v0.1.7

minitap-ai/mobile-usev0.1.7Mar 23, 2026by chonknick

Upgrading?

Release notes summary

Replaces HuggingFace tokenizers with `tokie` to improve speed and reduce dependencies.

Key Highlights

  • ~20-50x faster tokenizer initialization.
  • ~260 fewer transitive dependencies.
  • No runtime dependency on HuggingFace Hub.

New Features

  • Replaced HuggingFace tokenizers with tokie

Full Release Notes

## What's Changed

- Replace HuggingFace `tokenizers` with `tokie` for reranking
  - ~20-50x faster tokenizer initialization (pre-built .tkz from CDN vs JSON parsing)
  - ~260 fewer transitive dependencies
  - 100% token-accurate, identical reranking results
  - No runtime dependency on HuggingFace Hub
- Tokenizer served from `cdn.mandex.dev/models/tokenizer.tkz` alongside reranker model

Related Repositories