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Issue title

Code quality scan: 0 findings (C+, 60/100)

Issue body (markdown)

## Code-quality scan: `HKUDS/DeepTutor`

**Score: 60/100 (C+)**  ·  0 findings  ·  scanned 2026-07-23 19:42 UTC  ·  0 LOC

| Severity | Count |
|---|---|
| CRITICAL | 0 |
| HIGH | 0 |
| MEDIUM | 0 |
| LOW | 0 |

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