diff --git a/toolboxes/Dockerfile.rocm-6.4.4 b/toolboxes/Dockerfile.rocm-6.4.4
index 35a9576..4ea7625 100644
--- a/toolboxes/Dockerfile.rocm-6.4.4
+++ b/toolboxes/Dockerfile.rocm-6.4.4
@@ -1,54 +1,28 @@
 # build stage
 FROM registry.fedoraproject.org/fedora:43 AS builder
 
-# rocm 6.4.3 repo
-RUN <<'EOF'
-tee /etc/yum.repos.d/rocm.repo <<REPO
-[ROCm-6.4.4]
-name=ROCm6.4.4
-baseurl=https://repo.radeon.com/rocm/el9/6.4.4/main
-enabled=1
-priority=50
-gpgcheck=1
-gpgkey=https://repo.radeon.com/rocm/rocm.gpg.key
-REPO
-EOF
-
-# deps
+# deps + rocm toolchain (native fedora packages)
 RUN dnf -y --nodocs --setopt=install_weak_deps=False \
-  --exclude='*sdk*' --exclude='*samples*' --exclude='*-doc*' --exclude='*-docs*' \
   install \
   make gcc cmake lld clang clang-devel compiler-rt libcurl-devel \
-  rocm-llvm rocm-device-libs hip-runtime-amd hip-devel \
-  rocblas rocblas-devel hipblas hipblas-devel \
-  rocminfo radeontop \
-  git-core vim sudo rsync \
+  rocminfo radeontop 'rocm-*' 'rocblas-*' hipblas 'hipblas-*' \
+  git vim rsync sudo tar xz \
   && dnf clean all && rm -rf /var/cache/dnf/*
 
-# rocm env
-ENV ROCM_PATH=/opt/rocm \
-  HIP_PATH=/opt/rocm \
-  HIP_CLANG_PATH=/opt/rocm/llvm/bin \
-  HIP_DEVICE_LIB_PATH=/opt/rocm/amdgcn/bitcode \
-  PATH=/opt/rocm/bin:/opt/rocm/llvm/bin:$PATH
-
 # llama.cpp
 WORKDIR /opt/llama.cpp
 RUN git clone --recursive https://github.com/ggerganov/llama.cpp.git .
 
-# build
+# build + install
 RUN git clean -xdf \
   && git submodule update --recursive \
-  && cmake -S . -B build \
+  && HIPCXX="$(hipconfig -l)/clang" HIP_PATH="$(hipconfig -R)" \
+  cmake -S . -B build \
   -DGGML_HIP=ON \
   -DAMDGPU_TARGETS=gfx1151 \
   -DCMAKE_BUILD_TYPE=Release \
   -DGGML_RPC=ON \
   -DLLAMA_HIP_UMA=ON \
-  -DROCM_PATH=/opt/rocm \
-  -DHIP_PATH=/opt/rocm \
-  -DHIP_PLATFORM=amd \
-  -DCMAKE_HIP_FLAGS="--rocm-path=/opt/rocm" \
   && cmake --build build --config Release -- -j$(nproc) \
   && cmake --install build --config Release
 
@@ -56,38 +30,20 @@ RUN git clean -xdf \
 RUN find /opt/llama.cpp/build -type f -name 'lib*.so*' -exec cp {} /usr/lib64/ \; \
   && ldconfig
 
-# helper
-COPY gguf-vram-estimator.py /usr/local/bin/gguf-vram-estimator.py
-RUN chmod +x /usr/local/bin/gguf-vram-estimator.py
-
-
 # runtime stage
 FROM registry.fedoraproject.org/fedora-minimal:43
 
-# rocm 6.4.3 repo
-RUN <<'EOF'
-tee /etc/yum.repos.d/rocm.repo <<REPO
-[ROCm-6.4.4]
-name=ROCm6.4.4
-baseurl=https://repo.radeon.com/rocm/el9/6.4.4/main
-enabled=1
-priority=50
-gpgcheck=1
-gpgkey=https://repo.radeon.com/rocm/rocm.gpg.key
-REPO
-EOF
-
-# runtime deps
+# runtime deps (native fedora rocm + utilities)
 RUN microdnf -y --nodocs --setopt=install_weak_deps=0 \
-  --exclude='*sdk*' --exclude='*samples*' --exclude='*-doc*' --exclude='*-docs*' \
   install \
   bash ca-certificates libatomic libstdc++ libgcc libgomp sudo \
-  hip-runtime-amd rocblas hipblas \
-  rocminfo radeontop procps-ng \
+  rocminfo radeontop 'rocm-*' 'rocblas-*' hipblas 'hipblas-*' \
+  procps-ng \
   && microdnf clean all && rm -rf /var/cache/dnf/*
 
 # copy
 COPY --from=builder /usr/local/ /usr/local/
+COPY --from=builder /usr/include/rocwmma /usr/include/rocwmma
 COPY --from=builder /opt/llama.cpp/build/bin/rpc-* /usr/local/bin/
 
 # ld
@@ -101,10 +57,5 @@ RUN echo "/usr/local/lib"  > /etc/ld.so.conf.d/local.conf \
 COPY gguf-vram-estimator.py /usr/local/bin/gguf-vram-estimator.py
 RUN chmod +x /usr/local/bin/gguf-vram-estimator.py
 
-# profile
-RUN printf '%s\n' \
-  > /etc/profile.d/rocm.sh && chmod +x /etc/profile.d/rocm.sh \
-  && echo 'source /etc/profile.d/rocm.sh' >> /etc/bashrc
-
 # shell
 CMD ["/bin/bash"]