diff --git a/.vscode/launch.json b/.vscode/launch.json
index 53da0424..b2712892 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -14,7 +14,7 @@
             "args": [
                 "-x",
                 "-vvv",
-                "quantflow_tests/test_jump_diffusion.py",
+                "quantflow_tests/test_vault.py",
             ]
         },
     ]
diff --git a/poetry.lock b/poetry.lock
index 134b6524..33b2541d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -21,37 +21,37 @@ tests = ["hypothesis", "pytest"]
 
 [[package]]
 name = "aio-fluid"
-version = "1.5.2"
+version = "1.6.2"
 description = "Tools for backend python services"
 optional = true
 python-versions = "<4.0,>=3.11"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
-    {file = "aio_fluid-1.5.2-py3-none-any.whl", hash = "sha256:08bac29e4d6a2d0e3f73f16448307750d1a0336a5b569041b7072cf1a6d57515"},
-    {file = "aio_fluid-1.5.2.tar.gz", hash = "sha256:d7165c7c56a825ddcb8e866c3443e7845260ee499d4be8f85a630df2d4832b2e"},
+    {file = "aio_fluid-1.6.2-py3-none-any.whl", hash = "sha256:29fbf1b72b191d22dd4f5b20ce3d0abe6007bd3f782469b1fffacd752ce085fb"},
+    {file = "aio_fluid-1.6.2.tar.gz", hash = "sha256:06bae8a81c95c7b8d03a21c9062f992baa6bb0d2ec045e485109b519d31b7702"},
 ]
 
 [package.dependencies]
-aioconsole = ">=0.8.0,<0.9.0"
-aiohttp = {version = ">=3.10.10,<4.0.0", optional = true, markers = "extra == \"http\""}
-fastapi = ">=0.115.2,<0.116.0"
-httpx = {version = ">=0.28.1,<0.29.0", optional = true, markers = "extra == \"http\""}
-inflection = ">=0.5.1,<0.6.0"
-prometheus-client = {version = ">=0.21.0,<0.22.0", optional = true, markers = "extra == \"http\""}
-pydantic = ">=2.9.2,<3.0.0"
-python-slugify = {version = ">=8.0.4,<9.0.0", optional = true, markers = "extra == \"http\" or extra == \"k8s\""}
-redis = {version = ">=5.0.1,<6.0.0", extras = ["hiredis"]}
-typing-extensions = ">=4.12.2,<5.0.0"
-uvicorn = "0.34.0"
-yarl = ">=1.15.5,<2.0.0"
+aioconsole = ">=0.8.0"
+aiohttp = {version = ">=3.10.10", optional = true, markers = "extra == \"http\""}
+fastapi = ">=0.115.2"
+httpx = {version = ">=0.28.1", optional = true, markers = "extra == \"http\""}
+inflection = ">=0.5.1"
+prometheus-client = {version = ">=0.21.0", optional = true, markers = "extra == \"http\""}
+pydantic = ">=2.9.2"
+python-slugify = {version = ">=8.0.4", optional = true, markers = "extra == \"http\""}
+redis = {version = ">=5.0.1", extras = ["hiredis"]}
+typing-extensions = ">=4.12.2"
+uvicorn = ">=0.34.0"
+yarl = ">=1.15.5"
 
