Staff Firmware Engineer, ML Inference Edge

Posted 14 Days Ago
Easy Apply
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Hiring Remotely in USA
Remote
156K-262K Annually
Expert/Leader
Kids + Family • Mobile
We create tools that remove uncertainty from modern life so families can feel free, together.
The Role
The Staff Firmware Engineer will architect ML infrastructure for edge devices, integrating new sensors and mentoring the firmware team to advance on-device ML solutions.
Summary Generated by Built In
About Life360

Life360’s mission is to keep people close to the ones they love. Our category-leading mobile app,Tile tracking devices, and Pet GPS tracker empower members to protect the people, pets, and things they care about most with a range of services, including location sharing, safe driver reports, and crash detection with emergency dispatch. Life360 serves approximately 91.6 million monthly active users (MAU), as of September 30, 2025, across more than 180 countries.
Life360 delivers peace of mind and enhances everyday family life with seamless coordination for all the moments that matter, big and small. By continuing to innovate and deliver for our customers, we have become a household name and the must-have mobile-based membership for families (and those friends who are basically family).
Life360 has more than 500 (and growing!) remote-first employees. For more information, please visit life360.com.

Life360 is a Remote-First company, which means a remote work environment will be the primary experience for all employees. All positions, unless otherwise specified, can be performed remotely (within the US) regardless of any specified location above. 

About the Team

At Life360, our Firmware Team is integral to our mission of connecting families through our growing ecosystem of hardware products. We handle the full lifecycle of firmware from design to post-production enhancements, focusing on scalable and secure solutions that integrate seamlessly with mobile and cloud technologies.

We are currently embarking on a new strategic direction, moving toward a more intelligent hardware ecosystem. As we expand into new product categories and advanced sensing capabilities, this team is at the forefront of implementing Life360's first-ever on-device intelligence initiatives.

About the Job

As a Staff Firmware Engineer, you will serve as a foundational architect and force multiplier for our new Machine Learning initiatives. While you are a firmware generalist capable of leading hardware bring-up and core system design, you bring a specialized expertise in Machine Learning (Edge AI).

You will be the primary bridge between our Data Science organization and hardware execution. Because this is a new technical frontier for Life360, you will be responsible for building the first-ever on-device ML pipelines, ensuring our next-generation of devices can process complex sensor data on the edge while maintaining the extreme battery efficiency and reliability our members expect.

The US-based salary range for this position is $156,000 to $261,500. We take into consideration an individual's background and experience in determining final salary; therefore, base pay offered may vary considerably depending on geographic location, job-related knowledge, skills, and experience. The compensation package includes a wide range of medical, dental, vision, financial, and other benefits, as well as equity.

What You’ll Do
  • Core Systems: Drive the development and maintenance of general firmware architecture across the device portfolio to ensure overall system health and stability.
  • ML Architecture: Build the technical framework for on-device inference within resource-constrained firmware stacks.
  • 0-to-1 pipeline: Partner with Data Science to design the company's first hardware-optimized data sampling, preprocessing, and inference pipelines.
  • Sensor Integration: Drive the integration of new sensors to create the frameworks required for advanced context-awareness and predictive modeling.
  • Strategic Alignment: Solve large-scale technical challenges and drive alignment between firmware, hardware, and researchers.
  • Mentorship: Provide high-impact mentorship to help the broader firmware organization grow its expertise in embedded ML and sensor fusion.
What We’re Looking For
  • Experience: 10+ years of firmware experience, taking complex consumer hardware from prototype through mass production.
  • Firmware Expert: Proficient in C/C++, RTOS (Zephyr/FreeRTOS), and low-level peripheral communication (SPI, I2C, DMA).
  • Edge ML: Hands-on experience deploying TinyML models and optimizing inference on Cortex-M or similar architectures.
  • Sensor Processing: Deep understanding of sensor data and building the signal processing pipelines required for ML features.
  • Optimization: A passion for squeezing maximum performance out of extreme constraints in power consumption and memory footprint.
  • Tooling: Proficiency in Python for data analysis, hardware-in-the-loop (HIL) testing, and automating firmware pipelines.
  • Leadership: Excellent collaboration skills with the ability to influence technical strategy across teams and stakeholders.
  • Education: Bachelor’s degree in Electrical Engineering, Computer Science, or a related field.
Our Benefits
  • Competitive pay and benefits
  • Medical, dental, vision, life, and disability insurance plans (100% paid for employees)
  • 401(k) plan with company matching program
  • Mental Wellness Program & Employee Assistance Program (EAP) for mental well-being
  • Flexible PTO, 13 company-wide days off throughout the year
  • Winter and Summer Weeklong Synchronized Company Shutdowns
  • Learning & Development programs
  • Equipment, tools, and reimbursement support for a productive remote environment
  • Free Life360 Platinum Membership for your preferred circle
  • Free Tile Products
Life360 Values

Our company’s mission-driven culture is guided by our shared values to create a trusted work environment where you can bring your authentic self to work and make a positive difference

  • Be a Good Person - We have a team of high-integrity people you can trust. 
  • Be Direct With Respect - We communicate directly, even when it’s hard.
  • Members Before Metrics - We focus on building an exceptional experience for families. 
  • High Intensity, High Impact - We do whatever it takes to get the job done. 
Our Commitment to Diversity

We believe that different ideas, perspectives, and backgrounds create a stronger and more creative work environment that delivers better results. Together, we continue to build an inclusive culture that encourages, supports, and celebrates the diverse voices of our employees. It fuels our innovation and connects us closer to our customers and the communities we serve. We strive to create a workplace that reflects the communities we serve and where everyone feels empowered to bring their authentic best selves to work.

We are an equal opportunity employer and value diversity at Life360. We do not discriminate based on race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status, disability status, or any legally protected status.  

We encourage people of all backgrounds to apply. We believe that a diversity of perspectives and experiences creates a foundation for the best ideas. Come join us in building something meaningful. Even if you don’t meet 100% of the qualifications, you should still seriously consider applying!


#LI-Remote

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Top Skills

C/C++
Dma
Freertos
I2C
Python
Rtos
Spi
Tinyml
Zephyr
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The Company
San Mateo, California
600 Employees
Year Founded: 2008

What We Do

Life360 brings you all together It’s never been easier to keep your family close and connected. Life360 is a platform for today’s busy families, bringing them closer together by helping them better sync, communicate with and protect the people they care about most.

Why Work With Us

We are a remote-first company that prepares every employee for the uncertainty of the future through career growth and growth mindset. You come here to help create the playbook and not follow the playbook. You will be able to help build the plane while flying it. Lots of ways to contribute and implement new ideas with collaborative colleagues

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