Meet Mendapara

Meet Mendapara

AI Researcher | AI & Cognitive Systems

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Tastemaker
Tastemaker

Maker History

  • Attenta
    AttentaA from-scratch Rust Transformer trained on legal documents
    Sep 2026
  • 🎉
    Joined Product HuntNovember 1st, 2025

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Attenta - A from-scratch Rust Transformer trained on legal documents

Attenta is a from-scratch Rust implementation of the Transformer architecture (Vaswani et al. 2017) built without PyTorch or TensorFlow. Designed for high efficiency, it features multi-head attention, BPE tokenization, and custom matrix multiplication. This release comes pre-trained on Indian legal documents, showcasing a pure Rust pipeline for specialized NLP tasks from tokenization to beam search decoding. Fully tested with 85 unit tests and ready to self-host.
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