diff --git a/AGENTS.md b/AGENTS.md
index 98e0ac7..1873714 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -41,6 +41,16 @@ Align the columns to match the surrounding rows (use spaces to pad to the same c
 
 ---
 
+## Patching an extension
+
+When an extension needs a local fix that isn't upstream yet, don't fork it — add a patch under `patches/<slug>/` instead. See `patches/README.md` for the format. It's applied automatically by `patch_extension` (called from `install_extension` in `entrypoint.sh`) on every install/update, so no wiring is needed elsewhere.
+
+```sh
+git diff > patches/<slug>/001-short-description.patch
+```
+
+---
+
 ### Checklist
 
 - [ ] `extensions.sh` — `install_extension` line added in alphabetical order
diff --git a/CHANGELOG.md b/CHANGELOG.md
index d4327e9..3fadf59 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,17 @@
 
 All notable changes to this project will be documented in this file.
 
+## 0.33.0 - 2026-08-25
+
+### <!-- 0 -->🚀 Features
+
+* **comfy**: Bump to v0.33.1
+  * <https://github.com/Comfy-Org/ComfyUI/releases/tag/v0.33.1>
+* **core**: Add a patch support for extensions (#37)
+  * Introduces a new feature that allows users to [apply patches to extensions](patches/README.md) in the ComfyUI project. The patch support enables users to modify and enhance the functionality of extensions without directly altering the original source code.
+  * Thanks @algonixdev for the patch support implementation.
+* **deps**: Bump pytorch to 2.13.0
+
 ## 0.32.0 - 2026-08-05
 
 ### <!-- 0 -->🚀 Features
diff --git a/Dockerfile b/Dockerfile
index ad1973e..50ae160 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -47,10 +47,12 @@ RUN set -ex \
   "app/models" \
   "app/output" \
   "app/user" \
+  "patches" \
   && chown -R comfyui:comfyui .
 
 COPY --chown=comfyui --chmod=0755 ./entrypoint.sh .
 COPY --chown=comfyui --chmod=0644 ./extensions.sh .
+COPY --chown=comfyui --chmod=0755 ./patches ./patches
 
 EXPOSE 8188
 ENTRYPOINT ["/opt/comfyui/entrypoint.sh"]
diff --git a/README.md b/README.md
index 27963d7..c26fe83 100644
--- a/README.md
+++ b/README.md
@@ -31,6 +31,7 @@ Contents:
 * [New Manager](https://blog.comfy.org/p/meet-the-new-comfyui-manager) enabled by default.
 * Do not run as root, UID/GID are configurables.
 * A set of [pre-installed extensions](#pre-installed-extensions).
+* Custom patch extensions support (see [`patches/README.md`](patches/README.md)).
 
 > [!WARNING]
 > This project does not provide models, you must download those manually and put them in `./data/models`.
diff --git a/entrypoint.sh b/entrypoint.sh
index 4fda306..b6b2c4e 100644
--- a/entrypoint.sh
+++ b/entrypoint.sh
@@ -4,10 +4,18 @@
 
 set -eu
 
+# Important locations
 COMFYUI_HOME="${COMFYUI_HOME:-/opt/comfyui}"
+COMFYUI_CUSTOM_NODES_DIR="${COMFYUI_HOME}/app/custom_nodes"
+COMFYUI_MODELS_DIR="${COMFYUI_HOME}/app/models"
+COMFYUI_PATCHES_DIR="${COMFYUI_HOME}/patches"
+COMFYUI_PROFILE_DIR="${COMFYUI_HOME}/app/user"
+
+# Run as
 PUID=${PUID:-1000}
 PGID=${PGID:-1000}
 
+# Uv settings
 export UV_CACHE_DIR="${COMFYUI_HOME}/python/cache"
 export UV_HTTP_TIMEOUT="60"
 export VIRTUAL_ENV="${COMFYUI_HOME}/python/venv"
@@ -27,25 +35,62 @@ function install_extension() {
     local name="$1"; shift
     local url="$1"; shift
 
