DESKTOP LANGUAGE LAYER / 01

Recognition scope · one nearby line

Read any interface Stay in the flow

Follow engine readyApple silicon · macOS 15+Recognition scope · one nearby line

SUVIA / SHORT PHRASE IN CONTEXTAUTO · 04 SCENES

EDITORIAL WEB · SHORT INPUT1 LINE

OBJECTS / MATERIAL / TIME

The quiet life
of useful things

A good object asks for little attention. Its value is often compressed into one clear promise: 经久耐用。

Materials age, surfaces remember, and the smallest label can tell us how something was made.

ISSUE07FIELD / NOTES

RESEARCH NOTE · SHORT INPUT1 LINE

RESEARCH PAPER / 2026PAGE 04

Local structure in
adaptive systems

M. Lin · A. Zhao · K. Moreau

Abstract

We examine how a 潜在表征 remains stable under local perturbation.

z′ = f(x + ε)

Method

The system is evaluated with bounded samples and an explicitly constrained context window.

LIVE RECOGNITION

THE FOLLOW GESTURE / 02

Only this line next to the pointer

The recognition scope is intentionally limited to one nearby line. A smaller target means fewer false captures, faster results, and no paragraph covering your screen.

READING FIELD · 07ONE-LINE SCOPE

DESIGN / SYSTEMS / OBJECTS

Function
close at hand

Good tools preserve attention by appearing only when needed.形式追随功能。01 · SHORT PHRASEForm follows function.原复读AI术The rest of the page stays where it is.

≈180msto begin

1 linenearby scope

Shortintentional boundary

THREE ROUTES / 03

One short phrase Three routes

Every route handles the current short phrase, not a full document. Choose for speed, offline access, or refinement.

SHORT INPUTCurrent phrase

ROUTE / 01

Instant

Built-in high-frequency data for common titles, buttons, and interface words.

Low latency · default01

ROUTE / 02

Local offline

On-device models process the current phrase, even when the network is unavailable.

Text stays on device02

ROUTE / 03

AI refine

Use your chosen provider to refine only the short phrase beside the pointer.

No paragraph context sent03

INPUT · ONE LINEROUTE · USER CONTROLLEDOUTPUT · BESIDE POINTER

PRIVACY BY ARCHITECTURE / 04

Reads the moment Remembers nothing

Local routes process only the current line beside the pointer. Screenshots, OCR, source text, and translations never become history. AI receives the current phrase only when you explicitly ask.

HISTORY BUFFEREMPTY

00ITEMS

NO TRANSLATION HISTORY

01Nearby lineON-DEMAND OCR

02On deviceLOCAL ROUTE

03Gone at onceZERO HISTORY

01 / LOCAL

Local route

Recognition and translation happen on device, with no screenshot archive or translation history.

02 / EXPLICIT

Explicit AI

Only the current short phrase is sent when you trigger it. You choose the provider and API key.

✓ No screenshots saved
✓ No OCR saved
✓ No translations saved
✓ No reading history

LANGUAGE SYSTEM / 05

A small input A wide language system

Forty language directions, personal terminology, and offline models share one input unit: the current short phrase. Offline availability varies by language pack and model.

40languages

40 DIRECTIONS / 01

Across languages

Switch among supported directions; not every direction is included for free offline by default.

PERSONAL GLOSSARY / 02

Terms stay consistent

Set product names, industry terms, and preferred wording for deterministic replacement.

~~power battery~~动力电池TERM MATCH

PRIVATE BETA / 06

Bring short-line translation into your workflow

The first beta is for Apple silicon on macOS 15+. Windows is in progress.

SUVIA · PRIVATE BETA