June 23, 2026

Swipe right on keyboard drama

FUTO Swipe – A new swipe typing model

Open swipe typing is here, and the comments are already demanding more

TLDR: FUTO launched a private, offline swipe keyboard system and says it works fast even on low-end Android phones. Commenters love the open approach, but they’re already pressing for custom words, Korean support, smoother multilingual typing, and proof it can rival SwiftKey.

FUTO just dropped FUTO Swipe, a new swipe-typing system for Android that promises something people have wanted for ages: fast phone typing without handing your data to a creepy keyboard app. The company says it trained the system on more than 1 million volunteer swipe samples, made parts of it available for others to build on, and packed it into a tiny setup that can run fully offline on cheap phones. In plain English: swipe your finger, get your word, keep your privacy. That alone had the crowd cheering.

But the real show was in the comments, where the applause instantly turned into a wishlist-slash-grievance thread. One user was weirdly delighted that the demo worked with a mouse, which is exactly the kind of chaotic internet energy this launch deserves. Others were happy but immediately went, "cool, now fix custom words" and "where’s Korean?" The biggest side-eye came from people comparing it to big-name rivals like SwiftKey: nice privacy pitch, sure, but can it beat the king of swipe? That benchmark challenge was the thread’s main tension.

Then came the multilingual drama. One commenter basically asked why enabling multiple languages still feels like managing duplicate keyboards at a garage sale. So yes, FUTO earned praise for finally bringing open, private swipe typing into the room — but the community response was classic tech-comment-section behavior: love the mission, demand everything immediately, and roast the rough edges for sport.

Key Points

  • FUTO launched FUTO Swipe as an open, privacy-focused swipe-typing system available in its offline Android app, FUTO Keyboard.
  • FUTO collected more than 1 million English QWERTY swipe samples starting in August 2024 and released a 1 million-swipe dataset under the MIT license in March 2025.
  • The system uses three components: a layout-agnostic Encoder, a single-language ContextLM, and a language- and layout-specific decoder.
  • FUTO reports a top-4 fail rate of about 4% on its test set, and below 1% error when out-of-vocabulary cases are excluded.
  • FUTO also released swipe-library in C++ for inference, decoding, and dictionary-constrained beam search; the models use the FUTO Model License and the library uses GPL.

Hottest takes

"It just needs to preserve word history for custom words" — satvikpendem
"how it compares with Microsoft SwiftKey" — jawns
"Why would there be two separate de and en layouts" — jacooper
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