-    if [[ ! -d "${COMFYUI_HOME}/app/custom_nodes/${name}" ]]
+    if [[ ! -d "${COMFYUI_CUSTOM_NODES_DIR}/${name}" ]]
     then
         log "Installing ${name}..."
-        git clone "${url}" "${COMFYUI_HOME}/app/custom_nodes/${name}" --recurse-submodules
+        git clone "${url}" "${COMFYUI_CUSTOM_NODES_DIR}/${name}" --recurse-submodules
     else
         log "Updating ${name}..."
-        (cd "${COMFYUI_HOME}/app/custom_nodes/${name}" \
+        (cd "${COMFYUI_CUSTOM_NODES_DIR}/${name}" \
           && git fetch --prune --prune-tags --recurse-submodules \
           && git reset --hard --recurse-submodules "@{upstream}")
     fi
+
+    # Re-applied patches since a fresh clone or hard reset
+    # always lands on unpatched upstream code.
+    patch_extension "${name}"
+}
+
+# Apply local patches on top of an extension, if any exist.
+# See patches/README.md for more information.
+function patch_extension() {
+    local name="$1"; shift
+    local patch_dir="${COMFYUI_PATCHES_DIR}/${name}"
+    local ext_dir="${COMFYUI_CUSTOM_NODES_DIR}/${name}"
+
+    if [[ ! -d "${patch_dir}" ]]; then
+      return 0
+    fi
+
+    if [[ ! -d "${ext_dir}" ]]
+    then
+        log "Cannot patch ${name}: extension is not installed"
+        return 1
+    fi
+
+    local patch_file
+    for patch_file in "${patch_dir}"/*.patch
+    do
+        [[ -e "${patch_file}" ]] || continue
+
+        if (cd "${ext_dir}" && git apply --check --reverse "${patch_file}" 2>/dev/null)
+        then
+            log "Patch $(basename "${patch_file}") already applied to ${name}, skipping..."
+            continue
+        fi
+
+        log "Applying patch $(basename "${patch_file}") to ${name}..."
+        (cd "${ext_dir}" && git apply "${patch_file}")
+    done
 }
 
 function remove_extension() {
     local name="$1"; shift
 
-    if [[ -d "${COMFYUI_HOME}/app/custom_nodes/${name}" ]]
+    if [[ -d "${COMFYUI_CUSTOM_NODES_DIR}/${name}" ]]
     then
         log "Removing extension ${name}..."
-        rm -rf "${COMFYUI_HOME}/app/custom_nodes/${name}"
+        rm -rf "${COMFYUI_CUSTOM_NODES_DIR:?}/${name}"
     fi
 }
 
@@ -89,7 +134,7 @@ function setup_dirs() {
 
     for model_dir in "${model_dirs[@]}"
     do
-      local model_path="${COMFYUI_HOME}/app/models/${model_dir}"
+      local model_path="${COMFYUI_MODELS_DIR}/${model_dir}"
       if [ ! -d "${model_path}" ]
       then
         log "Creating directory \"${model_path}\"..."
@@ -122,8 +167,7 @@ function fix_perms() {
 
 function init_manager() {
   # Init the manager config
-  local profile_dir="${COMFYUI_HOME}/app/user"
-  local manager_profile_dir="${profile_dir}/__manager"
+  local manager_profile_dir="${COMFYUI_PROFILE_DIR}/__manager"
   local manager_config_file="${manager_profile_dir}/config.ini"
 
   if [ ! -e "${manager_profile_dir}" ]
diff --git a/metadata.env b/metadata.env
index a1e61a8..fd40dcc 100644
--- a/metadata.env
+++ b/metadata.env
@@ -1,4 +1,4 @@
-COMFYUI_VERSION=0.30.0
-UV_VERSION=0.11.23
+COMFYUI_VERSION=0.33.1
+UV_VERSION=0.12.5
 COMFYTURE_IMAGE=bigbrozer/comfyture
-COMFYTURE_VERSION=0.32.0
+COMFYTURE_VERSION=0.33.0
diff --git a/patches/README.md b/patches/README.md
new file mode 100644
index 0000000..0b454f1
--- /dev/null
+++ b/patches/README.md
@@ -0,0 +1,44 @@
+# Extension patches
+
+Some extensions occasionally need a small local fix that isn't merged
+upstream yet (a bug fix, a compatibility tweak, ...). Rather than forking the
+extension, drop a patch here and it will be applied automatically every time
+the extension is installed or updated (see `patch_extension` in
+`entrypoint.sh`).
+
+## Layout
+
+```plain
+patches/
+└── <slug>/
+    ├── 001-short-description.patch
+    └── 002-another-fix.patch
+```
+
+- `<slug>` must match the extension's `install_extension` slug in
+  `extensions.sh`.
+- Patch files are applied in lexical order, hence the numeric prefix.
+- An extension with no `patches/<slug>/` directory is left untouched.
+
+See `_example/001-fix-deprecated-numpy-alias.patch` for a worked example
+(fixing a `np.float` deprecated-alias crash in a fictitious node) — copy its
+layout, renaming `_example` to the real extension's slug. `_example` itself
+is never applied to anything: no extension is named `_example` in
+`extensions.sh`.
+
+## Creating a patch
+
+Clone an extension's repo somewhere (e.g. `/tmp/comfyture/<slug>`). From inside the repo, make your fix, then:
+
+```sh
+git diff > ./patches/<slug>/001-short-description.patch
+```
+
+## Notes
+
+- `install_extension` always leaves the extension at a clean upstream state
+  (fresh clone, or `git reset --hard` on update), so patches are re-applied
+  on every container start — no manual reapplication needed.
+- If a patch fails to apply (e.g. upstream changed the patched lines), the
+  container will fail to start with a `git apply` error; refresh the patch
+  against the new upstream code.
diff --git a/patches/_example/001-fix-deprecated-numpy-alias.patch b/patches/_example/001-fix-deprecated-numpy-alias.patch
new file mode 100644
index 0000000..093fa84
--- /dev/null
+++ b/patches/_example/001-fix-deprecated-numpy-alias.patch
@@ -0,0 +1,11 @@
+diff --git a/nodes.py b/nodes.py
+index 543ed3f..e07a297 100644
+--- a/nodes.py
++++ b/nodes.py
+@@ -7,5 +7,5 @@ class ExampleUpscaleNode:
+ 
+     def process(self, image, scale):
+         array = image.cpu().numpy()
+-        array = array.astype(np.float)
++        array = array.astype(np.float32)
+         return (torch.from_numpy(array * scale),)
diff --git a/patches/comfyui-ollama/001-fix-context-keyerror.patch b/patches/comfyui-ollama/001-fix-context-keyerror.patch
new file mode 100644
index 0000000..158e632
--- /dev/null
+++ b/patches/comfyui-ollama/001-fix-context-keyerror.patch
@@ -0,0 +1,13 @@
+diff --git a/CompfyuiOllama.py b/CompfyuiOllama.py
+index baa8025..ac4a2d5 100644
+--- a/CompfyuiOllama.py
++++ b/CompfyuiOllama.py
+@@ -385,7 +385,7 @@ format: {format}
+             if debug_print:
+                 print("saving context to node memory.")
+ 
+-        return ollama_response_text, ollama_response_thinking, response['context'], meta,
++        return ollama_response_text, ollama_response_thinking, response.get('context', []), meta,
+ 
+ 
+ class OllamaChat:
diff --git a/pylock.toml b/pylock.toml
index 8ae1c4f..3659eaa 100644
--- a/pylock.toml
+++ b/pylock.toml
@@ -248,10 +248,10 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/08/5b/0e3f12a1bc5a703
 
