diff --git a/CHANGELOG.md b/CHANGELOG.md
index a5aebd1..a5c764c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@ adhere to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
 ## [Unreleased]
 
+## [0.3.10]
+
 ### Added
 - `skinny_matmul`: x @ w.T at token widths 1..16 against small-N large-K
   nn.Linear-layout weights, 4-8x faster than the stock GEMM at widths
diff --git a/mlx_kquant/_version.py b/mlx_kquant/_version.py
index 771bc6e..aa4cd15 100644
--- a/mlx_kquant/_version.py
+++ b/mlx_kquant/_version.py
@@ -1 +1 @@
-__version__ = "0.3.9"
+__version__ = "0.3.10"