# FineEnvs releases 12M multilingual OCR and speech RL tasks

> Source: <https://runtimewire.com/article/fineenvs-multilingual-ocr-speech-rl-environments>
> Published: 2026-10-14 17:42:43+00:00

# FineEnvs releases 12M multilingual OCR and speech RL tasks

**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)](https://x.com/adithya_s_k) released two [reinforcement-learning](https://runtimewire.com/models/huggingface/lobonexequiel-reinforcement-learning-daff1a058d32e2ca) 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.…