 [[packages]]
 name = "comfy-aimdo"
-version = "0.4.11"
+version = "0.4.13"
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fb/e8/3838f3735423dd25930375210f818528c9efa6928ae92123e82a9dcbf3a0/comfy_aimdo-0.4.11-cp39-abi3-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", upload-time = 2026-08-02T10:38:44Z, size = 348180, hashes = { sha256 = "66e8fe783385b16b00128b86b00f1f9fe587269ae0196deb847c382f9db69c4f" } },
-    { url = "https://files.pythonhosted.org/packages/c4/c0/055907535b0c3ded0eda619761490dda86b1c7f7e921fbc3306a18bf9cbd/comfy_aimdo-0.4.11-py3-none-any.whl", upload-time = 2026-08-02T10:38:49Z, size = 22549, hashes = { sha256 = "b3ad57e54ea63546bfdecf3a9d46cd5cc5a26f248eb8084093b552faf569da3a" } },
+    { url = "https://files.pythonhosted.org/packages/a5/ea/ca02387a76cc30fdc0df3e7574199c81f5805b622b835473e76001bae82d/comfy_aimdo-0.4.13-cp39-abi3-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", upload-time = 2026-08-04T18:07:09Z, size = 342188, hashes = { sha256 = "918f55a902fb1bdd840b48a9da339966ab9c45b2eaecad95999167c46e1f6f20" } },
+    { url = "https://files.pythonhosted.org/packages/22/68/2e2c45204f7be352b584c26d7d3ec403a1a02c0b663dc97acf51ebef658c/comfy_aimdo-0.4.13-py3-none-any.whl", upload-time = 2026-08-04T18:07:16Z, size = 22809, hashes = { sha256 = "92201263e58ffa1ceede2b1f4668abd0874d1cb2e4b1476ca8a0ff6971f88b8a" } },
 ]
 
 [[packages]]
@@ -267,10 +267,10 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/71/3a/2185eed1784c6c9
 
