- Robot type
- Robot AI and Software
- Location
- San FranciscoCaliforniaUSA
- Job type
- Artificial Intelligence
- Posted
- Oct 9, 2026
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.
Similar jobs
Physical Intelligence · Artificial Intelligence
ML Infra Engineer, Platform
San Francisco, California
Physical Intelligence · Artificial Intelligence
Software Engineer, AI Productivity
San Francisco, California
Physical Intelligence · Artificial Intelligence
AI and Robotics Recruiter
San Francisco, California
Physical Intelligence · Artificial Intelligence
Research Scientist
San Francisco, California
Robot deals
All deals →Like what we do? Buying through these links supports Bots n' Beans. We earn a commission at no extra cost to you. Thank you!



