Matra
A custom tokenizer algorithm that outperforms GPT-5, Gemini 3.5 Flash, Gemma-4-31B, Qwen-3.6-MoE, Sarvam-105B, Sutra-v2, and MUTANT (Krutrim-2) across 23 languages, slashing sequence lengths by 70.3% with lowest fertility of 2.06 and highest BPT of 8.90.