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4 changes: 2 additions & 2 deletions docs/en/README.md
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Expand Up @@ -19,7 +19,7 @@ Subtitle: **Lifelong Learning Guide for the AI Era**. This living manuscript beg
<a href="../downloads/life-level-up-guide-en.pdf" download>Download English PDF</a>
<a href="../downloads/life-level-up-guide-zh.pdf" download>下载中文 PDF</a>
<a href="https://github.com/byoungd/up">Source and corrections</a>
<a href="../templates/reader-field-note">Reader Field Note</a>
<a href="../templates/reader-field-note.md">Reader Field Note</a>
<a href="https://creativecommons.org/licenses/by-nc/4.0/">Text CC BY-NC 4.0</a>
</div>

Expand Down Expand Up @@ -143,7 +143,7 @@ A method reveals its strength only after it enters a life. Relationships end and
</figure>
<figure class="latest-update">
<img class="latest-update-fan-photo" src="../assets/latest/agentic-db-fans.webp" alt="Han Xiankai with readers at the Agentic DB conference" width="1100" height="1467" loading="lazy" decoding="async" fetchpriority="low" />
<figcaption><strong>Meeting in the real world</strong>At the Alibaba × NVIDIA Agentic DB conference, meeting readers and peers face to face and returning public writing to real people and real questions.</figcaption>
<figcaption><strong>Meeting in the real world</strong>At the Alibaba × NVIDIA Agentic DB conference, Han Xiankai met readers and peers face to face, returning public writing to real people and real questions.</figcaption>
</figure>
</div>

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2 changes: 1 addition & 1 deletion docs/en/projects.md
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Expand Up @@ -6,7 +6,7 @@ updated: 2026-09-01

# Author Projects and Real-world Practice

This page centralises projects in which Han Xiankai has a direct role so that commercial relationships do not blend into learning-method recommendations. It is disclosure, not a purchase, investment, or return promise.
This page centralises projects in which Han Xiankai has a direct role so that commercial relationships do not blend into learning-method recommendations. It is a disclosure, not a purchase, investment, or return promise.

To analyse a public experience mentioned here, use the [AI Case Review Template](templates/ai-case-review.md) to separate source, facts, judgment, and unknown outcomes first; project disclosure is not an independent audit.

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2 changes: 1 addition & 1 deletion docs/en/threads/part-1/3-listening.md
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Expand Up @@ -142,7 +142,7 @@ Process-oriented listening research suggests that guided prediction, monitoring,

Dictation can expose word boundaries, endings, function words, and spelling. Full-text dictation is expensive, however, and can reduce attention to a word checklist.

Choose only 5-20 seconds that change the task: a number, negation, condition, owner, proper name, step, or recurringly misheard chunk.
Choose only 5-20 seconds that change the task: a number, negation, condition, owner, proper name, step, or recurrently misheard chunk.

| My sound candidate | Reliable transcript | Cause of difference | Retest in a new sentence |
| --- | --- | --- | --- |
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