工程经理，模型基础设施
Engineering Manager, Model Infrastructure
为什么选择哈维
在哈维，我们正在改变法律和专业服务的运作方式。通过结合前沿的代理AI、企业级平台和深厚的领域专业知识，我们正在重塑未来几十年关键知识工作的完成方式。
这是一个难得的机会，帮助打造一家具有时代意义的公司，在真正的转折点上共同前进。我们拥有强大的产品市场匹配度和世界级的投资支持。我们正在快速扩展，并实时定义一个新类别。工作充满雄心，标准很高，个人、职业和财务上的成长机会无与伦比。
我们的团队行动迅速，有责任感，并对使命充满热情——以高强度运作，贴近客户，不断追求卓越。我们秉持三个价值观：决断力、简洁性以及“工作尚未完成”。我们在清晰判断的基础上快速行动，而非等待完美信息；我们相信简洁才是可扩展的关键；我们从不满足于现状。如果你希望与志同道合的人一起完成职业生涯中最出色的工作，我们期待与你携手共进。
在哈维，专业服务的未来正在今天被书写——而我们才刚刚开始。
职位概述
作为模型基础设施工程经理，你将领导负责支撑哈维所有模型请求的平台团队。你将与AI研究、产品工程、基础设施和外部AI供应商紧密合作，确保随着业务增长，我们的平台始终保持可靠、可扩展且成本高效。
模型基础设施是哈维最具战略意义的工程组织之一。从聊天体验和代理系统到文档工作流和未来的推理系统，每一个产品功能都依赖于这个平台。
在未来几年中，该团队将从运营第三方模型扩展到构建支持哈维训练、评估、部署和运行自身前沿AI模型的基础设施。这个职位提供了塑造哈维AI平台技术基础的机会，并建立一个将推动公司下一阶段增长的组织。
你将负责
- 带领并发展一支由软件工程师组成的核心团队，负责哈维的模型基础设施平台。
- 制定模型可靠性、可扩展性和运营卓越性的技术路线图。
- 构建高度可靠的模型供应、容量管理、故障转移和事件响应系统。
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WHY HARVEY
At Harvey, we’re transforming how legal and professional services operate. By combining frontier agentic AI, an enterprise-grade platform, and deep domain expertise, we’re reshaping how critical knowledge work gets done for decades to come.
This is a rare chance to help build a generational company at a true inflection point. We have strong product-market fit and world-class investor support. We’re scaling fast and defining a new category in real time. The work is ambitious, the bar is high, and the opportunity for growth — personal, professional, and financial — is unmatched.
Our team moves fast, takes ownership, and is deeply committed to the mission — operating with intensity, staying close to our customers, and pushing each other for excellence. We live by three values: Decisiveness, Simplicity, and Job's Not Finished. We act quickly on clear judgment over perfect information, we believe simplicity is what scales, and we're never satisfied with where we are. If you want to do the best work of your career alongside people who share that drive, we'd love to build with you.
At Harvey, the future of professional services is being written today — and we’re just getting started.
ROLE OVERVIEW
As the Engineering Manager for Model Infrastructure, you'll lead the team responsible for the platform powering every model request across Harvey. You'll partner closely with AI Research, Product Engineering, Infrastructure, and external AI providers to ensure our platform remains reliable, scalable, and cost-efficient as our business grows.
Model Infrastructure is one of Harvey's most strategic engineering organizations. Every product capability—from chat experiences and agents to document workflows and future reasoning systems—depends on this platform.
Over the next several years, the team will evolve beyond operating third-party models to building the infrastructure that enables Harvey to train, evaluate, deploy, and operate our own frontier AI models. This role offers the opportunity to shape the technical foundation of Harvey's AI platform and build an organization that will power the company's next phase of growth.
WHAT YOU'LL DO
- Lead and grow a high-performing team of software engineers responsible for Harvey's Model Infrastructure platform.
- Define the technical roadmap for model reliability, scalability, and operational excellence.
- Build highly reliable systems for model provisioning, capacity management, failover, and incident response across multiple AI providers.
- Own Harvey's multi-provider model platform, including provider integrations, SDK upgrades, API migrations, and onboarding new model providers.
- Drive the evolution of our Unified Model Controller (UMC) and Model Selector platform to automatically detect degraded models and intelligently route traffic based on health, latency, quality, compliance, and cost.
- Improve observability through health dashboards, alerting, token usage analytics, cost reporting, and end-to-end model telemetry.
- Partner with Product Engineering to support new model launches, capacity planning, experimentation, and proactive production monitoring.
- Lead initiatives to improve inference efficiency, reduce infrastructure costs, and increase model utilization across providers.
- Build the infrastructure foundation for Harvey's future model training efforts, including data pipelines, model operations, training environments, and AI platform capabilities.
- Partner with executive leadership on long-term AI infrastructure strategy and vendor relationships.
- Recruit, mentor, and develop exceptional engineering talent while fostering a culture of technical excellence and operational ownership.
WHAT YOU HAVE
- 8+ years of software engineering experience, including multiple years managing high-performing engineering teams.
- Experience leading teams responsible for large-scale distributed systems or cloud infrastructure.
- Strong technical background that enables you to guide architectural decisions and mentor senior engineers.
- Experience operating highly available production services with strong reliability and operational excellence.
- Experience building platforms that require scalability, observability, automation, and cost optimization.
- Strong cross-functional leadership skills with the ability to partner effectively across Engineering, Research, Product, and external vendors.
- Excellent communication skills and the ability to influence technical strategy across organizations.
- A passion for building teams and developing engineering talent.
NICE TO HAVE
- Experience with AI infrastructure, LLM serving, or machine learning platforms.
- Experience working with multiple model providers such as OpenAI, Anthropic, Azure OpenAI, Fireworks, Baseten, or open-source model ecosystems.
- Experience building inference platforms, model gateways, traffic routing systems, or policy-based serving infrastructure.
- Experience with Kubernetes, cloud infrastructure, distributed systems, and large-scale observability platforms.
- Experience supporting GPU infrastructure, model training platforms, or ML infrastructure.
- Familiarity with data platforms and technologies such as Spark, Kafka, Flink, Airflow, or Iceberg.
- Experience leading organizations through periods of rapid growth and technical transformation.
COMPENSATION
$260,000 - $340,000 USD
DEPENDING ON YOUR LOCATION, AN APPLICANT PRIVACY NOTICE MAY APPLY TO YOU. YOU CAN FIND ALL OF OUR APPLICANT PRIVACY NOTICES HERE https://harveyai.notion.site/Harvey-Candidate-Privacy-Notices-319ac3fcdd7a803bb807d5094f249922?pvs=74.
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Harvey is an equal opportunity employer and does not discriminate on the basis of race, gender, sexual orientation, gender identity/expression, national origin, disability, age, genetic information, veteran status, marital status, pregnancy or related condition, or any other basis protected by law.
We are committed to providing reasonable accommodations to applicants with disabilities, and requests can be made by emailing accommodations@harvey.ai