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New methods, results, fixes and documentation are welcome. Start with an issue for anything larger than a fix, then open a pull request from your fork; one method or one result per pull request. The contributing guide has the details, and these guides cover the common paths:

Everyone taking part is expected to follow the code of conduct. Report security issues privately, as described in the security policy.

@software{nexttransformer2026,
title = {NextTransformer: An Open Framework and Fair Benchmark for Next-Generation Transformer Architectures},
author = {{NextTransformer contributors}},
year = {2026},
version = {0.1.0},
url = {https://github.com/Interactive-Active-AI/NextTransformer}
}

NextTransformer is released under the MIT License. It builds on nanochat and modded-nanogpt; see third-party notices.