 [[packages]]
 name = "comfy-kitchen"
-version = "0.2.26"
+version = "0.2.31"
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/60/46/812a577d85dd0c8a182e924b66d9253fe8fb9e3b33f18d7623c096e034c9/comfy_kitchen-0.2.26-cp312-abi3-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", upload-time = 2026-08-01T18:29:09Z, size = 45469581, hashes = { sha256 = "028c91e909fea253e28d0e1eb2340d5a8652bc39546cdec53e38809b3c08c998" } },
-    { url = "https://files.pythonhosted.org/packages/07/7f/43b622cdc4132ecf47300b5a516a5d186f0466dc74c246ba8077e372d8e7/comfy_kitchen-0.2.26-py3-none-any.whl", upload-time = 2026-08-01T18:29:16Z, size = 147435, hashes = { sha256 = "c945f5be80d4fd1280c22f7219b496f3c1b42b268c59bfe0a7b8d83f6a3f0636" } },
+    { url = "https://files.pythonhosted.org/packages/db/5d/7df83ccb2b3fc4b9660dd337dcc56f7c65926318ae0303840a1e5b72493d/comfy_kitchen-0.2.31-cp312-abi3-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", upload-time = 2026-08-13T02:11:35Z, size = 58541121, hashes = { sha256 = "d7c2522e6a6cde7a7303e30d739c05989cf4b0a246684e496a129b950055d35f" } },
+    { url = "https://files.pythonhosted.org/packages/27/d1/e53410260b81610233cb56c2fac1a9f3d39887be3cbb983cd8baa6a07528/comfy_kitchen-0.2.31-py3-none-any.whl", upload-time = 2026-08-13T02:11:41Z, size = 180907, hashes = { sha256 = "5117946c30f308cfc73b9c26f723ae3918308bd090e57a8eae298406934aabd6" } },
 ]
 
 [[packages]]
@@ -281,9 +281,9 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/45/6a/95761ec1c888bf6
 
 [[packages]]
 name = "comfyui-frontend-package"
-version = "1.47.11"
-sdist = { url = "https://files.pythonhosted.org/packages/54/69/3a91dbc2c0afe17f5ff25e9219925e4eaa54ebe96da425e2c080ca4bc01a/comfyui_frontend_package-1.47.11.tar.gz", upload-time = 2026-07-30T23:06:09Z, size = 20177265, hashes = { sha256 = "f3aa367011559ef31405fa766e5100431a99efe3ff0baa096f2ab4ed7187d462" } }
-wheels = [{ url = "https://files.pythonhosted.org/packages/ae/22/7cb3390fa402fe7e69626a297767fcffc86b013b1176a28d54b84589f381/comfyui_frontend_package-1.47.11-py3-none-any.whl", upload-time = 2026-07-30T23:06:06Z, size = 20690176, hashes = { sha256 = "24741f3e824cee6fef444471811ed72f7e3dca32ecb534be646a1d217c055254" } }]
+version = "1.48.7"
+sdist = { url = "https://files.pythonhosted.org/packages/3b/76/763d93473ef1db1ce362e0a43b10229b04fed36ba07756ff97ae281f7c4c/comfyui_frontend_package-1.48.7.tar.gz", upload-time = 2026-08-07T18:26:45Z, size = 21529858, hashes = { sha256 = "ec4ecde695d7e1b6dd20527cf0d73d22e6f53f5cbe0b3bfb9d98da99a6bc3438" } }
+wheels = [{ url = "https://files.pythonhosted.org/packages/fd/77/f6e2aea61ed41b6e4e9211a0354a947a1504d52982e401d1897f63024dfe/comfyui_frontend_package-1.48.7-py3-none-any.whl", upload-time = 2026-08-07T18:26:42Z, size = 22131689, hashes = { sha256 = "f193369c4248bffe0b150dca9cba5e82f7c3add6645991377a992d5036aea8e7" } }]
 
 [[packages]]
 name = "comfyui-manager"
@@ -293,21 +293,21 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/2c/21/ff7464c4ea1bc53
 
 [[packages]]
 name = "comfyui-workflow-templates"
-version = "0.11.27"
-sdist = { url = "https://files.pythonhosted.org/packages/42/08/1a7d95796e2f8af5dfde5a4624c50ec750a7b07daebd49e1e8abe584c278/comfyui_workflow_templates-0.11.27.tar.gz", upload-time = 2026-08-03T02:38:24Z, size = 18338, hashes = { sha256 = "72ddb4b3467ad6563fc596f5a48215be96b16aafcef78ff1ec33c5cfa3ea74e8" } }
-wheels = [{ url = "https://files.pythonhosted.org/packages/cc/9f/8087b2185e35eed5b33c69b5505bfe2363761b396926a157f199d2ea4521/comfyui_workflow_templates-0.11.27-py3-none-any.whl", upload-time = 2026-08-03T02:38:22Z, size = 10682, hashes = { sha256 = "c6fa98a61590ce0b4075557004004ba2a4393688b09b40edee804bb09ddf21ab" } }]
+version = "0.11.41"
+sdist = { url = "https://files.pythonhosted.org/packages/f5/35/1d4cd997e9e855173a17226e4edf84652208eb3994e78c8308916a865d78/comfyui_workflow_templates-0.11.41.tar.gz", upload-time = 2026-08-13T15:23:40Z, size = 18743, hashes = { sha256 = "bf34d30af19533d724bc5f66498e6e9a967bf3809f49c11c2e236bcc902afcdd" } }
+wheels = [{ url = "https://files.pythonhosted.org/packages/65/ce/13f2fe0eb2079a7d1effe3cfe95b0b56a31c0f7e28bac77aedae5d99e29e/comfyui_workflow_templates-0.11.41-py3-none-any.whl", upload-time = 2026-08-13T15:23:39Z, size = 10852, hashes = { sha256 = "d5aa252aa66c1964753f92743678a21629ad8c8f01be843c72e03e0588ac30a5" } }]
 
