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RL ENVIRONMENT SOURCING FOR AI LABS
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RL tasks and verifiers for software, finance, healthcare and enterprise work.
9 listed itemsJulie Vonwiller, Chris Vonwiller
CEO Ryan Kolln: telecom/data engineer, NYU MBA, BCG strategy consulting; joined Appen in 2018
Company size 500+RL environments reflecting real finance, healthcare and legal workflows.
1 listed itemChirag Modi, Armin Schöpf
Medical, finance and legal experts working with AI engineers
Company size 11–5024 enterprise RL environments listed: one available now and 23 in development, according to the vendor.
24 listed itemsVenkat Rangapuram
AI research/data/engineering org plus a domain-expert network (per company)
Company size 500+Harbor-format coding tasks and custom RL environments for specialized enterprise workflows.
2 listed itemsAlexander Ratner, Christopher Ré, Paroma Varma, Braden Hancock +1
Stanford AI Lab · Alex Ratner: Stanford CS PhD, professor at Univ. of Washington
Company size 201–500Off-the-shelf RL environments for repository coding, terminal work, tool use and long-horizon professional tasks.
4 listed itemsEdwin Chen
Google·Facebook·Twitter ML · MIT math and linguistics
Company size 51–200Custom environments recreating finance, legal, coding and healthcare work.
1 listed itemRayan Garg, Tanmay Sharma, Gurvir Singh
DeepSilicon·MultiOn·Cornell · ML, browser agents and distributed ML
Company size 1–10Suppliers that build or supply RL environments and tasks. Public benchmarks are separate from commercial offerings. Confirm scope, prices and sample access with each supplier.