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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+Simulation Lab and tasks for software engineering, cybersecurity and enterprise work.
1 listed itemNazneen Rajani, Soumyadeep Bakshi
Hugging Face·Salesforce post-training research · Deloitte AI practice
Company size 11–50Packaged financial environments, tools and verifiers for long-horizon workflows.
2 listed itemsTudor Popescu, Jai Trivedi
Team with hands-on lending, finance-research and engineering backgrounds
Company size 1–10Quantitative research environments where agents experiment, validate and improve.
1 listed itemRui Wang, Michael Zhang
ETH Zürich · G-Research·TransMarket Group·Etched
Company size 1–10Financial-services environments and simulated websites for computer-use agents.
2 listed itemsJerry Wu, Wyatt Marshall
Cornell CS · Capital One Labs product and AI research
Company size 1–10Expert-built RL environments across technical and professional work.
1 listed itemGarrett Lord, Ben Christensen, Scott Ringwelski
MIT-PhD research/engineering team joined via the Cleanlab acquisition
Company size 500+Off-the-shelf and custom coding, computer-use and enterprise workflow environments.
3 listed itemsIngmar Klein, Amit Choudhary
Company size 11–50Environments for software engineering, enterprise work, law, security and AI research.
7 listed itemsIvan Chub, Nalu Concepcion, Tony Goss
Ivan: Dark Forest·0xPARC·Facebook · Nalu: Microsoft·Poshmark·PayMongo
Company size 11–50Expert-built environments for coding, accounting, banking, law and compliance.
1 listed itemFrancis Pedraza
CEO Matt Fitzpatrick: former McKinsey Senior Partner and head of QuantumBlack Labs
Company size Not disclosedNon-exclusive RL environment licenses for mainframe, Go, Figma, financial-document reasoning and content generation.
5 listed itemsAbhishek Chandwani, Ishan Gupta
BCG·Shell projects · Harvard Business School·IIT Kharagpur
Company size 1–10Realm combines domain experts with RL environment development.
1 listed itemAli Ansari
Chief Economist Mark Esposito: policy researcher affiliated with Harvard Berkman Klein Center and Kennedy School CID; AI-venture co-founder
Company size 51–200Simulated software, finance and research workflows for agent training.
2 listed itemsAnand Kannappan, Rebecca Qian
Meta AI and Meta Reality Labs research background
Company size 11–50Domain-specific RL environments and adaptive evaluations.
1 listed itemAnshuman Lall, Satish Vutukuru, Geoff Wolfe
PhDs from IIT Bombay, UCLA, UC Irvine · UC Berkeley MBA · Turing·Aera·Tiger Analytics
Company size 11–50US-expert labeled training/eval data, RLHF/preference data and custom RL environments.
1 listed itemVivian M. Chen
Company size 1–10Harbor-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 51–200Enterprise-work environments with tasks, state and verifiers from consented business records.
1 listed itemTeam not disclosed
Company size Not disclosedCustom 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 1–10Research, reasoning and software tasks derived from named benchmark formats.
19 listed itemsPrzemek Chojecki
Research team of PhD-level mathematicians and engineers
Company size 1–10Simulated enterprise systems, tools and user behavior for agent training and evaluation.
4 listed itemsMehdi Jamei, Andi Partovi
Academic co-founders · AI deployment experience at System, Workmate, KeyLead Health, Google (per company)
Company size 1–10Expert-designed interactive RL tasks and verifiers for complex domains.
2 listed itemsJosé André Nunes, Alexandre Bernat, Gabriel Albuquerque, Rodrigo Schmidt
Rodrigo Schmidt: 30+ years of engineering leadership, incl. 15 at Meta
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.