diff --git a/runtime/Dockerfile b/runtime/Dockerfile
index 271ee32..b791cb3 100644
--- a/runtime/Dockerfile
+++ b/runtime/Dockerfile
@@ -12,13 +12,17 @@ RUN mkdir -p /root/.jupyter/custom /app/.venv/share/jupyter/custom && \
     echo '#top-panel, #top-panel-wrapper, .jp-Notebook-header, .jp-FileEditorHeader {display: none !important; height: 0 !important; min-height: 0 !important; margin: 0 !important; padding: 0 !important; border: none !important; position: absolute !important; pointer-events: none !important; }' > /root/.jupyter/custom/custom.css && \
     cp /root/.jupyter/custom/custom.css /app/.venv/share/jupyter/custom/custom.css
 
+RUN uv venv --python 3.12 /opt/venv/python3.12 && \
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.12/bin/python -r runtime/requirements-py312 && \
+    /opt/venv/python3.12/bin/python -m ipykernel install --prefix=/opt/venv/python3.12 --name=python312 --display-name="python3.12"
+
 RUN uv venv --python 3.8 /opt/venv/python3.8 && \
-    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.8/bin/python ipykernel && \
-    /opt/venv/python3.8/bin/python -m ipykernel install --prefix=/app/.venv --name=python38 --display-name="python3.8"
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.8/bin/python -r runtime/requirements-py38 && \
+    /opt/venv/python3.8/bin/python -m ipykernel install --prefix=/opt/venv/python3.12 --name=python38 --display-name="python3.8"
 
 RUN uv venv --python 3.10 /opt/venv/python3.10 && \
-    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.10/bin/python ipykernel && \
-    /opt/venv/python3.10/bin/python -m ipykernel install --prefix=/app/.venv --name=python310 --display-name="python3.10"
+    UV_DEFAULT_INDEX="https://pypi.tuna.tsinghua.edu.cn/simple/" uv pip install --python /opt/venv/python3.10/bin/python -r runtime/requirements-py310 && \
+    /opt/venv/python3.10/bin/python -m ipykernel install --prefix=/opt/venv/python3.12 --name=python310 --display-name="python3.10"
 
 EXPOSE 8000
 CMD ["uv", "run", "--frozen", "--package", "runtime", "gunicorn", "--config", "runtime/gunicorn.conf.py", "runtime.main:app"]
diff --git a/runtime/pyproject.toml b/runtime/pyproject.toml
index 75afe3d..32ee6f4 100644
--- a/runtime/pyproject.toml
+++ b/runtime/pyproject.toml
@@ -8,7 +8,6 @@ dependencies = [
     "uvicorn[standard]==0.35.0",
     "httpx==0.28.1",
     "loguru==0.7.2",
-    "notebook",
     "gunicorn>=26.0.0",
     "aiofiles>=25.1.0",
 ]
diff --git a/runtime/requirements-py310 b/runtime/requirements-py310
new file mode 100644
index 0000000..c9c407e
--- /dev/null
+++ b/runtime/requirements-py310
@@ -0,0 +1,2 @@
+# this is not system dependences
+ipykernel
\ No newline at end of file
diff --git a/runtime/requirements-py312 b/runtime/requirements-py312
new file mode 100644
index 0000000..6b483c9
--- /dev/null
+++ b/runtime/requirements-py312
@@ -0,0 +1,4 @@
+# this is not system dependences
+jupyter
+notebook
+ipykernel
\ No newline at end of file
diff --git a/runtime/requirements-py38 b/runtime/requirements-py38
new file mode 100644
index 0000000..c9c407e
--- /dev/null
+++ b/runtime/requirements-py38
@@ -0,0 +1,2 @@
+# this is not system dependences
+ipykernel
\ No newline at end of file
diff --git a/runtime/src/runtime/process.py b/runtime/src/runtime/process.py
index 27a9cd6..e5dd9fa 100644
--- a/runtime/src/runtime/process.py
+++ b/runtime/src/runtime/process.py
@@ -64,6 +64,14 @@ JUPYTER_MAX_LIFETIME_SECONDS = int(
     os.environ.get("JUPYTER_MAX_LIFETIME_SECONDS", str(24 * 3600))
 )
 
