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RL environments and sandbox training environments for financial-services workflows (investment banking, private equity, consulting), sold to AI labs; YC-backed. OSS side: WebBench (~2.5k READ and ACTION browser-agent tasks, MIT), browserbench, sample_sft trajectories, noodle-flights, and Harbor (Apache-2.0 agent-eval / RL-env framework, forked from harbor-framework/harbor).
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