diff --git a/backend/go/acestep-cpp/CMakeLists.txt b/backend/go/acestep-cpp/CMakeLists.txt
index 2fee794f2..647ae1766 100644
--- a/backend/go/acestep-cpp/CMakeLists.txt
+++ b/backend/go/acestep-cpp/CMakeLists.txt
@@ -25,7 +25,7 @@ target_include_directories(goacestepcpp PRIVATE ${ACESTEP_DIR}/src ${ACESTEP_DIR
 target_include_directories(goacestepcpp SYSTEM PRIVATE ${ACESTEP_DIR}/ggml/include)
 
 # Link GPU backends if available (mirrors link_ggml_backends macro)
-foreach(backend blas cuda metal vulkan)
+foreach(backend blas cuda hip metal vulkan)
     if(TARGET ggml-${backend})
         target_link_libraries(goacestepcpp PRIVATE ggml-${backend})
         string(TOUPPER ${backend} BACKEND_UPPER)
diff --git a/backend/go/acestep-cpp/Makefile b/backend/go/acestep-cpp/Makefile
index 3332ce1b6..711883f72 100644
--- a/backend/go/acestep-cpp/Makefile
+++ b/backend/go/acestep-cpp/Makefile
@@ -24,7 +24,14 @@ else ifeq ($(BUILD_TYPE),openblas)
 else ifeq ($(BUILD_TYPE),clblas)
 	CMAKE_ARGS+=-DGGML_CLBLAST=ON -DCLBlast_DIR=/some/path
 else ifeq ($(BUILD_TYPE),hipblas)
-	CMAKE_ARGS+=-DGGML_HIPBLAS=ON
+	# This ggml only understands GGML_HIP (GGML_HIPBLAS was removed upstream),
+	# so passing GGML_HIPBLAS silently produced a CPU-only build (see #10666).
+	ROCM_HOME ?= /opt/rocm
+	ROCM_PATH ?= /opt/rocm
+	export CXX=$(ROCM_HOME)/llvm/bin/clang++
+	export CC=$(ROCM_HOME)/llvm/bin/clang
+	AMDGPU_TARGETS ?= gfx908,gfx90a,gfx942,gfx950,gfx1030,gfx1100,gfx1101,gfx1102,gfx1151,gfx1200,gfx1201
+	CMAKE_ARGS+=-DGGML_HIP=ON -DAMDGPU_TARGETS=$(AMDGPU_TARGETS)
 else ifeq ($(BUILD_TYPE),vulkan)
 	CMAKE_ARGS+=-DGGML_VULKAN=ON
 else ifeq ($(OS),Darwin)
diff --git a/backend/go/omnivoice-cpp/CMakeLists.txt b/backend/go/omnivoice-cpp/CMakeLists.txt
index 43fafb02a..5d89cefb7 100644
--- a/backend/go/omnivoice-cpp/CMakeLists.txt
+++ b/backend/go/omnivoice-cpp/CMakeLists.txt
@@ -30,7 +30,7 @@ target_include_directories(gomnivoicecpp PRIVATE ${OMNIVOICE_DIR}/src)
 target_include_directories(gomnivoicecpp SYSTEM PRIVATE ${OMNIVOICE_DIR}/ggml/include)
 
 # Link GPU backends if the upstream ggml created them.
-foreach(backend blas cuda metal vulkan sycl)
+foreach(backend blas cuda hip metal vulkan sycl)
     if(TARGET ggml-${backend})
         target_link_libraries(gomnivoicecpp PRIVATE ggml-${backend})
         if(backend STREQUAL "cuda")
diff --git a/backend/go/omnivoice-cpp/Makefile b/backend/go/omnivoice-cpp/Makefile
index 36b447b13..0127c1ae2 100644
--- a/backend/go/omnivoice-cpp/Makefile
+++ b/backend/go/omnivoice-cpp/Makefile
@@ -24,7 +24,14 @@ else ifeq ($(BUILD_TYPE),openblas)
 else ifeq ($(BUILD_TYPE),clblas)
 	CMAKE_ARGS+=-DGGML_CLBLAST=ON -DCLBlast_DIR=/some/path
 else ifeq ($(BUILD_TYPE),hipblas)
-	CMAKE_ARGS+=-DGGML_HIPBLAS=ON
+	# This ggml only understands GGML_HIP (GGML_HIPBLAS was removed upstream),
+	# so passing GGML_HIPBLAS silently produced a CPU-only build (see #10666).
+	ROCM_HOME ?= /opt/rocm
+	ROCM_PATH ?= /opt/rocm
+	export CXX=$(ROCM_HOME)/llvm/bin/clang++
+	export CC=$(ROCM_HOME)/llvm/bin/clang
+	AMDGPU_TARGETS ?= gfx908,gfx90a,gfx942,gfx950,gfx1030,gfx1100,gfx1101,gfx1102,gfx1151,gfx1200,gfx1201
+	CMAKE_ARGS+=-DGGML_HIP=ON -DAMDGPU_TARGETS=$(AMDGPU_TARGETS)
 else ifeq ($(BUILD_TYPE),vulkan)
 	CMAKE_ARGS+=-DGGML_VULKAN=ON
 else ifeq ($(OS),Darwin)
diff --git a/backend/go/qwen3-tts-cpp/CMakeLists.txt b/backend/go/qwen3-tts-cpp/CMakeLists.txt
index 1245d8db6..6cf7d626e 100644
--- a/backend/go/qwen3-tts-cpp/CMakeLists.txt
+++ b/backend/go/qwen3-tts-cpp/CMakeLists.txt
@@ -30,7 +30,7 @@ target_include_directories(goqwen3ttscpp PRIVATE ${QWENTTS_DIR}/src)
 target_include_directories(goqwen3ttscpp SYSTEM PRIVATE ${QWENTTS_DIR}/ggml/include)
 
