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diff --git a/doc/HOWTO.md b/doc/HOWTO.md
index 1ae1d94..e909a5d 100644
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@@ -179,14 +179,9 @@ Storage buffer architecture allows dynamic layer count.
**TODO:** 8-bit quantization for 2× size reduction (~1.6 KB). Requires quantization-aware training (QAT).
-# Options:
-# -i DIR Test images directory (default: training/validation)
-# -o DIR Output directory (default: validation_results)
-# --skip-build Use existing cnn_test binary
-# -h Show all options
```
-See `scripts/validate_cnn_v2.sh --help` for full usage. See `doc/CNN_V2.md` for design details.
+**Validation:** Use HTML tool (`tools/cnn_v2_test/index.html`) for CNN v2 validation. See `doc/CNN_V2_WEB_TOOL.md`.
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