# GigaToken

Hacker Approved page: https://hackerapproved.com/p/gigatoken/

19 people recommended GigaToken in Hacker News comments, 1 had mixed feelings and none criticized it, November 2025 to October 2026. It was recommended in 2 of 12 months, in 3 threads. It does not meet the Hacker Approved badge rule.

17 of the 19 people who recommend it commented in one thread, “GigaToken: ~1000x faster Language model tokenization”.

**Verdict:** Free tokenizer for language models, reported up to 10% faster time to first token and less compute. Critic notes it does not explain why it is faster.

Summary written by Claude from 21 comments. It was written before the November 2026 recount, and 20 of those comments still count.

## Why people recommend it

- Praised as impressive, well-done work (4 comments in the sample): "This researcher has done some very impressive work and I’m trying to defend him from the HN dismissive hoards." ([source](https://news.ycombinator.com/item?id=49016056)) "It's genuinely mind-bending, incredible ship OP" ([source](https://news.ycombinator.com/item?id=49011260)) "This is really cool, great work!" ([source](https://news.ycombinator.com/item?id=49010928))
- Faster time to first token (3 comments in the sample): "Time to first token is observable by a human, and they’re reporting up to 10% reduction there." ([source](https://news.ycombinator.com/item?id=49017465)) "their benchmarking shows this can speed up time to first token by up to 10%" ([source](https://news.ycombinator.com/item?id=49017424)) "it's also useful for inference when considering time-to-first-token (TTFT" ([source](https://news.ycombinator.com/item?id=49011028))
- Saves time, electricity and money (2 comments in the sample): "A massive speedup like this is a nice efficiency savings on some of these data pipelines for sure." ([source](https://news.ycombinator.com/item?id=49011143)) "I hope this code get popular, as it will save tons of electricity, money, CO2, etc." ([source](https://news.ycombinator.com/item?id=49017384))
- Caching and regex ideas are useful (2 comments in the sample): "The caching and replacing the regex for pretokenization seem like generally useful ideas." ([source](https://news.ycombinator.com/item?id=49015607)) "this for sure can help inspire a lot of that work" ([source](https://news.ycombinator.com/item?id=49016314))

## The badge

A product earns the Hacker Approved badge when at least 10 people recommend it, recommenders outnumber critics at least 2 to 1 (mixed feelings count toward neither side), it was recommended in at least 4 of the 12 months and in at least 5 different threads, and no single thread supplies more than half of the people who recommend it. Health and money products are never badged.

## Cite as

Hacker Approved, "GigaToken", https://hackerapproved.com/p/gigatoken/ (19 recommend, 1 mixed, 0 criticize; Hacker News comments, November 2025 to October 2026).

Counts updated 2 Nov 2026, with data through October 31, 2026.