 [package.extras]
-cli = ["click (>=8.1.7,<9.0.0)", "pydanclick (>=0.5.0,<0.6.0)", "rich (>=13.7.1,<14.0.0)"]
-db = ["alembic (>=1.13.2,<2.0.0)", "asyncpg (>=0.30.0,<0.31.0)", "click (>=8.1.7,<9.0.0)", "psycopg2-binary (>=2.9.9,<3.0.0)", "pydanclick (>=0.5.0,<0.6.0)", "python-dateutil (>=2.9.0,<3.0.0)", "rich (>=13.7.1,<14.0.0)", "sqlalchemy (>=2.0.23,<3.0.0)", "sqlalchemy-utils (>=0.41.2,<0.42.0)"]
-http = ["aiohttp (>=3.10.10,<4.0.0)", "httpx (>=0.28.1,<0.29.0)", "prometheus-client (>=0.21.0,<0.22.0)", "python-slugify (>=8.0.4,<9.0.0)"]
-k8s = ["kubernetes (>=32.0.0,<33.0.0)", "kubernetes-asyncio (>=32.0.0,<33.0.0)", "python-slugify (>=8.0.4,<9.0.0)"]
-log = ["python-json-logger (>=3.2.1,<4.0.0)"]
+cli = ["click (>=8.1.7)", "pydanclick (>=0.5.0)", "rich (>=13.7.1)"]
+db = ["alembic (>=1.13.2)", "asyncpg (>=0.30.0)", "click (>=8.1.7)", "psycopg2-binary (>=2.9.9)", "pydanclick (>=0.5.0)", "python-dateutil (>=2.9.0)", "rich (>=13.7.1)", "sqlalchemy (>=2.0.23)", "sqlalchemy-utils (>=0.41.2)"]
+http = ["aiohttp (>=3.10.10)", "httpx (>=0.28.1)", "prometheus-client (>=0.21.0)", "python-slugify (>=8.0.4)"]
+k8s = ["kubernetes (>=32.0.0)", "kubernetes-asyncio (>=32.0.0)", "python-slugify (>=8.0.4)"]
+log = ["python-json-logger (>=3.2.1)"]
 
 [[package]]
 name = "aioconsole"
@@ -84,104 +84,104 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.13"
+version = "3.12.15"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"data\""
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+    {file = "aiohttp-3.12.15-cp39-cp39-win32.whl", hash = "sha256:b784d6ed757f27574dca1c336f968f4e81130b27595e458e69457e6878251f5d"},
+    {file = "aiohttp-3.12.15-cp39-cp39-win_amd64.whl", hash = "sha256:86ceded4e78a992f835209e236617bffae649371c4a50d5e5a3987f237db84b8"},
+    {file = "aiohttp-3.12.15.tar.gz", hash = "sha256:4fc61385e9c98d72fcdf47e6dd81833f47b2f77c114c29cd64a361be57a763a2"},
 ]
 
 [package.dependencies]
 aiohappyeyeballs = ">=2.5.0"
-aiosignal = ">=1.1.2"
+aiosignal = ">=1.4.0"
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
@@ -234,14 +234,14 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
+version = "4.10.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "book"]
 files = [
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+    {file = "anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1"},
+    {file = "anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6"},
 ]
 markers = {main = "extra == \"data\""}
 
@@ -251,8 +251,6 @@ sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -290,6 +288,7 @@ description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.6"
 groups = ["book"]
+markers = "python_version >= \"3.14\""
 files = [
     {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
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@@ -321,6 +320,46 @@ cffi = ">=1.0.1"
 dev = ["cogapp", "pre-commit", "pytest", "wheel"]
 tests = ["pytest"]
 
+[[package]]
+name = "argon2-cffi-bindings"
+version = "25.1.0"
+description = "Low-level CFFI bindings for Argon2"
+optional = false
+python-versions = ">=3.9"
+groups = ["book"]
+markers = "python_version < \"3.14\""
+files = [
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+    {file = "argon2_cffi_bindings-25.1.0.tar.gz", hash = "sha256:b957f3e6ea4d55d820e40ff76f450952807013d361a65d7f28acc0acbf29229d"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.0.1", markers = "python_version < \"3.14\""}
+
 [[package]]
 name = "arrow"
 version = "1.3.0"
@@ -573,14 +612,14 @@ holidays = ["holidays (>=0.63,<0.64)"]
 
 [[package]]
 name = "certifi"
-version = "2025.6.15"
+version = "2025.8.3"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "book"]
 files = [
-    {file = "certifi-2025.6.15-py3-none-any.whl", hash = "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057"},
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+    {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"},
 ]
 markers = {main = "extra == \"data\""}
 
@@ -666,104 +705,91 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.2"
+version = "3.4.3"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["book"]
 files = [
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 [package.extras]
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 [[package]]
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 [[package]]
 name = "fastjsonschema"
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 ]
 
