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Ingmar Kanitscheider

Researcher, OpenAI

Ingmar Kanitscheider is an OpenAI researcher best known as a co-author of "Emergent Tool Use From Multi-Agent Autocurricula," the 2019 hide-and-seek study showing agents inventing forts, ramps, and other tool strategies through self-play. Paper contribution notes credit him with obtaining the first tool-use results and co-creating the final environment with Bowen Baker.12

At a glance

Current role
Researcher
Company
OpenAI
Sources cited
2
Profile reviewed

Accomplishments

  • Co-author of Emergent Tool Use From Multi-Agent Autocurricula.1
  • First tool-use results in OpenAI hide-and-seek environment.1

Hide-and-seek and emergent tool use

With Bowen Baker and colleagues, Kanitscheider studied multi-agent competition in a physics hide-and-seek environment where standard RL at scale produced six emergent strategy phases, including fort building and ramp use. OpenAI's blog and ICLR presentation list him among the primary authors.12

Timeline

  1. Emergent tool use / hide-and-seek paper released.12

Where they work

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References

2 sources · profile reviewed Oct 24, 2026 · data updated Oct 24, 2026

  1. Emergent Tool Use From Multi-Agent AutocurriculaarXiv · Paper · published Sep 17, 2019 · accessed Oct 24, 2026
  2. Emergent tool use from multi-agent interactionOpenAI · Announcement · accessed Oct 24, 2026