diff --git a/examples/app.py b/examples/app.py
index 0e80593..6e81f75 100644
--- a/examples/app.py
+++ b/examples/app.py
@@ -15,6 +15,6 @@
     "examples.ex9_double_chain:chain2",
     "examples.ex10_cc:chain",
     "examples.ex12:run",
-    "examples.ex13:chain",
+    # "examples.ex13:chain",
     "examples.ex14:chain",
 )
diff --git a/poetry.lock b/poetry.lock
index b9a412e..abbcd01 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -203,33 +203,29 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "23.9.1"
+version = "23.10.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -273,75 +269,63 @@ files = [
 
 [[package]]
 name = "cffi"
-version = "1.15.1"
+version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -487,81 +471,95 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
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 [package.dependencies]
 certifi = "*"
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 lz4 = "*"
 pytz = "*"
 urllib3 = ">=1.26"
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 ]
 
 [[package]]
@@ -709,20 +694,20 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastapi"
-version = "0.103.2"
+version = "0.104.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
 starlette = ">=0.27.0,<0.28.0"
-typing-extensions = ">=4.5.0"
+typing-extensions = ">=4.8.0"
 
 [package.extras]
 all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.5)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
@@ -1077,25 +1062,6 @@ files = [
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 ]
 
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-description = "Read metadata from Python packages"
-optional = false
-python-versions = ">=3.8"
-files = [
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-[package.dependencies]
-zipp = ">=0.5"
-
-[package.extras]
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-perf = ["ipython"]
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-
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -1134,13 +1100,13 @@ files = [
 
 [[package]]
 name = "langchain"
-version = "0.0.312"
+version = "0.0.327"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1149,7 +1115,7 @@ anyio = "<4.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
 dataclasses-json = ">=0.5.7,<0.7"
 jsonpatch = ">=1.33,<2.0"
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+langsmith = ">=0.0.52,<0.1.0"
 numpy = ">=1,<2"
 pydantic = ">=1,<3"
 PyYAML = ">=5.3"
@@ -1158,14 +1124,14 @@ SQLAlchemy = ">=1.4,<3"
 tenacity = ">=8.1.0,<9.0.0"
 
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+clipboard = ["PyQt5 (>=5.15.6)", "qtpy (>=2.2.0)"]
+compression = ["zstandard (>=0.17.0)"]
+computation = ["scipy (>=1.8.1)", "xarray (>=2022.03.0)"]
+consortium-standard = ["dataframe-api-compat (>=0.1.7)"]
+excel = ["odfpy (>=1.4.1)", "openpyxl (>=3.0.10)", "pyxlsb (>=1.0.9)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.3)"]
 feather = ["pyarrow (>=7.0.0)"]
-fss = ["fsspec (>=2021.07.0)"]
-gcp = ["gcsfs (>=2021.07.0)", "pandas-gbq (>=0.15.0)"]
-hdf5 = ["tables (>=3.6.1)"]
-html = ["beautifulsoup4 (>=4.9.3)", "html5lib (>=1.1)", "lxml (>=4.6.3)"]
-mysql = ["SQLAlchemy (>=1.4.16)", "pymysql (>=1.0.2)"]
-output-formatting = ["jinja2 (>=3.0.0)", "tabulate (>=0.8.9)"]
+fss = ["fsspec (>=2022.05.0)"]
+gcp = ["gcsfs (>=2022.05.0)", "pandas-gbq (>=0.17.5)"]
+hdf5 = ["tables (>=3.7.0)"]
+html = ["beautifulsoup4 (>=4.11.1)", "html5lib (>=1.1)", "lxml (>=4.8.0)"]
+mysql = ["SQLAlchemy (>=1.4.36)", "pymysql (>=1.0.2)"]
+output-formatting = ["jinja2 (>=3.1.2)", "tabulate (>=0.8.10)"]
 parquet = ["pyarrow (>=7.0.0)"]
-performance = ["bottleneck (>=1.3.2)", "numba (>=0.53.1)", "numexpr (>=2.7.1)"]
+performance = ["bottleneck (>=1.3.4)", "numba (>=0.55.2)", "numexpr (>=2.8.0)"]
 plot = ["matplotlib (>=3.6.1)"]
-postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
-spss = ["pyreadstat (>=1.1.2)"]
-sql-other = ["SQLAlchemy (>=1.4.16)"]
-test = ["hypothesis (>=6.34.2)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
-xml = ["lxml (>=4.6.3)"]
+postgresql = ["SQLAlchemy (>=1.4.36)", "psycopg2 (>=2.9.3)"]
+spss = ["pyreadstat (>=1.1.5)"]
+sql-other = ["SQLAlchemy (>=1.4.36)"]
+test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
+xml = ["lxml (>=4.8.0)"]
 
 [[package]]
 name = "pathspec"
@@ -1783,13 +1807,13 @@ test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint"
 
