3 days ago
Responsibilities
- Port and tune model servers for Voyage embedding and reranking models across deployment environments.
- Productionize Voyage models by owning packaging, configuration, and deployment workflows across AWS, Azure, GCP, cloud marketplaces, and self-managed channels.
- Design correctness, correlation, and performance validation to ensure third-party deployments match first-party behavior.
- Implement structured logging, metrics, diagnostics, health checks, and other operational capabilities.
- Debug issues across application code, runtimes, model servers, containers, configuration, partner cloud environments, and external dependencies.
- Collaborate with model-serving teams and partner with GTM, solutions architects, technical services engineers, and strategic customers on external deployments.
Requirements
- At least 4 years of experience building backend systems, infrastructure systems, CI tooling, or build tooling.
- Strong software engineering skills in Python or Go, with an emphasis on performance and reliability.
- Experience with AWS, Azure, or GCP, as well as containers and Kubernetes.
- Ability to debug across code, runtime, model servers, configuration, and external dependencies.
- Familiarity with ML model serving and inference runtimes.
- Clear communication and effectiveness in ambitious, cross-team environments.
- Preferred experience productionizing or deploying ML model servers or inference runtimes such as vLLM, Triton, or TGI.
- Preferred experience with observability tools such as Prometheus, Grafana, or OpenTelemetry.
- Preferred experience shipping software through cloud marketplaces or partner and self-managed channels.
- Contributions to open-source infrastructure for ML serving or deployment are preferred.
Benefits
- Hybrid working model for candidates based in Sydney.
- Supportive and enriching culture focused on employee growth and wellbeing.
- Employee affinity groups, fertility assistance, and generous parental leave policy.
- Work alongside Voyage’s ML and platform teams on a high-visibility model delivery platform.
- Necessary accommodations are available during the application and interview process.
Tech Stack
About MongoDB
Headquartered in New York, MongoDB's mission is to empower innovators to create, transform, and disrupt industries by unleashing the power of software and data. Built by developers, for developers, our modern database platform is a database with an integrated set of related services that allow development teams to address the growing requirements for today's wide variety of modern applications, all in a unified and consistent user experience. MongoDB has tens of thousands of customers in over 100 countries. The MongoDB database platform has been downloaded hundreds of millions of times since 2007, and there have been millions of builders trained through MongoDB University courses. To learn more, visit mongodb.com.