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+version = "0.3.312"
+sdist = { url = "https://files.pythonhosted.org/packages/cf/2b/dbe05e5d68ebc6c497ea466545911aa51e88c613e098bfd129b7a9fdbbc2/comfyui_workflow_templates_core-0.3.312.tar.gz", upload-time = 2026-08-13T15:23:15Z, size = 75868, hashes = { sha256 = "39685558612a7f7719447d678c62e993a2dc0267b7d89b596799813bcef9fd9a" } }
+wheels = [{ url = "https://files.pythonhosted.org/packages/c6/12/d1ef6c177e847d0291bbd6bf6fbb4440fb8df133b1bcae964c35d8237fdf/comfyui_workflow_templates_core-0.3.312-py3-none-any.whl", upload-time = 2026-08-13T15:23:14Z, size = 68650, hashes = { sha256 = "db650cf8569ce531614acf481c3f3ee65da0b74a23d59e206443480ac80c5f14" } }]
 
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+version = "0.1.47"
+sdist = { url = "https://files.pythonhosted.org/packages/64/8e/e4995390eda7df4893a327234e738918b78e7b1e143b9e330849a8235754/comfyui_workflow_templates_json-0.1.47.tar.gz", upload-time = 2026-08-13T15:23:22Z, size = 2480671, hashes = { sha256 = "047a98aef35ca6152ca98f4ad3dc60f187afe764d3b7416be505bb2e71732cf9" } }
+wheels = [{ url = "https://files.pythonhosted.org/packages/8f/96/996c53c15cd13d4641e848c0ba6142cf58235cf91e2eb67bee5a4b14bdf1/comfyui_workflow_templates_json-0.1.47-py3-none-any.whl", upload-time = 2026-08-13T15:23:21Z, size = 3061407, hashes = { sha256 = "9950266980133ac5f02d9cdea784ec57ca5481c64bd7c17b65a5a8d945f6fded" } }]
 
 [[packages]]
 name = "comfyui-workflow-templates-media-api"
@@ -317,9 +317,9 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/35/47/e4c723615b396f7
 
 [[packages]]
 name = "comfyui-workflow-templates-media-assets-01"
-version = "0.1.17"
-sdist = { url = "https://files.pythonhosted.org/packages/42/5e/036ff6a82ead2be90c6c3ec4f65f68404a5281a3d0170a675e515d635842/comfyui_workflow_templates_media_assets_01-0.1.17.tar.gz", upload-time = 2026-08-02T17:09:36Z, size = 25203931, hashes = { sha256 = "c296b7a38b42e88cedc0144dc1265340fd22b50a4dcef01c1a55620b3df384a9" } }
-wheels = [{ url = "https://files.pythonhosted.org/packages/e2/88/831c5a736ddf0e8fc464868807b41b2d8e0c74967628e075864213ea7741/comfyui_workflow_templates_media_assets_01-0.1.17-py3-none-any.whl", upload-time = 2026-08-02T17:09:33Z, size = 25208695, hashes = { sha256 = "710ec5cfdd204eb9e0673c375162a35cb7d67eeafe36681106e3177262cffe13" } }]
+version = "0.1.28"
+sdist = { url = "https://files.pythonhosted.org/packages/0b/10/91e5301e2b2a846e3f50b41efd0238095d64c562e1ee44b7a54ad7195342/comfyui_workflow_templates_media_assets_01-0.1.28.tar.gz", upload-time = 2026-08-13T15:23:33Z, size = 45010583, hashes = { sha256 = "195aa8212bfa7b6ca13a65fd2628461244406455bf9116e86dd6695acce49960" } }
+wheels = [{ url = "https://files.pythonhosted.org/packages/03/9b/d06af3c2be67040704231720f2b69f9f91bf349d70b163c0c45b54694c85/comfyui_workflow_templates_media_assets_01-0.1.28-py3-none-any.whl", upload-time = 2026-08-13T15:23:30Z, size = 45017292, hashes = { sha256 = "85913be54aaaba729829480e223958703e40dd34b7bea2252b15fe77972efb5f" } }]
 
