Director of Engineering-- Data Infrastructure
DreamVu AI
About the Role
DreamVu builds data infrastructure for Physical AI — capturing, processing, and annotating real-world multimodal data used to train humanoid robots and embodied AI systems.
We're looking for a Director of Engineering to own the infrastructure that powers our data operations. This is a pure engineering leadership role focused on reliability, scalability, throughput, and cost efficiency. The ideal candidate has run large-scale cloud or data infrastructure in a demanding production environment — and managed the cost of doing so — and wants to apply that experience to one of the most consequential data problems in AI.
What You Will Own
The role spans three areas:
Pipeline operations — end-to-end ownership of the data pipeline, from raw sensor capture through pre-processing, automated pre-annotation, and human-in-the-loop annotation and QA. Full pipeline details are shared during the interview process.
Cloud infrastructure and cost — ownership of the cloud platform the pipeline runs on: provisioning, scaling, reliability, and the cost efficiency of it all. You'll treat spend as a first-class engineering metric — right-sizing compute and storage, controlling unit economics as data volume grows, and keeping cost-per-hour-of-data on a downward trend.
Systems integration and tooling — hardening and stabilizing new pipeline components into production, plus the monitoring, alerting, QA frameworks, dataset management, workflow tooling, and operational documentation that support consistent delivery.
Responsibilities
- Own pipeline reliability, throughput, and quality SLAs end-to-end
- Own cloud infrastructure spend — forecast, monitor, and continuously optimize cost as data volume scales
- Build and lead the engineering and operations team as the pipeline grows
- Define and manage how new pipeline components become stable production systems
- Maintain a clear view of technical debt and a plan to address it
- Establish engineering practices — code standards, review processes, incident response, documentation
- Translate data capture roadmaps into capacity plans and delivery schedules
- Maintain visibility into pipeline health and cost for the team and leadership
- Coordinate with capture operations ahead of new data collection campaigns
What We're Looking For
- 8+ years in engineering, including 3+ years in a leadership role — ideally in cloud services, data infrastructure, or large-scale platform engineering
- Track record running high-throughput, high-availability production systems on AWS, GCP, or Azure
- Demonstrated ownership of cloud cost — you've managed infrastructure budgets and driven down unit economics at scale
- Strong operational instincts — you define SLAs, instrument systems proactively, and treat instability as an engineering problem to be solved
- Solid Python fundamentals and comfort extending an existing codebase
- Experience building and managing small, high-ownership engineering teams under delivery pressure
- Strong planning and communication skills — comfortable reporting status and cost clearly to the CTO
- Nice to have: experience with video or multimodal data at scale (depth, point clouds, sensor streams)
- Nice to have: experience with annotation platforms or human-in-the-loop tooling
What Makes This Role Distinctive
DreamVu's pipeline processes multimodal sensor streams at scale across a complex, multi-stage workflow. The challenges — throughput, reliability, cost efficiency, and quality at volume — are the same class of problems found in demanding cloud data platforms, but applied to a domain at the frontier of AI. For an infrastructure leader who wants high ownership and meaningful scope, this is an unusually substantive opportunity.
Location & Structure
Based at our Philadelphia office, with regular coordination with our Hyderabad team. Reports to the CTO.
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