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Gigatoken is a New Record-Breaking Text Tokenizer

July 23, 2026
Gigatoken is a New Record-Breaking Text Tokenizer

Processing text for AI is often a slow bottleneck. A new tool named Gigatoken changes this by encoding data at over 24 GB per second on high-end hardware. It is significantly faster than existing options like HuggingFace or tiktoken.

The developers achieved these speeds by rethinking how text is prepared before it is tokenized. They built a custom system that caches work instead of relying on slow, standard loops. This approach makes it nearly 1000 times faster than common tools.

This project is open source and licensed under the MIT license. It proves that clever engineering can fix major performance gaps in AI infrastructure. You can find the code online if you want to try it yourself.

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