Senior Perception Software Engineer
Company: Sauron Industries, Inc.
Location: San Francisco
Posted on: June 1, 2025
Job Description:
Who We AreSauron is the home security company of the future.
Homeowners today lack compelling options when it comes to peace of
mind against vulnerabilities, and total command and control of
their home; there is no definitive, protective brand in the space.
Leveraging cutting-edge AI, sensor technology, and nonlethal
deterrence, Sauron brings next-generation technology to homeowners
to protect their families and property. Incubated by the serial
entrepreneur Kevin Hartz and Atomic, Sauron has raised an $18M seed
round from leading venture capital firms and angel investors,
including 8VC and Flock Safety CEO Garret Langley, to build the new
perception system for the home.The Role - Senior Perception
Software EngineerThis role involves model design, development, and
evaluation for perception tasks that include both classic computer
vision approaches and more modern ML approaches. Our hardware will
operate around the home and must be able to complete its mission
reliably in the face of all environmental conditions. We aim to
build a system that handles a wide variety of scenarios and do so
without error. This role will be highly collaborative with our
hardware team to develop requirements needed for sensing, tracking,
and other perception tasks, as well as iteration for various
generations of hardware.
We Value
- Collaboration, pair programming, and teamwork.
- Making small improvements and shipping code to production
continuously.
- Taking ownership across the stack.
- Test-driven development, and refactoring regularly to keep our
codebases healthy.You Will Contribute By
- Extracting the maximum value from our sensors, fusing all
observations available while being robust to occlusions, poor
lighting and disguises
- Assisting in the collection, labeling, and management of
datasets to train and evaluate ML models.
- Leveraging state of the art models for 3D object detection,
tracking, facial recognition and semantic scene understanding, and
push them to the limits of their performance in this problem
domain.
- Analyzing the performance of systems both in simulation and
using data from deployments in the field to find headroom and
devise solutions to reduce it.
- Probing the inner workings of neural networks to uncover and
mitigate edge case failures.
- Contributing to machine learning infrastructure (e.g.
distributed training, continuous model integration, data
management, and evaluation of production systems).Your Background
Includes
- 4+ years of professional experience with machine learning for
hardware products in a safety-critical field, e.g. aerospace,
robotics, medical devices, autonomous vehicles.
- Passionate about ML, both robust engineering and research
challenges.
- An understanding of the theory and practice of modern machine
learning techniques.
- A clear grasp of basic linear algebra, optimization,
statistics, and algorithms.
- Experienced at facets of training and using deep-learning
models, including writing custom layers/operations, optimizing
networks for inference on edge compute, reproducibility and
evaluation.
- Experience working with Pytorch, Tensorflow or other modern
deep learning frameworks.
- Familiar with the use of VLMs and other multi-modal models for
semantic scene understanding and description.
- Able to solve complex problems with little supervision.
- Excellent communicator, both written and verbal.
- A generalist mindset and can dive in wherever the bottlenecks
are, whether that be spooling up cloud compute services to
optimizing for embedded systems.Nice to Have
- Experience building high-performance software systems using
compiled languages (C/C++/Rust/etc.).
- Experience with Middleware frameworks such as ROS.
- Experience with build systems such as Bazel, CMake.
- Experience in GPU architecture and CUDA programming.
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Keywords: Sauron Industries, Inc., Dublin , Senior Perception Software Engineer, IT / Software / Systems , San Francisco, California
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