diff --git a/Dockerfile b/Dockerfile
index efd22c2072..8ca2e15bcb 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -11,7 +11,7 @@ RUN apt-get update --no-install-recommends && apt-get install -y nginx && mkdir
 ENV HF_HUB_ENABLE_HF_TRANSFER=1
 RUN pip install torch==2.7.0 torchvision==0.22.0 --index-url https://download.pytorch.org/whl/cu128 --no-cache-dir
 RUN pip install packaging --no-cache-dir
-RUN pip install flash-attn==2.8.0.post2 --no-build-isolation --no-cache-dir
+RUN pip install flash-attn==2.8.0.post2 flashinfer-python>=0.2.7.post1 --no-build-isolation --no-cache-dir
 COPY requirements.txt .
 RUN pip install -r requirements.txt --no-cache-dir
 RUN python -m nltk.downloader punkt
diff --git a/README.md b/README.md
index 55a31405e5..cb81872247 100644
--- a/README.md
+++ b/README.md
@@ -53,7 +53,7 @@ pip install --upgrade pip "setuptools<70.0.0" wheel
 # TODO, unpin setuptools when this issue in flash attention is resolved
 pip install torch==2.6.0 torchvision==0.21.0 --index-url https://download.pytorch.org/whl/cu124
 pip install packaging
-pip install flash-attn==2.7.2.post1 --no-build-isolation
+pip install flash-attn==2.7.2.post2 flashinfer-python>=0.2.7.post1 --no-build-isolation
 pip install -r requirements.txt
 pip install -e .
 python -m nltk.downloader punkt
@@ -62,7 +62,7 @@ python -m nltk.downloader punkt
 * **Local installation with uv (preview)**: We are experimenting with using [uv](https://docs.astral.sh/uv/). You can install via
 ```bash
 uv sync
-uv sync --extra compile --extra liger # to install flash attention and liger-kernel
+uv sync --extra compile --extra liger # to install flash attention, flash infer, and liger-kernel
 ```
 
 
diff --git a/mason.py b/mason.py
index d307eb138d..ff52b83f06 100644
--- a/mason.py
+++ b/mason.py
@@ -238,6 +238,9 @@ def get_env_vars(pure_docker_mode: bool, cluster: List[str], beaker_secrets: Lis
                 whoami: str, resumable: bool, num_nodes: int, additional_env_vars: List[Dict[str, str]],
                 additional_secrets: List[Dict[str, str]]):
     env_vars = []
+    if "VLLM_ATTENTION_BACKEND" not in additional_env_vars:
+        env_vars.append(beaker.EnvVar(name="VLLM_ATTENTION_BACKEND",
+                                      value="FLASHINFER"))
     # Add user-specified environment variables first
     for env_var in additional_env_vars:
         env_vars.append(
diff --git a/pyproject.toml b/pyproject.toml
index f2de4492c2..748a7d4ab1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,7 +55,8 @@ explicit = true
 
 # flash-attn related setups
 [project.optional-dependencies]
-compile = ["flash-attn>=2.8.0.post1"]
+compile = ["flash-attn>=2.8.0.post2",
+		   "flashinfer-python>=0.2.7.post1"]
 liger = ["liger-kernel>=0.5.4"]
 code = [
     "fastapi>=0.100.0",
diff --git a/requirements.txt b/requirements.txt
index 6b5ac80e6f..af657c67f2 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -96,6 +96,10 @@ compressed-tensors==0.10.1
     # via vllm
 contourpy==1.3.2
     # via matplotlib
+cuda-bindings==12.9.0
+    # via cuda-python
+cuda-python==12.9.0
+    # via flashinfer-python
 cupy-cuda12x==13.4.1 ; sys_platform != 'darwin'
     # via ray
 cycler==0.12.1
@@ -134,6 +138,7 @@ docker-pycreds==0.4.0
 einops==0.8.1
     # via
     #   flash-attn
+    #   flashinfer-python
     #   vllm
 email-validator==2.2.0
     # via fastapi
@@ -161,6 +166,8 @@ filelock==3.18.0
 flake8==7.2.0
 flash-attn==2.8.0.post2
     # via open-instruct
+flashinfer-python==0.2.7.post1
+    # via open-instruct
 fonttools==4.58.1
     # via matplotlib
 frozenlist==1.6.2
@@ -340,6 +347,7 @@ networkx==3.5 ; python_full_version >= '3.11'
 ninja==1.11.1.4
     # via
     #   deepspeed
