diff --git a/pyproject.toml b/pyproject.toml
index 555300c803..208ba369cc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -148,6 +148,24 @@ timeout = 300
 timeout_method = "thread"
 timeout_func_only = true
 testpaths = ["test"]
+filterwarnings = [
+  # Ignore SWIG warnings from importlib
+  "ignore:builtin type SwigPy.*has no __module__ attribute:DeprecationWarning",
+  "ignore:builtin type swigvarlink has no __module__ attribute:DeprecationWarning",
+  # Ignore torch.distributed deprecation warning
+  "ignore:.*torch.distributed.reduce_op.*is deprecated:FutureWarning",
+  # Ignore numpy warnings from transcendental tests (testing edge cases)
+  "ignore:invalid value encountered in log2:RuntimeWarning",
+  "ignore:overflow encountered in cast:RuntimeWarning",
+  "ignore:divide by zero encountered in log2:RuntimeWarning",
+  # Ignore multiprocessing fork warning (known pytest-xdist issue)
+  "ignore:.*multi-threaded, use of fork.*may lead to deadlocks:DeprecationWarning",
+  # Ignore torch tar extraction warning
+  "ignore:.*Python 3.14 will.*filter extracted tar archives:DeprecationWarning",
+  # Ignore audio library warnings (Python 3.13 removed aifc and sunau)
+  "ignore:aifc was removed in Python 3.13.*:DeprecationWarning",
+  "ignore:sunau was removed in Python 3.13.*:DeprecationWarning",
+]
 
 [tool.ruff]
 preview = true