 [[packages]]
 name = "comfyui-workflow-templates-media-image"
@@ -372,23 +372,20 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/b9/e2/cd18090c3282bcb
 [[packages]]
 name = "cuda-bindings"
 version = "13.0.3"
-marker = "sys_platform == 'linux'"
-wheels = [
-    { url = "https://download.pytorch.org/whl/cu130/cuda_bindings-13.0.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", upload-time = 2026-04-27T19:38:22Z, hashes = { sha256 = "512d0d803a5e47a8a42d5a34ce0932802bf72fe952fdb11ac798715a35c6e5cb" } },
-    { url = "https://download.pytorch.org/whl/cuda_bindings-13.0.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", upload-time = 2026-01-21T18:07:28Z, hashes = {} },
-]
+marker = "python_full_version < '3.15' and sys_platform == 'linux'"
+wheels = [{ url = "https://files.pythonhosted.org/packages/ab/ac/699889100536f1b63779646291e74eefa818087a0974eb271314d850f5dc/cuda_bindings-13.0.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hashes = { sha256 = "512d0d803a5e47a8a42d5a34ce0932802bf72fe952fdb11ac798715a35c6e5cb" } }]
 
 [[packages]]
 name = "cuda-pathfinder"
 version = "1.4.2"
-marker = "sys_platform == 'linux'"
-wheels = [{ url = "https://files.pythonhosted.org/packages/92/de/8ca2b613042550dcf9ef50c596c8b1f602afda92cf9032ac28a73f6ee410/cuda_pathfinder-1.4.2-py3-none-any.whl", upload-time = 2026-03-10T21:57:30Z, size = 44779, hashes = { sha256 = "eb354abc20278f8609dc5b666a24648655bef5613c6dfe78a238a6fd95566754" } }]
+marker = "python_full_version < '3.15' and sys_platform == 'linux'"
+wheels = [{ url = "https://files.pythonhosted.org/packages/92/de/8ca2b613042550dcf9ef50c596c8b1f602afda92cf9032ac28a73f6ee410/cuda_pathfinder-1.4.2-py3-none-any.whl", hashes = { sha256 = "eb354abc20278f8609dc5b666a24648655bef5613c6dfe78a238a6fd95566754" } }]
 
 [[packages]]
 name = "cuda-toolkit"
-version = "13.0.2"
+version = "13.0.3.0"
 marker = "sys_platform == 'linux'"
-wheels = [{ url = "https://pypi.nvidia.com/cuda-toolkit/cuda_toolkit-13.0.2-py2.py3-none-any.whl", hashes = { sha256 = "b198824cf2f54003f50d64ada3a0f184b42ca0846c1c94192fa269ecd97a66eb" } }]
+wheels = [{ url = "https://pypi.nvidia.com/cuda-toolkit/cuda_toolkit-13.0.3.0-py2.py3-none-any.whl", hashes = { sha256 = "d693caaa261214ddd7dbb60d68e71cbed884e68c2be7509778f3051da0b91c3f" } }]
 
 [[packages]]
 name = "cycler"
@@ -485,13 +482,13 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/b5/36/7fb70f04bf00bc6
 
 [[packages]]
 name = "flash-attn"
-version = "2.8.3+cu130torch2.12"
-archive = { url = "https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.17/flash_attn-2.8.3+cu130torch2.12-cp313-cp313-linux_x86_64.whl", hashes = { sha256 = "65396c44e7e4ad10d7a427eccdd7ddaca6ea3dde148dd5ea5cac15a00bc089ae" } }
+version = "2.8.3+cu130torch2.13"
+archive = { url = "https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.47/flash_attn-2.8.3+cu130torch2.13-cp313-cp313-linux_x86_64.whl", hashes = { sha256 = "e94192fd67ef7dda62052a62c3f11c33b336a93b2085d6342d1fdaa4cf86f201" } }
 
 [[packages]]
 name = "flash-attn-3"
-version = "3.0.0+cu130torch2.12gite2743ab"
-archive = { url = "https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.18/flash_attn_3-3.0.0+cu130torch2.12gite2743ab-cp39-abi3-linux_x86_64.whl", hashes = { sha256 = "0a2e3bdbf7aac752d3d60321b1aee40573af613fbb9521fd3763dd4c2dd05ca7" } }
+version = "3.0.0+cu130torch2.13gite2743ab"
+archive = { url = "https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.47/flash_attn_3-3.0.0+cu130torch2.13gite2743ab-cp39-abi3-linux_x86_64.whl", hashes = { sha256 = "aa83d79967c4fe2324da2ce6e80347ce5e374f8b46a19ad84c1fa95aad4a2078" } }
 
 [[packages]]
 name = "flatbuffers"
@@ -905,14 +902,14 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/f5/10/ca162f45a102738
 
 [[packages]]
 name = "nvidia-cublas"
-version = "13.1.0.3"
+version = "13.1.1.3"
 marker = "sys_platform == 'linux'"
-wheels = [{ url = "https://pypi.nvidia.com/nvidia-cublas/nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_x86_64.whl", hashes = { sha256 = "ee8722c1f0145ab246bccb9e452153b5e0515fd094c3678df50b2a0888b8b171" } }]
+wheels = [{ url = "https://pypi.nvidia.com/nvidia-cublas/nvidia_cublas-13.1.1.3-py3-none-manylinux_2_27_x86_64.whl", hashes = { sha256 = "37936a16db8fe4ac1f065c2139360608a543a09275cb1a1af612e08cfa065436" } }]
 