 [package.extras]
 docs = ["Sphinx", "furo"]
-test = ["objgraph", "psutil"]
+test = ["objgraph", "psutil", "setuptools"]
 
 [[package]]
 name = "h11"
@@ -1366,15 +1411,15 @@ files = [
 
 [[package]]
 name = "holidays"
-version = "0.75"
+version = "0.78"
 description = "Open World Holidays Framework"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"cli\""
 files = [
-    {file = "holidays-0.75-py3-none-any.whl", hash = "sha256:f87a75e9274ba60c0ae2b65fb91b8ee1b9547f384875b0fa6ee3e5a45012bdfc"},
-    {file = "holidays-0.75.tar.gz", hash = "sha256:73441b6f7ca2f2b8f67c1554b6850e5dfd84cb62831b6c756de81c43b1efee73"},
+    {file = "holidays-0.78-py3-none-any.whl", hash = "sha256:d652a807f1cca89f0f9f0824f81979b2c4b99af6ac3aa2e54b8409fc0cda4e88"},
+    {file = "holidays-0.78.tar.gz", hash = "sha256:7f21d09a475f42d79344498363586d5dadce07bb74f361c80c2658d59c513348"},
 ]
 
 [package.dependencies]
@@ -1508,37 +1553,37 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.5"
+version = "6.30.1"
 description = "IPython Kernel for Jupyter"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["book"]
 files = [
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-    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
+    {file = "ipykernel-6.30.1-py3-none-any.whl", hash = "sha256:aa6b9fb93dca949069d8b85b6c79b2518e32ac583ae9c7d37c51d119e18b3fb4"},
+    {file = "ipykernel-6.30.1.tar.gz", hash = "sha256:6abb270161896402e76b91394fcdce5d1be5d45f456671e5080572f8505be39b"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+appnope = {version = ">=0.1.2", markers = "platform_system == \"Darwin\""}
 comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
+jupyter-client = ">=8.0.0"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
+nest-asyncio = ">=1.4"
+packaging = ">=22"
+psutil = ">=5.7"
+pyzmq = ">=25"
+tornado = ">=6.2"
 traitlets = ">=5.4.0"
 
 [package.extras]
-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -1708,14 +1753,14 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.24.0"
+version = "4.25.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
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+    {file = "jsonschema-4.25.0.tar.gz", hash = "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f"},
 ]
 
 [package.dependencies]
@@ -1728,13 +1773,14 @@ jsonschema-specifications = ">=2023.03.6"
 referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3987-syntax = {version = ">=1.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -1890,18 +1936,18 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.5"
+version = "2.2.6"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
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 ]
 
 [package.dependencies]
-jupyter-server = ">=1.1.2"
+jupyter_server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
@@ -1962,14 +2008,14 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.4"
+version = "4.4.5"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2073,6 +2119,24 @@ test-functional = ["black", "pytest", "pytest-asyncio", "pytest-randomly", "pyte
 test-integration = ["black", "ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist"]
 test-ui = ["bash-kernel"]
 
+[[package]]
+name = "lark"
+version = "1.2.2"
+description = "a modern parsing library"
+optional = false
+python-versions = ">=3.8"
+groups = ["book"]
+files = [
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+    {file = "lark-1.2.2.tar.gz", hash = "sha256:ca807d0162cd16cef15a8feecb862d7319e7a09bdb13aef927968e45040fed80"},
+]
+
+[package.extras]
+atomic-cache = ["atomicwrites"]
+interegular = ["interegular (>=0.3.1,<0.4.0)"]
+nearley = ["js2py"]
+regex = ["regex"]
+
 [[package]]
 name = "latexcodec"
 version = "3.0.1"
@@ -2404,44 +2468,50 @@ files = [
 
 [[package]]
 name = "mypy"
-version = "1.16.1"
+version = "1.17.1"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 version = "0.10.2"
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@@ -2882,19 +3000,27 @@ type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "plotly"
-version = "5.24.1"
-description = "An open-source, interactive data visualization library for Python"
+version = "6.2.0"
+description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
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+    {file = "plotly-6.2.0.tar.gz", hash = "sha256:9dfa23c328000f16c928beb68927444c1ab9eae837d1fe648dbcda5360c7953d"},
 ]
 
