3 дня назад
Perception Lead (AI)
220 000 - 260 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Perception Lead (AI): Building and owning the perception architecture for an AI-powered home security system with an accent on computer vision, multi-camera tracking, sensor fusion, and edge inference. Focus on defining system-versus-model boundaries, improving accuracy, latency, and reliability, and leading evaluation, observability, and deployment infrastructure for unattended operation.
Location: San Francisco, California, United States; on-site
Base salary: $220,000–$260,000 per year, plus equity.
Company
is incubating Sauron, a home security company developing an AI-powered perception system that combines sensors, computer vision, and nonlethal deterrence to protect homes and property.
What you will do
- Own the perception architecture and set technical direction across perception, cloud, product, and hardware.
- Define sensing requirements and accuracy, latency, cost, and readiness targets for successive hardware generations.
- Evolve media-pipeline architecture to support changing cameras and configurations without disrupting live video or losing object identity.
- Build and improve computer vision systems for multi-object tracking, re-identification, sensor fusion, occlusion, poor lighting, and deliberate evasion.
- Develop evaluation datasets, regression harnesses, deployment-data feedback loops, observability, failure detection, and graceful degradation.
- Lead technical work and people through architecture decisions, code reviews, collaboration, and ownership of perception interfaces.
Requirements
- 5+ years building production systems, including experience owning architecture at staff scope.
- Professional experience with perception or machine learning for hardware products in safety-critical fields such as aerospace, robotics, medical devices, autonomous vehicles, or physical security.
- Deep modern C++ experience, including C++20, lifetime management, threading, shutdown semantics, Abseil, gRPC, and CMake.
- Production experience with GStreamer or media pipelines, including pads, probes, caps negotiation, bus messages, and pipeline failure diagnosis.
- Shipped applied computer vision systems and strong knowledge of linear algebra, optimization, statistics, algorithms, and deep-learning lifecycles.
- Experience with Python, GPU inference, edge compute, TensorRT, batching, FP16, and inference-latency analysis.
Nice to have
- NVIDIA Jetson production experience, including JetPack, L4T, Yocto, or cross-building for aarch64.
- Multi-camera tracking, video surveillance, VMS, ONVIF/RTSP, CUDA, or GPU architecture experience.
- Familiarity with vision-language and other multimodal models for semantic scene understanding.
- Experience owning model evaluation datasets, metrics, and production-oriented model selection.
Culture & Benefits
- Collaborative environment with pair programming and teamwork.
- Ownership across the stack, with regular refactoring and test-driven development.
- Opportunity to shape a new perception system for physical security hardware.
- Equity included in the compensation package.
- Commitment to building a diverse and inclusive workforce.
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