diff --git a/CMakeLists.txt b/CMakeLists.txt
index e09972fe7199..a9fa9b293b48 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -56,8 +56,8 @@ endif()
 # requirements.txt files and should be kept consistent.  The ROCm torch
 # versions are derived from docker/Dockerfile.rocm
 #
-set(TORCH_SUPPORTED_VERSION_CUDA "2.9.0")
-set(TORCH_SUPPORTED_VERSION_ROCM "2.9.0")
+set(TORCH_SUPPORTED_VERSION_CUDA "2.10.0")
+set(TORCH_SUPPORTED_VERSION_ROCM "2.10.0")
 
 #
 # Try to find python package with an executable that exactly matches
@@ -426,7 +426,7 @@ if(VLLM_GPU_LANG STREQUAL "CUDA")
     endif()
     list(APPEND VLLM_EXT_SRC ${MARLIN_TEMPLATE_BF16_KERNEL_SRC})
 
-    if (MARLIN_FP8_ARCHS) 
+    if (MARLIN_FP8_ARCHS)
       file(GLOB MARLIN_TEMPLATE_FP8_KERNEL_SRC "csrc/quantization/gptq_marlin/sm89_kernel_*.cu")
       set_gencode_flags_for_srcs(
         SRCS "${MARLIN_TEMPLATE_FP8_KERNEL_SRC}"
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 0d50d97e54c6..60a1a9bb9d86 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -55,7 +55,7 @@ ARG UV_INDEX_URL=${PIP_INDEX_URL}
 ARG UV_EXTRA_INDEX_URL=${PIP_EXTRA_INDEX_URL}
 
 # PyTorch provides its own indexes for standard and nightly builds
-ARG PYTORCH_CUDA_INDEX_BASE_URL=https://download.pytorch.org/whl
+ARG PYTORCH_CUDA_INDEX_BASE_URL=https://download.pytorch.org/whl/nightly
 
 # PIP supports multiple authentication schemes, including keyring
 # By parameterizing the PIP_KEYRING_PROVIDER variable and setting it to
diff --git a/docker/Dockerfile.cpu b/docker/Dockerfile.cpu
index 8d55ecfba3e5..a806e989f6ff 100644
--- a/docker/Dockerfile.cpu
+++ b/docker/Dockerfile.cpu
@@ -26,7 +26,7 @@ FROM ubuntu:22.04 AS base-common
 WORKDIR /workspace/
 
 ARG PYTHON_VERSION=3.12
-ARG PIP_EXTRA_INDEX_URL="https://download.pytorch.org/whl/cpu"
+ARG PIP_EXTRA_INDEX_URL="https://download.pytorch.org/whl/nightly/cpu"
 
 # Install minimal dependencies and uv
 RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
diff --git a/pyproject.toml b/pyproject.toml
index a250ab6567f1..79b9ddc94bc5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ requires = [
     "packaging>=24.2",
     "setuptools>=77.0.3,<81.0.0",
     "setuptools-scm>=8.0",
-    "torch == 2.9.0",
+    "torch",
     "wheel",
     "jinja2",
 ]
diff --git a/requirements/build.txt b/requirements/build.txt
index 23ff8d4fdc1c..c8d09c965cd4 100644
--- a/requirements/build.txt
+++ b/requirements/build.txt
@@ -4,7 +4,7 @@ ninja
 packaging>=24.2
 setuptools>=77.0.3,<81.0.0
 setuptools-scm>=8
-torch==2.9.0
+torch
 wheel
 jinja2>=3.1.6
 regex
diff --git a/requirements/cuda.txt b/requirements/cuda.txt
index 462f18ef7159..4823d44acc5a 100644
--- a/requirements/cuda.txt
+++ b/requirements/cuda.txt
@@ -5,9 +5,9 @@ numba == 0.61.2 # Required for N-gram speculative decoding
 
