Activity over retention
Daily check-ins can feel like progress even when the vocabulary underneath them is not sticking. Time in an app and durable recall are not the same thing.
Preparing your next step.
“Fluency is built one remembered word at a time.”
中文 · Mandarin Chinese
Liu is a Mandarin vocabulary and spaced-repetition product built around durable recall, guided HSK progression, contextual practice, and flexible daily study.
Open beta · Free to use.
Liu starts with a simpler question: what should a learner study next, and what actually deserves to count as progress?
Daily check-ins can feel like progress even when the vocabulary underneath them is not sticking. Time in an app and durable recall are not the same thing.
Word lists and flashcards pile up quickly. Without a clear progression, it becomes harder to know what to learn next and what actually needs another review.
Extra practice can be useful without meaning mastery has increased. A learning system should distinguish between seeing a word, practicing it, and remembering it over time.

The Liu approach
Liu combines spaced repetition, varied retrieval, contextual practice where content is ready, and progress signals grounded in real review history.
Work through structured HSK vocabulary tracks without having to build and manage your own study system.
Sentence-based practice appears only when Liu can verify the content needed for a clear question. Otherwise, Liu falls back to safer retrieval formats.
Scheduled reviews prioritize what needs another pass, while flexible practice keeps longer sessions useful without manufacturing progress.
Legitimate scheduled reviews drive intervals and mastery. Extra practice can reinforce recall without pretending more time has passed.
Open beta access
Liu's core learning experience is currently open for product testing. Paid plans and purchases are not being offered during this release.
Current release
The full learning loop is available without payment while Liu is tested with real learners.
Experimental entitlement
Pro remains part of Liu's access architecture for testing selected quality-of-life and entitlement behavior.
Recognition tier
Founder access remains supported for recognition and entitlement testing, but Founder's Edition is not being sold during the open beta.
Access tiers remain part of Liu's product architecture during testing. The current release is focused on learning behavior, usability, and product validation rather than commercial transactions.
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