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Issue title

Code quality scan: 9 findings (B+, 76/100)

Issue body (markdown)

## Code-quality scan: `karpathy/nanoGPT`

**Score: 76/100 (B+)**  ·  9 findings  ·  scanned 2026-05-16 10:12 UTC  ·  1,220 LOC

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

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