 [package.dependencies]
+narwhals = ">=1.15.1"
 packaging = "*"
-tenacity = ">=6.2.0"
+
+[package.extras]
+dev = ["plotly[dev-optional]"]
+dev-build = ["build", "jupyter", "plotly[dev-core]"]
+dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
+dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
+express = ["numpy"]
+kaleido = ["kaleido (>=1.0.0)"]
 
 [[package]]
 name = "pluggy"
@@ -2914,19 +3040,19 @@ testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "polars"
-version = "1.31.0"
+version = "1.32.2"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
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+    {file = "polars-1.32.2.tar.gz", hash = "sha256:b4c5cefc7cf7a2461f8800cf2c09976c47cb1fd959c6ef3024d5618b497f05d3"},
 ]
 
 [package.dependencies]
@@ -2962,14 +3088,14 @@ xlsxwriter = ["xlsxwriter"]
 
 [[package]]
 name = "prometheus-client"
-version = "0.21.1"
+version = "0.22.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "book"]
 files = [
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+    {file = "prometheus_client-0.22.1.tar.gz", hash = "sha256:190f1331e783cf21eb60bca559354e0a4d4378facecf78f5428c39b675d20d28"},
 ]
 markers = {main = "extra == \"data\""}
 
@@ -3155,67 +3281,55 @@ tests = ["pytest"]
 
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 name = "pyarrow"
-version = "20.0.0"
+version = "21.0.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
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 [package.dependencies]
@@ -4633,69 +4792,69 @@ test = ["pytest"]
 
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@@ -4749,19 +4908,20 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
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 [package.dependencies]
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 [package.extras]
 full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
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 [package.extras]
 widechars = ["wcwidth"]
 
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-description = "Retry code until it succeeds"
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-
 [[package]]
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 version = "0.18.1"
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-version = "6.5.1"
+version = "6.5.2"
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 python-versions = ">=3.9"
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-    {file = "tornado-6.5.1.tar.gz", hash = "sha256:84ceece391e8eb9b2b95578db65e920d2a61070260594819589609ba9bc6308c"},
+    {file = "tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:2436822940d37cde62771cff8774f4f00b3c8024fe482e16ca8387b8a2724db6"},
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+    {file = "tornado-6.5.2-cp39-abi3-win_amd64.whl", hash = "sha256:e56a5af51cc30dd2cae649429af65ca2f6571da29504a07995175df14c18f35f"},
+    {file = "tornado-6.5.2-cp39-abi3-win_arm64.whl", hash = "sha256:d6c33dc3672e3a1f3618eb63b7ef4683a7688e7b9e6e8f0d9aa5726360a004af"},
+    {file = "tornado-6.5.2.tar.gz", hash = "sha256:ab53c8f9a0fa351e2c0741284e06c7a45da86afb544133201c5cc8578eb076a0"},
 ]
 
 [[package]]
@@ -4909,14 +5053,14 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20250516"
+version = "2.9.0.20250809"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
-    {file = "types_python_dateutil-2.9.0.20250516-py3-none-any.whl", hash = "sha256:2b2b3f57f9c6a61fba26a9c0ffb9ea5681c9b83e69cd897c6b5f668d9c0cab93"},
-    {file = "types_python_dateutil-2.9.0.20250516.tar.gz", hash = "sha256:13e80d6c9c47df23ad773d54b2826bd52dbbb41be87c3f339381c1700ad21ee5"},
+    {file = "types_python_dateutil-2.9.0.20250809-py3-none-any.whl", hash = "sha256:768890cac4f2d7fd9e0feb6f3217fce2abbfdfc0cadd38d11fba325a815e4b9f"},
+    {file = "types_python_dateutil-2.9.0.20250809.tar.gz", hash = "sha256:69cbf8d15ef7a75c3801d65d63466e46ac25a0baa678d89d0a137fc31a608cc1"},
 ]
 
