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Physical Intelligence

Robot type
Robot AI and Software
Location
San FranciscoCaliforniaUSA
Job type
Artificial Intelligence
Posted
Oct 9, 2026
Full-time

ML Engineer, Platform

Job description

Physical Intelligence is bringing general-purpose AI into the physical world. We are a group of engineers, scientists, roboticists, and company builders developing foundation models and learning algorithms to power the robots of today and the physically-actuated devices of the future.

Job responsibilities

  • Build Pi’s model API end to end, including data ingestion, fine-tuning, evaluation, low-latency remote inference, partner-facing tools, and deployment integrations.
  • Design systems that can scale from a small number of deeply integrated partners to thousands of organizations and potentially millions of robots.
  • Architect reliable, multi-tenant infrastructure around rate limiting, isolation, backpressure, versioning, observability, and SLOs.
  • Turn partner data into a first-class product experience, from initial upload through validation, processing, fine-tuning, and evaluation.
  • Build and operate low-latency inference systems that allow Pi models to control robots running in real-world environments.
  • Work closely with researchers to turn new model capabilities into stable, usable product surfaces.
  • Learn from how partners use the platform and turn recurring friction into better APIs, tooling, documentation, and abstractions.
  • Write high-quality production code that integrates deeply with Pi’s existing infrastructure.

Job requirements

  • Experience building low-latency or real-time systems, including streaming, inference transport, WebSockets, QUIC, or similar technologies.
  • Experience building model-serving, inference, fine-tuning, or developer-platform infrastructure.
  • Experience at an early-stage infrastructure, AI, robotics, or autonomous systems company.
  • Familiarity with our stack: Python, Postgres, ClickHouse, GCP, Kubernetes, Modal, React, and TypeScript.
  • Experience with security, authentication, authorization, or multi-tenant infrastructure.

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