diff --git a/MLX_VERSION b/MLX_VERSION
index 74940ba8f..99a1ec20c 100644
--- a/MLX_VERSION
+++ b/MLX_VERSION
@@ -1 +1 @@
-adf21deabd32c4fe3726ab2d373ff2165c3f27d6
\ No newline at end of file
+7f062ddcb81bedb537f3f95d11a7343ba6b5f909
\ No newline at end of file
diff --git a/cmake/local.cmake b/cmake/local.cmake
index f16518f81..7b65e7693 100644
--- a/cmake/local.cmake
+++ b/cmake/local.cmake
@@ -169,6 +169,14 @@ if(OLLAMA_MLX_BACKENDS)
         list(APPEND _mlx_source_targets ollama-mlx-source)
     endif()
 
+    # Temporary MLX-C carry patch: regenerated bindings for force_fused and the
+    # thread-local compile cache, carried until they merge upstream into
+    # ml-explore/mlx-c. Then bump MLX_C_VERSION and delete mlx/compat/.
+    find_package(Git REQUIRED)
+    set(OLLAMA_MLX_C_COMPAT_PATCH_COMMAND
+        ${GIT_EXECUTABLE} apply ${CMAKE_SOURCE_DIR}/mlx/compat/0001-mlx-c-regen-0.32.1.patch
+        CACHE INTERNAL "MLX-C carry patch")
+
     if(DEFINED "FETCHCONTENT_SOURCE_DIR_MLX-C" AND NOT "${FETCHCONTENT_SOURCE_DIR_MLX-C}" STREQUAL "")
         get_filename_component(OLLAMA_MLX_C_SOURCE_DIR
             "${FETCHCONTENT_SOURCE_DIR_MLX-C}" ABSOLUTE BASE_DIR "${CMAKE_SOURCE_DIR}")
@@ -188,7 +196,9 @@ if(OLLAMA_MLX_BACKENDS)
             CONFIGURE_COMMAND ""
             BUILD_COMMAND ""
             INSTALL_COMMAND ""
-            USES_TERMINAL_DOWNLOAD TRUE)
+            PATCH_COMMAND ${OLLAMA_MLX_C_COMPAT_PATCH_COMMAND}
+            USES_TERMINAL_DOWNLOAD TRUE
+            USES_TERMINAL_PATCH TRUE)
         list(APPEND _mlx_source_targets ollama-mlx-c-source)
     endif()
     # Refresh the vendored MLX-C headers once the sources are present. Every MLX
diff --git a/mlx/compat/0001-mlx-c-regen-0.32.1.patch b/mlx/compat/0001-mlx-c-regen-0.32.1.patch
new file mode 100644
index 000000000..d97813685
--- /dev/null
+++ b/mlx/compat/0001-mlx-c-regen-0.32.1.patch
@@ -0,0 +1,88 @@
+diff --git a/mlx/c/compile.cpp b/mlx/c/compile.cpp
+index bc7b864..260ee86 100644
+--- a/mlx/c/compile.cpp
++++ b/mlx/c/compile.cpp
+@@ -42,22 +42,25 @@ extern "C" int mlx_detail_compile(
+ }
+ extern "C" int mlx_detail_compile_clear_cache(void) {
+   try {
+-    mlx::core::detail::compile_clear_cache();
++    mlx::core::detail::compile_clear_cache(mlx::core::detail::compile_cache());
+   } catch (std::exception& e) {
+     mlx_error(e.what());
+     return 1;
+   }
+   return 0;
+ }
++
+ extern "C" int mlx_detail_compile_erase(uintptr_t fun_id) {
+   try {
+-    mlx::core::detail::compile_erase(fun_id);
++    mlx::core::detail::compile_erase(
++        mlx::core::detail::compile_cache(), fun_id);
+   } catch (std::exception& e) {
+     mlx_error(e.what());
+     return 1;
+   }
+   return 0;
+ }
++
+ extern "C" int mlx_disable_compile(void) {
+   try {
+     mlx::core::disable_compile();
+diff --git a/mlx/c/compile.h b/mlx/c/compile.h
+index 2892a1f..ff3abc4 100644
+--- a/mlx/c/compile.h
++++ b/mlx/c/compile.h
+@@ -44,7 +44,9 @@ int mlx_detail_compile(
+     const uint64_t* constants,
+     size_t constants_num);
+ int mlx_detail_compile_clear_cache(void);
++
+ int mlx_detail_compile_erase(uintptr_t fun_id);
++
+ int mlx_disable_compile(void);
+ int mlx_enable_compile(void);
+ int mlx_set_compile_mode(mlx_compile_mode mode);
+diff --git a/mlx/c/fast.cpp b/mlx/c/fast.cpp
+index ac17d54..eb35d16 100644
+--- a/mlx/c/fast.cpp
++++ b/mlx/c/fast.cpp
+@@ -3,8 +3,8 @@
+ /* This file is auto-generated. Do not edit manually. */
+ /*                                                    */
+ 
+-#include "mlx/c/fast.h"
+ #include "mlx/c/error.h"
++#include "mlx/c/fast.h"
+ #include "mlx/c/private/mlx.h"
+ #include "mlx/fast.h"
+ 
+@@ -610,6 +610,7 @@ extern "C" int mlx_fast_scaled_dot_product_attention(
+     const char* mask_mode,
+     const mlx_array mask_arr /* may be null */,
+     const mlx_array sinks /* may be null */,
++    bool force_fused,
+     const mlx_stream s) {
+   try {
+     mlx_array_set_(
+@@ -624,6 +625,7 @@ extern "C" int mlx_fast_scaled_dot_product_attention(
+                           : std::nullopt),
+             (sinks.ctx ? std::make_optional(mlx_array_get_(sinks))
+                        : std::nullopt),
++            force_fused,
+             mlx_stream_get_(s)));
+   } catch (std::exception& e) {
+     mlx_error(e.what());
+diff --git a/mlx/c/fast.h b/mlx/c/fast.h
+index c825d00..e6c5bdf 100644
+--- a/mlx/c/fast.h
++++ b/mlx/c/fast.h
+@@ -195,6 +195,7 @@ int mlx_fast_scaled_dot_product_attention(
+     const char* mask_mode,
+     const mlx_array mask_arr /* may be null */,
+     const mlx_array sinks /* may be null */,
++    bool force_fused,
+     const mlx_stream s);
+ 
+ /**@}*/
diff --git a/x/mlxrunner/mlx/fast.go b/x/mlxrunner/mlx/fast.go
index f38a670df..27d5724ed 100644
--- a/x/mlxrunner/mlx/fast.go
+++ b/x/mlxrunner/mlx/fast.go
@@ -21,7 +21,7 @@ func FastScaledDotProductAttention(q, k, v *Array, scale float32, mode string, m
 	}
 