+    #   flashinfer-python
     #   vllm
     #   xgrammar
 nltk==3.9.1
@@ -354,6 +362,7 @@ numpy==1.26.4
     #   cupy-cuda12x
     #   datasets
     #   deepspeed
+    #   flashinfer-python
     #   gguf
     #   matplotlib
     #   mistral-common
@@ -397,7 +406,9 @@ nvidia-cusparse-cu12==12.5.7.53 ; platform_machine == 'x86_64' and sys_platform
 nvidia-cusparselt-cu12==0.6.3 ; platform_machine == 'x86_64' and sys_platform == 'linux'
     # via torch
 nvidia-ml-py==12.575.51
-    # via nvitop
+    # via
+    #   nvitop
+    #   pynvml
 nvidia-nccl-cu12==2.26.2 ; platform_machine == 'x86_64' and sys_platform == 'linux'
     # via torch
 nvidia-nvjitlink-cu12==12.8.61 ; platform_machine == 'x86_64' and sys_platform == 'linux'
@@ -406,6 +417,8 @@ nvidia-nvjitlink-cu12==12.8.61 ; platform_machine == 'x86_64' and sys_platform =
     #   nvidia-cusolver-cu12
     #   nvidia-cusparse-cu12
     #   torch
+nvidia-nvshmem-cu12==3.3.9
+    # via flashinfer-python
 nvidia-nvtx-cu12==12.8.55 ; platform_machine == 'x86_64' and sys_platform == 'linux'
     # via torch
 nvitop==1.5.1
@@ -580,6 +593,8 @@ pygments==2.19.1
     #   rich
 pymdown-extensions==10.15
     # via mkdocs-material
+pynvml==12.0.0
+    # via flashinfer-python
 pyparsing==3.2.3
     # via matplotlib
 pytest==8.4.0
@@ -599,7 +614,9 @@ python-multipart==0.0.20
 pytz==2025.2
     # via pandas
 pywin32==310 ; sys_platform == 'win32'
-    # via docker
+    # via
+    #   cuda-bindings
+    #   docker
 pyyaml==6.0.2
     # via
     #   accelerate
@@ -642,6 +659,7 @@ requests==2.32.3
     #   beaker-py
     #   datasets
     #   docker
+    #   flashinfer-python
     #   google-api-core
     #   huggingface-hub
     #   mistral-common
@@ -743,6 +761,7 @@ torch==2.7.0 ; sys_platform == 'darwin'
     #   compressed-tensors
     #   deepspeed
     #   flash-attn
+    #   flashinfer-python
     #   liger-kernel
     #   open-instruct
     #   outlines
@@ -758,6 +777,7 @@ torch==2.7.0+cu128 ; sys_platform != 'darwin'
     #   compressed-tensors
     #   deepspeed
     #   flash-attn
+    #   flashinfer-python
     #   liger-kernel
     #   open-instruct
     #   outlines
diff --git a/uv.lock b/uv.lock
index 7ebce3ffd3..d63769582c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -27,9 +27,9 @@ requires-dist = ["torch", "setuptools"]
 name = "absl-py"
 version = "2.3.0"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/03/15/18693af986560a5c3cc0b84a8046b536ffb2cdb536e03cce897f2759e284/absl_py-2.3.0.tar.gz", hash = "sha256:d96fda5c884f1b22178852f30ffa85766d50b99e00775ea626c23304f582fc4f", size = 116400, upload-time = "2025-05-27T09:15:50.143Z" }
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+    { url = "https://files.pythonhosted.org/packages/87/04/9d75e1d3bb4ab8ec67ff10919476ccdee06c098bcfcf3a352da5f985171d/absl_py-2.3.0-py3-none-any.whl", hash = "sha256:9824a48b654a306168f63e0d97714665f8490b8d89ec7bf2efc24bf67cf579b3", size = 135657, upload-time = "2025-05-27T09:15:48.742Z" },
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     { name = "torch", version = "2.7.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "sys_platform != 'darwin'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/bd/c2/b9e33ad13232606dded4c546e654fb06a15f1dbcbd95d81c9f9dd3ccc771/accelerate-1.8.1.tar.gz", hash = "sha256:f60df931671bc4e75077b852990469d4991ce8bd3a58e72375c3c95132034db9", size = 380872, upload-time = "2025-06-20T15:36:14.618Z" }
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+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
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 [[package]]
@@ -3712,84 +3782,84 @@ dependencies = [
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