diff --git a/tools/kokoro/include/kokoro-decoder-front.h b/tools/kokoro/include/kokoro-decoder-front.h
index 11244bba8..b3bb5e3a0 100644
--- a/tools/kokoro/include/kokoro-decoder-front.h
+++ b/tools/kokoro/include/kokoro-decoder-front.h
@@ -153,4 +153,4 @@ inline void decoder_front(
     x_out.swap(x);  // [decode[3].Cout, 2*T_asr]
 }
 
-} // namespace eliza_kokoro
\ No newline at end of file
+} // namespace eliza_kokoro
diff --git a/tools/paradee/convert_paradee_pt_to_gguf.py b/tools/paradee/convert_paradee_pt_to_gguf.py
index 08ed16500..b8396ffc3 100644
--- a/tools/paradee/convert_paradee_pt_to_gguf.py
+++ b/tools/paradee/convert_paradee_pt_to_gguf.py
@@ -42,6 +42,7 @@
 import os
 import sys
 from pathlib import Path
+from typing import Any
 
 import numpy as np
 
@@ -57,7 +58,7 @@
 # Architecture of Paradee-8M v1.0, read from the checkpoint shapes and from
 # training/scripts/{student.py, student_decoder.py} at the pinned source
 # commit. The converter checks every tensor against these values.
-HPARAMS = {
+HPARAMS: dict[str, Any] = {
     # CustomAlbert (transformers AlbertConfig, num_hidden_groups=1).
     "text.n_layer": 6,
     "text.n_head": 4,
diff --git a/ty.toml b/ty.toml
index 06cf2d8c5..dbc0520e4 100644
--- a/ty.toml
+++ b/ty.toml
@@ -24,6 +24,9 @@ include = [
     # only in that pinned env (see tools/misaki-g2p/README.md), not under CI.
     "./tools/misaki-g2p/scripts/**",
     "./tools/misaki-g2p/tests/**",
+    # Same for the Paradee reference dumper (kokoro, misaki, espeakng_loader
+    # and the paradee training scripts are pinned in its own environment).
+    "./tools/paradee/tools/**",
     # conversion/* defines mixins (e.g. _Qwen35MtpMixin) whose super()
     # chains resolve to attributes provided by the composed Model
     # subclasses in convert_hf_to_gguf.py. ty cannot see that