Product Manager Deployment

Artificial-intelligence research and product company building customizable AI systems, including the Tinker training API and Inkling open-weight models.

Distributed
About Thinking Machines Lab

Thinking Machines Lab develops AI products that let researchers and developers fine-tune and use models, while also releasing open-weight multimodal models.

View jobs by Thinking Machines Lab

Skills

Candidate Availability

Required and preferred rules are kept separate and reflect the wording in the original posting.

About the Role

You will own the deployment strategy, roadmap, and success metrics for models and fine-tuned checkpoints in production. You will define serving workflows, work on reliability and performance tradeoffs, gather user feedback, drive launches and incident learning, and shape deployment SLAs and hosted-inference inputs.

Requirements

  • Production ML serving
  • Infrastructure product management
  • Deployment
  • Reliability
  • Scalability
  • Performance
  • Latency
  • Throughput
  • Autoscaling
  • Rollback
  • Incident response
  • Model serving
  • GPU scheduling
  • Batching
  • Quantization
  • Capacity planning
  • API
  • SDK
  • SLA

Responsibilities

  • Own deployment strategy, roadmap, and success metrics
  • Define deployment workflows for model serving, autoscaling, versioning, rollback, monitoring, and incident response
  • Work on serving architecture, latency, cost, reliability, capacity planning, and API and SDK deployment surfaces
  • Build feedback loops with production users
  • Drive technical scoping, dependency resolution, launch readiness, escalation design, and post-incident learning
  • Connect deployment decisions to model and infrastructure roadmaps
  • Shape SLAs, hosted-inference pricing and packaging inputs, and the deployment operating model
  • Review serving configurations, latency data, incident retrospectives, and rollout plans

Benefits

  • Health benefits
  • Dental benefits
  • Vision benefits
  • Unlimited PTO
  • Paid parental leave
  • Relocation support
  • Visa sponsorship
Product Manager Deployment at Thinking Machines Lab | JobStash