 [[package]]
@@ -5008,15 +5152,15 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.0"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
-    {file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
-    {file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -5024,7 +5168,7 @@ click = ">=7.0"
 h11 = ">=0.8"
 
 [package.extras]
-standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "wcwidth"
@@ -5254,4 +5398,4 @@ data = ["aio-fluid"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<4.0"
-content-hash = "325d887db9e4533fb86c2ddd1bc13ef6a1c119698cd294458dc647690de0c20c"
+content-hash = "6c22a10872fce2ed8be98cfcbb852537eb105fe9318b1f21ee1b70942a5495d0"
diff --git a/pyproject.toml b/pyproject.toml
index b8f418d9..60d8d23d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "quantflow"
-version = "0.4.1"
+version = "0.4.2"
 description = "quantitative analysis"
 authors = [{ name = "Luca Sbardella", email = "luca@quantmind.com" }]
 license = "BSD-3-Clause"
@@ -49,7 +49,7 @@ optional = true
 [tool.poetry.group.book.dependencies]
 jupyter-book = "^1.0.0"
 jupytext = "^1.13.8"
-plotly = "^5.20.0"
+plotly = "^6.2.0"
 jupyterlab = "^4.0.2"
 sympy = "^1.12"
 ipywidgets = "^8.0.7"
diff --git a/quantflow/options/calibration.py b/quantflow/options/calibration.py
index 63a33110..68908c1e 100644
--- a/quantflow/options/calibration.py
+++ b/quantflow/options/calibration.py
@@ -196,7 +196,7 @@ def plot(
                 max_moneyness_ttm=max_moneyness_ttm, support=support
             )
         return plot.plot_vol_surface(
-            pd.DataFrame([d._asdict() for d in options]),
+            pd.DataFrame([d.info_dict() for d in options]),
             model=model.df,
             **kwargs,
         )
diff --git a/quantflow/options/surface.py b/quantflow/options/surface.py
index aab9be62..f8e19fa8 100644
--- a/quantflow/options/surface.py
+++ b/quantflow/options/surface.py
@@ -260,10 +260,11 @@ def calculate_price(self) -> OptionPrice:
         )
         return self
 
-    def _asdict(self) -> dict[str, Any]:
+    def info_dict(self) -> dict[str, Any]:
         return dict(
             strike=float(self.strike),
             forward=float(self.forward),
+            maturity=self.maturity,
             moneyness=self.moneyness,
             moneyness_ttm=self.moneyness / np.sqrt(self.ttm),
             ttm=self.ttm,
@@ -595,7 +596,7 @@ def options_df(
             initial_vol=initial_vol,
             converged=converged,
         )
-        return pd.DataFrame([d._asdict() for d in data])
+        return pd.DataFrame([d.info_dict() for d in data])
 
     def as_array(
         self,
diff --git a/quantflow_tests/test_vault.py b/quantflow_tests/test_vault.py
new file mode 100644
index 00000000..aba0ea2d
--- /dev/null
+++ b/quantflow_tests/test_vault.py
@@ -0,0 +1,34 @@
+import tempfile
+from pathlib import Path
+
+import pytest
+
+from quantflow.data.vault import Vault
+
+
+@pytest.fixture
+def vault():
+    with tempfile.TemporaryDirectory() as temp_dir:
+        yield Vault(Path(temp_dir) / "test_vault")
+
+
+def test_vault(vault: Vault) -> None:
+    assert vault.path
+    assert not vault.data
+    vault.add("hello", "world")
+    assert vault.data
+    assert vault.get("hello") == "world"
+
+    v2 = Vault(vault.path)
+    assert v2.path == vault.path
+    assert v2.data == vault.data
+    assert v2.get("hello") == "world"
+
+    assert vault.keys() == ["hello"]
+
+    vault.add("foo", "bar")
+    assert vault.keys() == ["foo", "hello"]
+    assert vault.delete("foo")
+    assert vault.keys() == ["hello"]
+    assert not vault.delete("foo")
+    assert vault.keys() == ["hello"]