+# Jupyter Server no longer lives in /app/.venv (the runtime's own venv).
+# It is provisioned in a dedicated Python 3.12 venv by runtime/Dockerfile,
+# which also registers the Python 3.8 / 3.10 kernelspecs under that venv's
+# share/jupyter/kernels tree. The runtime only launches the server here;
+# user code runs in the per-kernel venv the user picks in the Notebook UI.
+JUPYTER_PY312_VENV = os.environ.get("JUPYTER_PY312_VENV", "/opt/venv/python3.12")
+JUPYTER_BIN = os.path.join(JUPYTER_PY312_VENV, "bin", "jupyter")
+
 # Sidecar metadata file written next to the workspace directory. Holds
 # the runtime state we need to reconstruct the in-memory map after a
 # crash. We intentionally store only the bits that are safe to recover:
@@ -196,7 +204,7 @@ async def start_workspace(ws_id: str) -> dict:
         base_path = f"/jupyter/{ws_id}/"
 
         cmd = [
-            "jupyter",
+            JUPYTER_BIN,
             "notebook",
             f"--port={port}",
             "--ip=0.0.0.0",
@@ -214,11 +222,22 @@ async def start_workspace(ws_id: str) -> dict:
             "--NotebookApp.disable_check_xsrf=True",
         ]
 
+        # Isolate the Jupyter subprocess inside the dedicated Python 3.12
+        # venv. VIRTUAL_ENV makes `python` / `pip` resolve against it; PATH
+        # prepended so its `bin/` wins over the runtime's /app/.venv.
+        jupyter_env = os.environ.copy()
+        jupyter_env["VIRTUAL_ENV"] = JUPYTER_PY312_VENV
+        jupyter_env["PATH"] = (
+            os.path.join(JUPYTER_PY312_VENV, "bin")
+            + os.pathsep
+            + jupyter_env.get("PATH", "")
+        )
+
         try:
             process, log_file = start_process(
                 cmd,
                 WORKSPACES_ROOT,
-                env={"PATH": f"/app/.venv/bin:{os.environ.get('PATH', '')}"},
+                env=jupyter_env,
             )
         except Exception as e:
             logger.error(f"Failed to start Jupyter for {ws_id}: {e}")
diff --git a/uv.lock b/uv.lock
index b45ef0c..aa68d21 100644
--- a/uv.lock
+++ b/uv.lock
@@ -248,62 +248,6 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/42/c9/8638db32514dbb9157b3d82680c6faea89283523edf9ed2415ea3884f2ae/apscheduler-3.11.3-py3-none-any.whl", hash = "sha256:bbeb2ec02d23d3c06a6c07ed7f0f3939ada6680eb121fae809a69bb42c537a30", size = 66024, upload-time = "2026-06-28T19:39:20.982Z" },
 ]
 