 # Link GPU backends if the upstream ggml created them.
-foreach(backend blas cuda metal vulkan sycl)
+foreach(backend blas cuda hip metal vulkan sycl)
     if(TARGET ggml-${backend})
         target_link_libraries(goqwen3ttscpp PRIVATE ggml-${backend})
         if(backend STREQUAL "cuda")
diff --git a/backend/go/qwen3-tts-cpp/Makefile b/backend/go/qwen3-tts-cpp/Makefile
index c2bc6de34..6b925a42b 100644
--- a/backend/go/qwen3-tts-cpp/Makefile
+++ b/backend/go/qwen3-tts-cpp/Makefile
@@ -24,7 +24,14 @@ else ifeq ($(BUILD_TYPE),openblas)
 else ifeq ($(BUILD_TYPE),clblas)
 	CMAKE_ARGS+=-DGGML_CLBLAST=ON -DCLBlast_DIR=/some/path
 else ifeq ($(BUILD_TYPE),hipblas)
-	CMAKE_ARGS+=-DGGML_HIPBLAS=ON
+	# This ggml only understands GGML_HIP (GGML_HIPBLAS was removed upstream),
+	# so passing GGML_HIPBLAS silently produced a CPU-only build (see #10666).
+	ROCM_HOME ?= /opt/rocm
+	ROCM_PATH ?= /opt/rocm
+	export CXX=$(ROCM_HOME)/llvm/bin/clang++
+	export CC=$(ROCM_HOME)/llvm/bin/clang
+	AMDGPU_TARGETS ?= gfx908,gfx90a,gfx942,gfx950,gfx1030,gfx1100,gfx1101,gfx1102,gfx1151,gfx1200,gfx1201
+	CMAKE_ARGS+=-DGGML_HIP=ON -DAMDGPU_TARGETS=$(AMDGPU_TARGETS)
 else ifeq ($(BUILD_TYPE),vulkan)
 	CMAKE_ARGS+=-DGGML_VULKAN=ON
 else ifeq ($(OS),Darwin)
diff --git a/backend/go/vibevoice-cpp/CMakeLists.txt b/backend/go/vibevoice-cpp/CMakeLists.txt
index 358e5d7bd..d9fa983d7 100644
--- a/backend/go/vibevoice-cpp/CMakeLists.txt
+++ b/backend/go/vibevoice-cpp/CMakeLists.txt
@@ -50,7 +50,7 @@ target_include_directories(govibevoicecpp SYSTEM PRIVATE ${VIBEVOICE_DIR}/third_
 # Link GPU backends if available — vibevoice's own CMake already links
 # these to the libvibevoice STATIC library, but we re-link them on the
 # MODULE so resolved symbols include all backend kernels.
-foreach(backend blas cuda metal vulkan)
+foreach(backend blas cuda hip metal vulkan)
     if(TARGET ggml-${backend})
         target_link_libraries(govibevoicecpp PRIVATE ggml-${backend})
         string(TOUPPER ${backend} BACKEND_UPPER)
diff --git a/backend/go/vibevoice-cpp/Makefile b/backend/go/vibevoice-cpp/Makefile
index dc71eaa5d..77f597738 100644
--- a/backend/go/vibevoice-cpp/Makefile
+++ b/backend/go/vibevoice-cpp/Makefile
@@ -29,7 +29,14 @@ else ifeq ($(BUILD_TYPE),openblas)
 else ifeq ($(BUILD_TYPE),clblas)
 	CMAKE_ARGS+=-DGGML_CLBLAST=ON -DCLBlast_DIR=/some/path
 else ifeq ($(BUILD_TYPE),hipblas)
-	CMAKE_ARGS+=-DGGML_HIPBLAS=ON -DVIBEVOICE_GGML_HIPBLAS=ON
+	# This ggml only understands GGML_HIP (GGML_HIPBLAS was removed upstream),
+	# so passing GGML_HIPBLAS silently produced a CPU-only build (see #10666).
+	ROCM_HOME ?= /opt/rocm
+	ROCM_PATH ?= /opt/rocm
+	export CXX=$(ROCM_HOME)/llvm/bin/clang++
+	export CC=$(ROCM_HOME)/llvm/bin/clang
+	AMDGPU_TARGETS ?= gfx908,gfx90a,gfx942,gfx950,gfx1030,gfx1100,gfx1101,gfx1102,gfx1151,gfx1200,gfx1201
+	CMAKE_ARGS+=-DGGML_HIP=ON -DAMDGPU_TARGETS=$(AMDGPU_TARGETS)
 else ifeq ($(BUILD_TYPE),vulkan)
 	CMAKE_ARGS+=-DGGML_VULKAN=ON -DVIBEVOICE_GGML_VULKAN=ON
 else ifeq ($(OS),Darwin)