Solution: Using the Refine Localization Syntax Checker Tool
For users who need to work without network environment, to realize offline accurate checking of English grammar, you can follow the steps below:
- pre-installation: Download the Refine installer (.dmg file) from the official website while connected to the Internet, complete the installation and make sure the AI model is loaded on the first startup.
- model validation: After installation, it is recommended to use it once in a networked environment to confirm that the model is fully loaded (menu bar > Settings > Model Status Display 100%)
- Full Functional Verification: Test the core functionality by disconnecting from the network and checking that typical errors such as "You was" are properly flagged.
Technical Principle: Refine uses a locally deployed lightweight AI model (~300MB) with offline availability guaranteed by the following mechanism:
- Static Modeling Library: Integration of Common Syntax Rules and Language Patterns
- Local cache: user history fixes optimize subsequent suggestions (stored in ~/Library/Application Support/Refine/)
- Resource optimization: <200MB of memory consumption, old devices can also run smoothly
This answer comes from the articleRefine: a locally run English grammar checking toolThe
May not be reproduced without permission:AI productivity tools " How to achieve accurate English grammar checking in an offline environment?