 [[package]]
 name = "pre-commit"
-version = "3.4.0"
+version = "3.5.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pre_commit-3.4.0-py2.py3-none-any.whl", hash = "sha256:96d529a951f8b677f730a7212442027e8ba53f9b04d217c4c67dc56c393ad945"},
-    {file = "pre_commit-3.4.0.tar.gz", hash = "sha256:6bbd5129a64cad4c0dfaeeb12cd8f7ea7e15b77028d985341478c8af3c759522"},
+    {file = "pre_commit-3.5.0-py2.py3-none-any.whl", hash = "sha256:841dc9aef25daba9a0238cd27984041fa0467b4199fc4852e27950664919f660"},
+    {file = "pre_commit-3.5.0.tar.gz", hash = "sha256:5804465c675b659b0862f07907f96295d490822a450c4c40e747d0b1c6ebcb32"},
 ]
 
 [package.dependencies]
@@ -1944,13 +1968,13 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "7.4.2"
+version = "7.4.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.4.2-py3-none-any.whl", hash = "sha256:1d881c6124e08ff0a1bb75ba3ec0bfd8b5354a01c194ddd5a0a870a48d99b002"},
-    {file = "pytest-7.4.2.tar.gz", hash = "sha256:a766259cfab564a2ad52cb1aae1b881a75c3eb7e34ca3779697c23ed47c47069"},
+    {file = "pytest-7.4.3-py3-none-any.whl", hash = "sha256:0d009c083ea859a71b76adf7c1d502e4bc170b80a8ef002da5806527b9591fac"},
+    {file = "pytest-7.4.3.tar.gz", hash = "sha256:d989d136982de4e3b29dabcc838ad581c64e8ed52c11fbe86ddebd9da0818cd5"},
 ]
 
 [package.dependencies]
@@ -1994,13 +2018,13 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
-    {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
+    {file = "pytz-2023.3.post1-py2.py3-none-any.whl", hash = "sha256:ce42d816b81b68506614c11e8937d3aa9e41007ceb50bfdcb0749b921bf646c7"},
+    {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
 ]
 
 [[package]]
@@ -2230,13 +2254,13 @@ mpmath = ">=0.19"
 
 [[package]]
 name = "tenacity"
-version = "8.2.2"
+version = "8.2.3"
 description = "Retry code until it succeeds"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "tenacity-8.2.2-py3-none-any.whl", hash = "sha256:2f277afb21b851637e8f52e6a613ff08734c347dc19ade928e519d7d2d8569b0"},
-    {file = "tenacity-8.2.2.tar.gz", hash = "sha256:43af037822bd0029025877f3b2d97cc4d7bb0c2991000a3d59d71517c5c969e0"},
+    {file = "tenacity-8.2.3-py3-none-any.whl", hash = "sha256:ce510e327a630c9e1beaf17d42e6ffacc88185044ad85cf74c0a8887c6a0f88c"},
+    {file = "tenacity-8.2.3.tar.gz", hash = "sha256:5398ef0d78e63f40007c1fb4c0bff96e1911394d2fa8d194f77619c05ff6cc8a"},
 ]
 
 [package.extras]
@@ -2343,13 +2367,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.5.0"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.5.0-py3-none-any.whl", hash = "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"},
-    {file = "typing_extensions-4.5.0.tar.gz", hash = "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb"},
+    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
+    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
 [[package]]
@@ -2698,21 +2722,6 @@ files = [
 idna = ">=2.0"
 multidict = ">=4.0"
 
-[[package]]
-name = "zipp"
-version = "3.16.0"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "zipp-3.16.0-py3-none-any.whl", hash = "sha256:5dadc3ad0a1f825fe42ce1bce0f2fc5a13af2e6b2d386af5b0ff295bc0a287d3"},
-    {file = "zipp-3.16.0.tar.gz", hash = "sha256:1876cb065531855bbe83b6c489dcf69ecc28f1068d8e95959fe8bbc77774c941"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
-
 [[package]]
 name = "zstandard"
 version = "0.21.0"
@@ -2774,4 +2783,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "32c91ffab28176a5c62528d073484bcca8dd0800d8cdf43130975603859afc2e"
+content-hash = "b180ea1bf158e03e833ba045486576034e7a6b69ddaa15f871fcb788135096d1"
diff --git a/pyproject.toml b/pyproject.toml
index 5dabe5a..0ff5e06 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,23 +16,23 @@ langcorn = "langcorn.__main__:entrypoint"
 
 [tool.poetry.dependencies]
 python = "^3.9"
-fastapi = "^0.103.2"
+fastapi = "^0.104.1"
 uvicorn = "^0.23.2"
-langchain = "^0.0.312"
+langchain = "^0.0.327"
 openai = "^0.28.1"
 fire = "^0.5.0"
 loguru = "^0.7.2"
 bs4 = "0.0.1"                      # required for ex4.py
-langchain-experimental = "^0.0.28"
+langchain-experimental = "^0.0.36"
 certifi = "^2023.7.22"
 numexpr = "^2.8.7"
 
 [tool.poetry.group.dev.dependencies]
-black = "^23.9.1"
-mypy = "^1.6.0"
+black = "^23.10.1"
+mypy = "^1.6.1"
 httpx = "^0.25.0"
-pytest = "^7.4.2"
-pre-commit = "^3.4.0"
+pytest = "^7.4.3"
+pre-commit = "^3.5.0"
 chromadb = "^0.3.2.6" # required for ex8.py
 
 [tool.ruff]