 [[packages]]
 name = "nvidia-cuda-cupti"
 version = "13.0.85"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-cuda-cupti/nvidia_cuda_cupti-13.0.85-py3-none-manylinux_2_25_x86_64.whl", hashes = { sha256 = "4eb01c08e859bf924d222250d2e8f8b8ff6d3db4721288cf35d14252a4d933c8" } }]
 
 [[packages]]
@@ -924,7 +921,7 @@ wheels = [{ url = "https://pypi.nvidia.com/nvidia-cuda-nvrtc/nvidia_cuda_nvrtc-1
 [[packages]]
 name = "nvidia-cuda-runtime"
 version = "13.0.96"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-cuda-runtime/nvidia_cuda_runtime-13.0.96-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hashes = { sha256 = "7f82250d7782aa23b6cfe765ecc7db554bd3c2870c43f3d1821f1d18aebf0548" } }]
 
 [[packages]]
@@ -936,31 +933,31 @@ wheels = [{ url = "https://pypi.nvidia.com/nvidia-cudnn-cu13/nvidia_cudnn_cu13-9
 [[packages]]
 name = "nvidia-cufft"
 version = "12.0.0.61"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-cufft/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hashes = { sha256 = "6c44f692dce8fd5ffd3e3df134b6cdb9c2f72d99cf40b62c32dde45eea9ddad3" } }]
 
 [[packages]]
 name = "nvidia-cufile"
 version = "1.15.1.6"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-cufile/nvidia_cufile-1.15.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hashes = { sha256 = "08a3ecefae5a01c7f5117351c64f17c7c62efa5fffdbe24fc7d298da19cd0b44" } }]
 
 [[packages]]
 name = "nvidia-curand"
 version = "10.4.0.35"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-curand/nvidia_curand-10.4.0.35-py3-none-manylinux_2_27_x86_64.whl", hashes = { sha256 = "1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc" } }]
 
 [[packages]]
 name = "nvidia-cusolver"
 version = "12.0.4.66"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-cusolver/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_x86_64.whl", hashes = { sha256 = "0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112" } }]
 
 [[packages]]
 name = "nvidia-cusparse"
 version = "12.6.3.3"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-cusparse/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hashes = { sha256 = "2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b" } }]
 
 [[packages]]
@@ -978,7 +975,7 @@ wheels = [{ url = "https://pypi.nvidia.com/nvidia-nccl-cu13/nvidia_nccl_cu13-2.2
 [[packages]]
 name = "nvidia-nvjitlink"
 version = "13.0.88"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-nvjitlink/nvidia_nvjitlink-13.0.88-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hashes = { sha256 = "13a74f429e23b921c1109976abefacc69835f2f433ebd323d3946e11d804e47b" } }]
 
 [[packages]]
@@ -990,7 +987,7 @@ wheels = [{ url = "https://pypi.nvidia.com/nvidia-nvshmem-cu13/nvidia_nvshmem_cu
 [[packages]]
 name = "nvidia-nvtx"
 version = "13.0.85"
-marker = "sys_platform == 'linux'"
+marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')"
 wheels = [{ url = "https://pypi.nvidia.com/nvidia-nvtx/nvidia_nvtx-13.0.85-py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl", hashes = { sha256 = "4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4" } }]
 
 [[packages]]
@@ -1380,7 +1377,7 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/a0/60/429e9b1cb3fc651
 [[packages]]
 name = "sageattention"
 version = "2.2.0"
-archive = { url = "https://github.com/bigbrozer/vinz-wheels/raw/refs/heads/main/wheels/sageattention-2.2.0+cu130torch212-cp313-cp313-linux_x86_64.whl", hashes = { sha256 = "c821a092a39dc4e1c6ae0126f1fab4a5bfc2cb4f4d9602a574a3fc376d916326" } }
+archive = { url = "https://github.com/bigbrozer/vinz-wheels/raw/refs/heads/main/wheels/sageattention-2.2.0+cu130torch213-cp313-cp313-linux_x86_64.whl", hashes = { sha256 = "5cc605b2f9f2331660182fe4380495e1328a81d12fe1dc6e67fa79fb69598cd3" } }
 
 [[packages]]
 name = "sam-2"
@@ -1652,8 +1649,8 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/c7/18/c86eb8e0202e32d
 