 # Dependencies for NVIDIA GPUs
 ray[cgraph]>=2.48.0 # Ray Compiled Graph, required for pipeline parallelism in V1.
-torch==2.9.0
-torchaudio==2.9.0
+torch
+torchaudio
 # These must be updated alongside torch
-torchvision==0.24.0 # Required for phi3v processor. See https://github.com/pytorch/vision?tab=readme-ov-file#installation for corresponding version
+torchvision # Required for phi3v processor. See https://github.com/pytorch/vision?tab=readme-ov-file#installation for corresponding version
 # FlashInfer should be updated together with the Dockerfile
 flashinfer-python==0.5.3
diff --git a/requirements/rocm-build.txt b/requirements/rocm-build.txt
index b977e80be067..569461ef457b 100644
--- a/requirements/rocm-build.txt
+++ b/requirements/rocm-build.txt
@@ -1,12 +1,12 @@
 # Common dependencies
 -r common.txt
 
---extra-index-url https://download.pytorch.org/whl/rocm6.4
-torch==2.9.0
-torchvision==0.24.0
-torchaudio==2.9.0
+--extra-index-url https://download.pytorch.org/whl/nightly/rocm6.4
+torch
+torchvision
+torchaudio
 
-triton==3.5.0
+pytorch-triton-rocm
 cmake>=3.26.1,<4
 packaging>=24.2
 setuptools>=77.0.3,<80.0.0
diff --git a/requirements/test.in b/requirements/test.in
index dfae5b75821f..e080e7d69425 100644
--- a/requirements/test.in
+++ b/requirements/test.in
@@ -24,9 +24,9 @@ soundfile # required for audio tests
 jiwer # required for audio tests
 tblib # for pickling test exceptions
 timm >=1.0.17 # required for internvl and gemma3n-mm test
-torch==2.9.0
-torchaudio==2.9.0
-torchvision==0.24.0
+torch
+torchaudio
+torchvision
 transformers_stream_generator # required for qwen-vl test
 matplotlib # required for qwen-vl test
 mistral_common[image,audio] >= 1.8.5 # required for voxtral test
diff --git a/requirements/test.txt b/requirements/test.txt
index 571194e05c1b..aaebaaddc3cb 100644
--- a/requirements/test.txt
+++ b/requirements/test.txt
@@ -1123,7 +1123,7 @@ tomli==2.2.1
     # via schemathesis
 tomli-w==1.2.0
     # via schemathesis
-torch==2.9.0+cu129
+torch
     # via
     #   -r requirements/test.in
     #   accelerate
@@ -1152,7 +1152,7 @@ torch==2.9.0+cu129
     #   torchvision
     #   vector-quantize-pytorch
     #   vocos
-torchaudio==2.9.0+cu129
+torchaudio
     # via
     #   -r requirements/test.in
     #   encodec
@@ -1165,7 +1165,7 @@ torchmetrics==1.7.4
     #   pytorch-lightning
     #   terratorch
     #   torchgeo
-torchvision==0.24.0+cu129
+torchvision
     # via
     #   -r requirements/test.in
     #   lightly
@@ -1206,7 +1206,7 @@ transformers==4.57.3
     #   transformers-stream-generator
 transformers-stream-generator==0.0.5
     # via -r requirements/test.in
-triton==3.5.0
+pytorch-triton
     # via torch
 tritonclient==2.51.0
     # via
diff --git a/requirements/xpu.txt b/requirements/xpu.txt
index c1dc4195b523..8d9d2b9a2d58 100644
--- a/requirements/xpu.txt
+++ b/requirements/xpu.txt
@@ -10,8 +10,8 @@ wheel
 jinja2>=3.1.6
 datasets # for benchmark scripts
 numba == 0.61.2 # Required for N-gram speculative decoding
---extra-index-url=https://download.pytorch.org/whl/xpu
-torch==2.9.0+xpu
+--extra-index-url=https://download.pytorch.org/whl/nightly/xpu
+torch
 torchaudio
 torchvision