-[[package]]
-name = "argon2-cffi"
-version = "25.1.0"
-source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple/" }
-dependencies = [
-    { name = "argon2-cffi-bindings" },
-]
-sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/0e/89/ce5af8a7d472a67cc819d5d998aa8c82c5d860608c4db9f46f1162d7dab9/argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1", size = 45706, upload-time = "2025-06-03T06:55:32.073Z" }
-wheels = [
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741", size = 14657, upload-time = "2025-06-03T06:55:30.804Z" },
-]
-
-[[package]]
-name = "argon2-cffi-bindings"
-version = "25.1.0"
-source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple/" }
-dependencies = [
-    { name = "cffi" },
-]
-sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/5c/2d/db8af0df73c1cf454f71b2bbe5e356b8c1f8041c979f505b3d3186e520a9/argon2_cffi_bindings-25.1.0.tar.gz", hash = "sha256:b957f3e6ea4d55d820e40ff76f450952807013d361a65d7f28acc0acbf29229d", size = 1783441, upload-time = "2025-07-30T10:02:05.147Z" }
-wheels = [
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/60/97/3c0a35f46e52108d4707c44b95cfe2afcafc50800b5450c197454569b776/argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:3d3f05610594151994ca9ccb3c771115bdb4daef161976a266f0dd8aa9996b8f", size = 54393, upload-time = "2025-07-30T10:01:40.97Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/9d/f4/98bbd6ee89febd4f212696f13c03ca302b8552e7dbf9c8efa11ea4a388c3/argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:8b8efee945193e667a396cbc7b4fb7d357297d6234d30a489905d96caabde56b", size = 29328, upload-time = "2025-07-30T10:01:41.916Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/43/24/90a01c0ef12ac91a6be05969f29944643bc1e5e461155ae6559befa8f00b/argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3c6702abc36bf3ccba3f802b799505def420a1b7039862014a65db3205967f5a", size = 31269, upload-time = "2025-07-30T10:01:42.716Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/d4/d3/942aa10782b2697eee7af5e12eeff5ebb325ccfb86dd8abda54174e377e4/argon2_cffi_bindings-25.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a1c70058c6ab1e352304ac7e3b52554daadacd8d453c1752e547c76e9c99ac44", size = 86558, upload-time = "2025-07-30T10:01:43.943Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/0d/82/b484f702fec5536e71836fc2dbc8c5267b3f6e78d2d539b4eaa6f0db8bf8/argon2_cffi_bindings-25.1.0-cp314-cp314t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e2fd3bfbff3c5d74fef31a722f729bf93500910db650c925c2d6ef879a7e51cb", size = 92364, upload-time = "2025-07-30T10:01:44.887Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/c9/c1/a606ff83b3f1735f3759ad0f2cd9e038a0ad11a3de3b6c673aa41c24bb7b/argon2_cffi_bindings-25.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c4f9665de60b1b0e99bcd6be4f17d90339698ce954cfd8d9cf4f91c995165a92", size = 85637, upload-time = "2025-07-30T10:01:46.225Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/44/b4/678503f12aceb0262f84fa201f6027ed77d71c5019ae03b399b97caa2f19/argon2_cffi_bindings-25.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ba92837e4a9aa6a508c8d2d7883ed5a8f6c308c89a4790e1e447a220deb79a85", size = 91934, upload-time = "2025-07-30T10:01:47.203Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/f0/c7/f36bd08ef9bd9f0a9cff9428406651f5937ce27b6c5b07b92d41f91ae541/argon2_cffi_bindings-25.1.0-cp314-cp314t-win32.whl", hash = "sha256:84a461d4d84ae1295871329b346a97f68eade8c53b6ed9a7ca2d7467f3c8ff6f", size = 28158, upload-time = "2025-07-30T10:01:48.341Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/b3/80/0106a7448abb24a2c467bf7d527fe5413b7fdfa4ad6d6a96a43a62ef3988/argon2_cffi_bindings-25.1.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b55aec3565b65f56455eebc9b9f34130440404f27fe21c3b375bf1ea4d8fbae6", size = 32597, upload-time = "2025-07-30T10:01:49.112Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/05/b8/d663c9caea07e9180b2cb662772865230715cbd573ba3b5e81793d580316/argon2_cffi_bindings-25.1.0-cp314-cp314t-win_arm64.whl", hash = "sha256:87c33a52407e4c41f3b70a9c2d3f6056d88b10dad7695be708c5021673f55623", size = 28231, upload-time = "2025-07-30T10:01:49.92Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/1d/57/96b8b9f93166147826da5f90376e784a10582dd39a393c99bb62cfcf52f0/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:aecba1723ae35330a008418a91ea6cfcedf6d31e5fbaa056a166462ff066d500", size = 54121, upload-time = "2025-07-30T10:01:50.815Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/0a/08/a9bebdb2e0e602dde230bdde8021b29f71f7841bd54801bcfd514acb5dcf/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:2630b6240b495dfab90aebe159ff784d08ea999aa4b0d17efa734055a07d2f44", size = 29177, upload-time = "2025-07-30T10:01:51.681Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/b6/02/d297943bcacf05e4f2a94ab6f462831dc20158614e5d067c35d4e63b9acb/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:7aef0c91e2c0fbca6fc68e7555aa60ef7008a739cbe045541e438373bc54d2b0", size = 31090, upload-time = "2025-07-30T10:01:53.184Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/c1/93/44365f3d75053e53893ec6d733e4a5e3147502663554b4d864587c7828a7/argon2_cffi_bindings-25.1.0-cp39-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1e021e87faa76ae0d413b619fe2b65ab9a037f24c60a1e6cc43457ae20de6dc6", size = 81246, upload-time = "2025-07-30T10:01:54.145Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/09/52/94108adfdd6e2ddf58be64f959a0b9c7d4ef2fa71086c38356d22dc501ea/argon2_cffi_bindings-25.1.0-cp39-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d3e924cfc503018a714f94a49a149fdc0b644eaead5d1f089330399134fa028a", size = 87126, upload-time = "2025-07-30T10:01:55.074Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/72/70/7a2993a12b0ffa2a9271259b79cc616e2389ed1a4d93842fac5a1f923ffd/argon2_cffi_bindings-25.1.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:c87b72589133f0346a1cb8d5ecca4b933e3c9b64656c9d175270a000e73b288d", size = 80343, upload-time = "2025-07-30T10:01:56.007Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/78/9a/4e5157d893ffc712b74dbd868c7f62365618266982b64accab26bab01edc/argon2_cffi_bindings-25.1.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:1db89609c06afa1a214a69a462ea741cf735b29a57530478c06eb81dd403de99", size = 86777, upload-time = "2025-07-30T10:01:56.943Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/74/cd/15777dfde1c29d96de7f18edf4cc94c385646852e7c7b0320aa91ccca583/argon2_cffi_bindings-25.1.0-cp39-abi3-win32.whl", hash = "sha256:473bcb5f82924b1becbb637b63303ec8d10e84c8d241119419897a26116515d2", size = 27180, upload-time = "2025-07-30T10:01:57.759Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/e2/c6/a759ece8f1829d1f162261226fbfd2c6832b3ff7657384045286d2afa384/argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl", hash = "sha256:a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98", size = 31715, upload-time = "2025-07-30T10:01:58.56Z" },
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/42/b9/f8d6fa329ab25128b7e98fd83a3cb34d9db5b059a9847eddb840a0af45dd/argon2_cffi_bindings-25.1.0-cp39-abi3-win_arm64.whl", hash = "sha256:b0fdbcf513833809c882823f98dc2f931cf659d9a1429616ac3adebb49f5db94", size = 27149, upload-time = "2025-07-30T10:01:59.329Z" },
-]
-
-[[package]]
-name = "arrow"
-version = "1.4.0"
-source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple/" }
-dependencies = [
-    { name = "python-dateutil" },
-    { name = "tzdata" },
-]
-sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/b9/33/032cdc44182491aa708d06a68b62434140d8c50820a087fac7af37703357/arrow-1.4.0.tar.gz", hash = "sha256:ed0cc050e98001b8779e84d461b0098c4ac597e88704a655582b21d116e526d7", size = 152931, upload-time = "2025-10-18T17:46:46.761Z" }
-wheels = [
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/ed/c9/d7977eaacb9df673210491da99e6a247e93df98c715fc43fd136ce1d3d33/arrow-1.4.0-py3-none-any.whl", hash = "sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205", size = 68797, upload-time = "2025-10-18T17:46:45.663Z" },
-]
-
 [[package]]
 name = "asttokens"
 version = "3.0.2"
@@ -313,15 +257,6 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/d4/2b/04b8a15f3a1c77bc79ddf5c73875327f34b4fa75982df2b76e45e402d364/asttokens-3.0.2-py3-none-any.whl", hash = "sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933", size = 28702, upload-time = "2026-07-12T03:31:47.542Z" },
 ]
 
-[[package]]
-name = "async-lru"
-version = "2.3.0"
-source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple/" }
-sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/e8/1f/989ecfef8e64109a489fff357450cb73fa73a865a92bd8c272170a6922c2/async_lru-2.3.0.tar.gz", hash = "sha256:89bdb258a0140d7313cf8f4031d816a042202faa61d0ab310a0a538baa1c24b6", size = 16332, upload-time = "2026-03-19T01:04:32.413Z" }
-wheels = [
-    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/e5/e2/c2e3abf398f80732e58b03be77bde9022550d221dd8781bf586bd4d97cc1/async_lru-2.3.0-py3-none-any.whl", hash = "sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315", size = 8403, upload-time = "2026-03-19T01:04:30.883Z" },
-]
-
 [[package]]
 name = "asyncmy"
 version = "0.2.11"
@@ -355,15 +290,6 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/64/b4/17d4b0b2a2dc85a6df63d1157e028ed19f90d4cd97c36717afef2bc2f395/attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309", size = 67548, upload-time = "2026-03-19T14:22:23.645Z" },
 ]
 
-[[package]]
-name = "babel"
-version = "2.18.0"
-source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple/" }
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