 	out := New("FAST_SDPA")
-	C.mlx_fast_scaled_dot_product_attention(&out.ctx, q.ctx, k.ctx, v.ctx, C.float(scale), cMode, maskCtx, sinks.ctx, DefaultStream().ctx)
+	C.mlx_fast_scaled_dot_product_attention(&out.ctx, q.ctx, k.ctx, v.ctx, C.float(scale), cMode, maskCtx, sinks.ctx, C.bool(false), DefaultStream().ctx)
 	return out
 }
 
diff --git a/x/mlxrunner/mlx/generated.c b/x/mlxrunner/mlx/generated.c
index 8147fe5b4..a775149a9 100644
--- a/x/mlxrunner/mlx/generated.c
+++ b/x/mlxrunner/mlx/generated.c
@@ -518,6 +518,7 @@ int (*mlx_fast_scaled_dot_product_attention_)(
     const char* mask_mode,
     const mlx_array mask_arr /* may be null */,
     const mlx_array sinks /* may be null */,
+    bool force_fused,
     const mlx_stream s) = NULL;
 int (*mlx_fft_fft_)(
     mlx_array* res,
diff --git a/x/mlxrunner/mlx/generated.h b/x/mlxrunner/mlx/generated.h
index 02beed9d0..592aede4e 100644
--- a/x/mlxrunner/mlx/generated.h
+++ b/x/mlxrunner/mlx/generated.h
@@ -1761,6 +1761,7 @@ extern int (*mlx_fast_scaled_dot_product_attention_)(
     const char* mask_mode,
     const mlx_array mask_arr /* may be null */,
     const mlx_array sinks /* may be null */,
+    bool force_fused,
     const mlx_stream s);
 extern int (*mlx_fft_fft_)(
     mlx_array* res,
@@ -4518,8 +4519,9 @@ static inline int mlx_fast_scaled_dot_product_attention(
     const char* mask_mode,
     const mlx_array mask_arr /* may be null */,
     const mlx_array sinks /* may be null */,
+    bool force_fused,
     const mlx_stream s) {
-    return mlx_fast_scaled_dot_product_attention_(res, queries, keys, values, scale, mask_mode, mask_arr, sinks, s);
+    return mlx_fast_scaled_dot_product_attention_(res, queries, keys, values, scale, mask_mode, mask_arr, sinks, force_fused, s);
 }
 static inline int mlx_fft_fft(
     mlx_array* res,
diff --git a/x/mlxrunner/mlx/include/mlx/c/compile.h b/x/mlxrunner/mlx/include/mlx/c/compile.h
index 2892a1f0b..ff3abc4ee 100644
--- a/x/mlxrunner/mlx/include/mlx/c/compile.h
+++ b/x/mlxrunner/mlx/include/mlx/c/compile.h
@@ -44,7 +44,9 @@ int mlx_detail_compile(
     const uint64_t* constants,
     size_t constants_num);
 int mlx_detail_compile_clear_cache(void);
+
 int mlx_detail_compile_erase(uintptr_t fun_id);
+
 int mlx_disable_compile(void);
 int mlx_enable_compile(void);
 int mlx_set_compile_mode(mlx_compile_mode mode);
diff --git a/x/mlxrunner/mlx/include/mlx/c/fast.h b/x/mlxrunner/mlx/include/mlx/c/fast.h
index c825d00e5..e6c5bdf62 100644
--- a/x/mlxrunner/mlx/include/mlx/c/fast.h
+++ b/x/mlxrunner/mlx/include/mlx/c/fast.h
@@ -195,6 +195,7 @@ int mlx_fast_scaled_dot_product_attention(
     const char* mask_mode,
     const mlx_array mask_arr /* may be null */,
     const mlx_array sinks /* may be null */,
+    bool force_fused,
     const mlx_stream s);
 
 /**@}*/