that transform raw captures and sensor data into ML-ready formats, ensuring a seamless flow from our global collection systems to the models that power our robots.

  • Startup Fluidity: While this role focuses on the ML Platform, our Full Stack Engineers are comfortable shifting priorities and domains, eager to jump into other parts of the stack as we scale.

What You’ll Bring

  • Full-Stack Proficiency: 3+ years of building and scaling cloud-native applications with mastery of modern frontend (e.g., React, TypeScript) and robust backend (e.g., Node.js, Python) stacks.

  • Operational Mindset: Experience building high-throughput internal tooling or "human-in-the-loop" platforms.

  • Interactive ML Observability: A high bar for building low-friction interfaces that make complex model behaviors, sensor data, and "human-in-the-loop" interventions easy to interpret and act upon.

Nice to Have

  • Experience as a founding or early hire; able to define roadmaps where no blueprint exists.

  • Experience building robust ETL pipelines that transform terabytes of multi-modal data into structured, high-quality datasets.

  • Familiarity with tools like Weights & Biases, MLFlow, or similar experiment tracking frameworks.

At Sunday Robotics, we’re building technology shaped by real people — curious, creative, and diverse. We’re proud to be an equal opportunity employer and consider all qualified applicants regardless of race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, disability, age, or veteran status.

Even if you don’t meet every single requirement, we encourage you to apply. Studies show that women and underrepresented groups often hold back unless they meet 100% of the criteria — we don’t want that to be the reason we miss out on great talent.

Benefits and Perks

  • Full medical, dental, and vision: comprehensive coverage with meaningful employer contribution toward your monthly premiums

  • FSA/HSA and commuter benefits: offered through Rippling, no employer contribution

  • Flexible paid time off: no unlimited PTO theater, just trust and full pay when you're out

  • 401(k) through Human Interest: auto-enrolled from day one, you own your contribution rate

  • Paid parental leave: Covers birth, adoption, and surrogacy

  • Daily meals covered: lunch and dinner via GrubHub ($25/meal), plus a fully stocked kitchen

  • Leadership offsites and team dinners: we invest in the time it takes to actually connect

  • Equipment you actually want: laptop ordered before your first day, full peripheral setup included

Benefits

Free Meals & Snacks

Daily meals covered: lunch and dinner via GrubHub ($25/meal), plus a fully stocked kitchen

Health Insurance

Full medical, dental, and vision: comprehensive coverage with meaningful employer contribution toward your monthly premiums

Preferred equipment setup

Equipment you actually want: laptop ordered before your first day, full peripheral setup included

Paid Parental Leave

Paid parental leave: Covers birth, adoption, and surrogacy

Paid Time Off

Flexible paid time off: no unlimited PTO theater, just trust and full pay when you're out

Sunday is building personal robots that take care of repetitive tasks, allowing busy households to reclaim their valuable time. Our focus is on making these smart, generalized robots accessible to everyone, freeing families to spend more time on what truly matters.

View all jobs
Ace your job interview

Understand the required skills and qualifications, anticipate the questions you may be asked, and study well-prepared answers using our sample responses.

Full-Stack Engineer Q&A's
Report this job
Apply for this job