 [[packages]]
 name = "torch"
-version = "2.12.1+cu130"
-wheels = [{ url = "https://download-r2.pytorch.org/whl/cu130/torch-2.12.1%2Bcu130-cp313-cp313-manylinux_2_28_x86_64.whl", upload-time = 2026-06-18T02:41:44Z, hashes = { sha256 = "d5e1840442d2182957b3d2f778cc325c90fa5cb42aa8b1ac949f029e9bdd7f06" } }]
+version = "2.13.0+cu130"
+wheels = [{ url = "https://download-r2.pytorch.org/whl/cu130/torch-2.13.0%2Bcu130-cp313-cp313-manylinux_2_28_x86_64.whl", upload-time = 2026-07-08T11:19:18Z, hashes = {} }]
 
 [[packages]]
 name = "torchaudio"
@@ -1668,8 +1665,8 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/dd/1f/b67ebd7e19ffe25
 
 [[packages]]
 name = "torchvision"
-version = "0.27.1+cu130"
-wheels = [{ url = "https://download-r2.pytorch.org/whl/cu130/torchvision-0.27.1%2Bcu130-cp313-cp313-manylinux_2_28_x86_64.whl", upload-time = 2026-06-17T15:44:44Z, hashes = { sha256 = "f9f008d4b1b2f013eaf7bec1a9ff221263581d77668d4e1e0e9c3ed351d56465" } }]
+version = "0.28.0+cu130"
+wheels = [{ url = "https://download-r2.pytorch.org/whl/cu130/torchvision-0.28.0%2Bcu130-cp313-cp313-manylinux_2_28_x86_64.whl", upload-time = 2026-07-08T12:26:52Z, hashes = { sha256 = "fa3c1f87f86667562380e3ce467e000371fa88adefaec72512b39d1021a2f581" } }]
 
 [[packages]]
 name = "tqdm"
@@ -1703,7 +1700,7 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/05/98/716a473cfb24750
 [[packages]]
 name = "triton"
 version = "3.7.1"
-marker = "sys_platform == 'linux'"
+marker = "python_full_version < '3.15' and sys_platform == 'linux'"
 wheels = [{ url = "https://download-r2.pytorch.org/whl/triton-3.7.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", upload-time = 2026-06-17T16:39:32Z, hashes = { sha256 = "59688b9b924f887316dcd0fae9e8cbe697ee1d1f6ab386723982cc9ecdebee01" } }]
 
 [[packages]]
@@ -1715,7 +1712,8 @@ wheels = [{ url = "https://files.pythonhosted.org/packages/a0/1d/d9257dd49ff2ca2
 [[packages]]
 name = "typing-extensions"
 version = "4.15.0"
-wheels = [{ url = "https://download.pytorch.org/whl/typing_extensions-4.15.0-py3-none-any.whl", hashes = {} }]
+sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hashes = { sha256 = "0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466" } }
+wheels = [{ url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hashes = { sha256 = "f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548" } }]
 
 [[packages]]
 name = "typing-inspection"
diff --git a/requirements.in b/requirements.in
index 88eb683..0db0272 100644
--- a/requirements.in
+++ b/requirements.in
@@ -5,26 +5,26 @@
 --extra-index-url "https://download.pytorch.org/whl/cu130"
 
 # https://download.pytorch.org/whl/cu130/torch/
-torch==2.12.1+cu130
+torch==2.13.0+cu130
 # https://download.pytorch.org/whl/cu130/torchvision/
-torchvision==0.27.1+cu130
+torchvision==0.28.0+cu130
 # https://download.pytorch.org/whl/cu130/torchaudio/
 torchaudio==2.11.0+cu130
 xformers
 
 # Flash Attention
 # https://github.com/mjun0812/flash-attention-prebuild-wheels
-flash_attn @ https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.17/flash_attn-2.8.3+cu130torch2.12-cp313-cp313-linux_x86_64.whl
-flash_attn_3 @ https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.18/flash_attn_3-3.0.0+cu130torch2.12gite2743ab-cp39-abi3-linux_x86_64.whl
+flash_attn @ https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.47/flash_attn-2.8.3+cu130torch2.13-cp313-cp313-linux_x86_64.whl
+flash_attn_3 @ https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.9.47/flash_attn_3-3.0.0+cu130torch2.13gite2743ab-cp39-abi3-linux_x86_64.whl
 
 # Sage Attention
 # https://github.com/bigbrozer/vinz-wheels
-sageattention @ https://github.com/bigbrozer/vinz-wheels/raw/refs/heads/main/wheels/sageattention-2.2.0+cu130torch212-cp313-cp313-linux_x86_64.whl
+sageattention @ https://github.com/bigbrozer/vinz-wheels/raw/refs/heads/main/wheels/sageattention-2.2.0+cu130torch213-cp313-cp313-linux_x86_64.whl
 
 # Fixing packages version to have pre-built wheels for Python 3.13
 sentencepiece>=0.2.1
-av>=16.0.0,<17
-numba>=0.63.1,<1
+av>=16.0.0
+numba>=0.63.1
 
 # ComfyUI + Manager
 # https://github.com/Comfy-Org/ComfyUI