Founder Adithya S Kolavi wrapped Nayana and Google's FLEURS datasets in OpenEnv tasks, then reported Kannada gains from a single-GPU training run.
By [Ryan Merket](https://runtimewire.com/author/ryan-merket)
· Published
Primary source: [X](https://x.com/adithya_s_k/status/2110364361231651321)
Why it matters #
FineEnvs turns existing OCR and speech datasets into tasks with verifiable rewards, making reinforcement-learning experiments more accessible for language-specific work. The reported gains are limited to Kannada tests, and Nayana's non-commercial dataset license matters for commercial reuse.
Adithya S Kolavi (@adithya_s_k) released two reinforcement-learning environments for OCR and speech recognition on October 14th, saying they contain more than 12 million tasks across 22 OCR languages and 102 speech languages.…