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Kinetic Systems

Reinforcement learning datasets for healthcare automation

Internship

Full-Time
No salary listed
Internship
Master's, PhD
San Francisco, CA, USA
In PersonIn-person in San Francisco for the duration; relocation assistance available; must be authorized to work in the United States.
AI & Machine LearningApplied Machine Learning

About the job

Requirements
  • Published at 1+ first-author papers in a top ML conference (NeurIPS, ICLR, ICML, etc.)
  • Trained a 1B+ param model from scratch
  • Come from a research background (preference for MS or PhD) in at least one of these fields: Computer-Use Agents, Vision-Language Models, Computer Vision, Robotics, RL
  • Have significant experience with PyTorch, HuggingFace, or similar libraries
  • Are high-agency and comfortable owning large, ambiguous problem spaces
  • Are comfortable working long hours in a high-intensity, early-stage environment
  • Are excited to be on-site in SF and collaborate closely with a small team
  • Are interested in healthcare as an application (prior background not necessary)
  • You must be in-person in SF for the duration of the internship.
  • You must be authorized to work in the US (we support eVerify)
  • You can start within the next month
Responsibilities
  • Develop novel evals, RL environments, and benchmarks to reflect real-world healthcare workflows
  • Develop, train, and evaluate computer-use agents for complex healthcare interfaces
  • Build and maintain data pipelines to transform raw human data into high-quality training and evaluation assets
  • Write and publish papers in academic conferences
  • Work across the stack: models, tooling, infra, product, and internal workflows

About the company

Kinetic Systems and Technologies, Inc. builds data infrastructure for autonomous care delivery by providing curated reinforcement learning environments and post-training datasets for AI researchers and developers. Its flagship HealthAdminBench benchmarks AI agents on multi-step healthcare admin tasks such as prior authorizations, denial appeals, and ordering durable medical equipment, with fine-tuned models showing stronger performance on these tasks than general-purpose models. The company focuses specifically on healthcare administration to solve economically significant workflows, operates in a B2B model with frontier AI labs, providers, MSOs, and BPOs, and maintains SOC 2 and HIPAA compliance. Its goal is to enable customers to deploy AI that can manage complex administrative work and support more autonomous care and healthcare operations.

Company Size

11-50

Company Stage

N/A

Total Funding

N/A

Headquarters

San Francisco, California

Founded

1973

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Simplify's Take

What believers are saying

  • Prior Scientific acquired Kinetic Systems on September 2, 2025, adding global distribution.
  • KineticSystems.com updated product pages in August 2026, showing active commercialization and catalog maintenance.
  • The company sells into recurring replacement cycles for optical tables and vibration-control upgrades.

What critics are saying

  • Kinetic Systems depends on cyclical research and semiconductor capital spending for demand.
  • Stand-alone division status signals integration friction, slowing cross-selling and engineering synergies through 2026.
  • If Prior Scientific underinvests, Kinetic Systems becomes a niche accessory business and loses strategic priority.

What makes Kinetic Systems unique

  • Boston-based Kinetic Systems sells vibration isolation and optical tables for ultra-sensitive instruments.
  • Prior Scientific kept Kinetic Systems as a standalone division after the September 2025 acquisition.
  • Its MK26 workstation reaches 0.5 Hz natural frequency, targeting semiconductors, microscopy, and aerospace.

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Benefits

  • Unlimited Paid Time Off
  • Health Insurance
  • Dental Insurance
  • Vision Insurance
  • Meal Benefits

Company News

Data Center Knowledge
Jul 8th, 2025
Japanese Shipping Firm to Develop 'World's First' Integrated Floating Data Center Platform

"This partnership combines Kinetics' expertise in mobile energy infrastructure with MOL's extensive maritime and offshore logistics capabilities to address the surging global demand for digital infrastructure," the companies said in a joint statement.

PR Newswire
May 7th, 2025
Kinetics Accelerates Clean Energy Innovation with Strategic Investments in North America

Kinetics has co-invested in a $20 million Series A financing round for Exterra, a Canada-based cleantech waste-to-value leader.

Siam News Network
May 7th, 2025
Kinetics Accelerates Clean Energy Innovation with Strategic Investments in North America

Kinetics has co-invested in a $20 million Series A financing round for Exterra, a Canada-based cleantech waste-to-value leader.

PR Newswire
Jun 12th, 2024
Growth Market Usa: Exyte Plans To Create Up To 1,000 New Jobs In High-Tech Facility Industry

Exyte to create up to 1,000 jobs in target industries across the USA to facilitate growthFurther expansion of service and production network in the USAWith official opening of new office in Boise, Idaho , Exyte expands to the NorthwestExyte CEO Büchele: "Given its high market potential, the USA is an integral part of Exyte's growth strategy."STUTTGART, Germany, June 12, 2024 /PRNewswire/ -- Exyte GmbH (Exyte), a global leader in the design, engineering, and delivery of high-tech facilities, is poised for a robust expansion trajectory in the USA. In line with its "follow-the-client" strategy, Exyte is ramping up its service and production network as well as its workforce in key strategic locations across the country. In the medium run, the company plans to create approximately 1,000 additional positions in the USA. With the official opening of its new regional office in Boise, Idaho, Exyte expands its national footprint to the Northwest.Exyte plans to create up to 1.000 jobs in high-tech industries in the USA (PRNewsfoto/Exyte)In addition, new offices and production sites are being established in Nampa, Idaho, to support US-wide mega-projects in high-tech industries such as the semiconductor industry. With new offices in Durham, North Carolina, and Conshohocken, Pennsylvania, Exyte is addressing the needs of the US pharmaceutical and biotech industry. In Dallas, Texas, the company plans to relocate to a new headquarter."Given its high market potential, the USA is an integral part of Exyte's growth strategy

PR Newswire APAC
Apr 16th, 2024
Exyte acquires Kinetics Group to enhance global leadership in high-tech facility solutions

Exyte acquires Kinetics Group to enhance global leadership in high-tech facility solutions.