Senior Infrastructure Engineer
Rational Dynamics · Berkeley, CA · 1 wk ago
HybridInformation Technology$15k/yrFull-time
The Company Rational Dynamics builds customized AI reasoning systems for tasks of high cognitive complexity. Our initial market is the world’s leading institutional asset owners. We work very closely with these customers to create specialized, rigorous benchmark datasets encompassing their most valuable and difficult knowledge work. Then we use the benchmarks to construct agentic large reasoning models, applying the same rigor to prove that the models correctly do the work. Customers access the models through a tailored application service, making their most skilled, expensive workers dramatically more productive. We are an early-stage startup. Our founders previously started Voleon, now one of the world’s largest systematic investment managers, and recognized as a longstanding industry leader in applied machine learning. They bring to Rational Dynamics the same research discipline and data-driven focus that succeeded in the unforgiving, high-stakes setting of financial markets. About The Role Institutional investors want AI for their hardest analytical work, running inside their cloud accounts and regions, under their security and compliance rules. Rational Dynamics builds that AI. Infrastructure decides whether we can ship it: each client brings a different cloud, network, identity provider, and security review. You'll be working across client deployments, internal platform, and the research infrastructure, collaborating with product development and science teams. What you'll do Deploy our cloud-native platform into client clouds on AWS, GCP, and Azure, including multi-region and data-residency setups. Answer the security and architecture questions client IT teams raiseCo-own existing infrastructure in AWS and GCP: EKS, Aurora Postgres, Cloud Run, networking, IAM, secrets, and GitOps deliveryRun the research platform for evals and training: proprietary, open-source, managed services such as Vertex AI, SageMaker, and Bedrock, with GPU compute and storage infrastructureBuild CI/CD, observability, and alerting that let a small team ship daily and catch problems before clients doStand up rapid prototypes and harden existing prototypes for production. Give Forward Deployed Engineers tooling to do the same in client environmentsShare compliance (e.g. SOC 2, ISO 27001, CAIQ) and security work so audit evidence comes from how the platform runsContribute to platform development, MLOps, and internal GenAI toolsManage infrastructure as code in Terraform, write down the trade-offs behind each decision, and track reliability, uptime, and cost What you bring 7+ years designing and running production cloud infrastructure, 5+ of them at Senior level or aboveDepth in AWS or GCP, and hands-on experience with bothStrong Kubernetes, Terraform, and CI/CD, including GitOps with ArgoCD or similarCloud networking and security: VPCs, private connectivity, IAM, zero-trust access, encryption, secrets, and multi-region deployments with data-residency requirementsDeployments into enterprise customer clouds in finance, healthcare, defense, or another regulated industryWork under SOC 2, ISO 27001, PCI DSS, or a similar control frameworkCore infrastructure built from scratch at an early-stage company, or owned end to end on a small teamPython and Bash for automation, and daily use of agentic coding tools such as Claude CodeClear communication about designs and trade-offs with engineers, scientists, and client security teams, and comfort with shifting priorities Nice to have Azure (AKS, VNets, Entra ID, ML/AI) or Oracle Cloud (OCI)ML and GPU infrastructure: Kubeflow, Vertex AI, SageMaker, Bedrock, MLflow, Ray, KServe, SlurmInfrastructure for LLM and agent systems: model serving, vector databases, and training and eval pipelinesWorkflow tools such as Temporal, Airflow, Argo Workflows, TektonFull-stack or agentic application development, or ML and RL researchGo or another systems languageA record of running production systems against reliability and uptime targets “Friends of Rational Dynamics” Candidate Referral Program If you have a great candidate in mind for this role and would like to have the potential to earn $7,500 to $15,000 if your referred candidate is successfully hired and employed by Rational Dynamics, please use this form to submit your referral. For more details regarding eligibility, terms and conditions please make sure to review the Rational Dynamics Referral Bonus Program. Equal Opportunity Employer Rational Dynamics is an Equal Opportunity employer. Applicants are considered without regard to race, color, religion, creed, national origin, age, sex, gender, marital status, sexual orientation and identity, genetic information, veteran status, citizenship, or any other factors prohibited by local, state, or federal law.