diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index e522cdc..b66e511 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -52,6 +52,32 @@ jobs:
     steps:
       - uses: actions/checkout@v3
 
+<<<<<<< HEAD
+      - name: Install MacOS extra tools and add extra setup
+        if: ${{ matrix.os == 'macos' }}
+        run: |
+          sudo mkdir -p /tmp
+          sudo chmod 777 /tmp
+
+          brew install gnu-sed
+          echo 'export PATH="/usr/local/opt/gnu-sed/libexec/gnubin:$PATH"' >> ~/.bashrc
+          echo 'export PATH="/usr/local/opt/gnu-sed/libexec/gnubin:$PATH"' >> ~/.bash_profile
+
+      - name: Prepare conda environment (windows)
+        if: ${{ matrix.os == 'windows' }}
+        run: |
+          $env:Path += ";C:\Program Files\Git\usr\bin"
+          sed -i s/python\ 3\.8/python\ ${{ matrix.python_version }}/ conda/dev.yaml
+          cat conda/dev.yaml
+
+      - name: Prepare conda environment
+        if: ${{ matrix.os != 'windows' }}
+        run: |
+          sed -i s/python\ 3\.8/python\ ${{ matrix.python_version }}/ conda/dev.yaml
+          cat conda/dev.yaml
+
+=======
+>>>>>>> upstream/main
       - uses: conda-incubator/setup-miniconda@v3
         with:
           miniconda-version: "latest"
diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000..26d3352
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,3 @@
+# Default ignored files
+/shelf/
+/workspace.xml
diff --git a/.idea/anamnesis.ai.iml b/.idea/anamnesis.ai.iml
new file mode 100644
index 0000000..788e50d
--- /dev/null
+++ b/.idea/anamnesis.ai.iml
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <sourceFolder url="file://$MODULE_DIR$/src" isTestSource="false" />
+    </content>
+    <orderEntry type="jdk" jdkName="$USER_HOME$/miniforge3/envs/anamnesisai" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="PyDocumentationSettings">
+    <option name="format" value="PLAIN" />
+    <option name="myDocStringFormat" value="Plain" />
+  </component>
+  <component name="TestRunnerService">
+    <option name="PROJECT_TEST_RUNNER" value="py.test" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000..105ce2d
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..81d6200
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="$USER_HOME$/miniforge3/envs/anamnesisai" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..f7bf212
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/anamnesis.ai.iml" filepath="$PROJECT_DIR$/.idea/anamnesis.ai.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..35eb1dd
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/conda/dev.yaml b/conda/dev.yaml
index 03feea2..2d8bc59 100644
--- a/conda/dev.yaml
+++ b/conda/dev.yaml
@@ -3,11 +3,20 @@ channels:
   - nodefaults
   - conda-forge
 dependencies:
+<<<<<<< HEAD
+  - python 3.8
+=======
   - python
+>>>>>>> upstream/main
   - pip
   - poetry
   - nodejs # used by semantic-release
   - shellcheck
   - pip:
+<<<<<<< HEAD
+        # distlib issue
+        - paginate
+=======
       # distlib issues
       - paginate
+>>>>>>> upstream/main
diff --git a/poetry.lock b/poetry.lock
index 27d63d4..fc76c86 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,119 @@
 # This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
+<<<<<<< HEAD
+name = "aiohttp"
+version = "3.9.3"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+    {file = "aiohttp-3.9.3.tar.gz", hash = "sha256:90842933e5d1ff760fae6caca4b2b3edba53ba8f4b71e95dacf2818a2aca06f7"},
+]
+
+[package.dependencies]
+aiosignal = ">=1.1.2"
+async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+attrs = ">=17.3.0"
+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+yarl = ">=1.0,<2.0"
+
+[package.extras]
+speedups = ["Brotli", "aiodns", "brotlicffi"]
+
+[[package]]
+name = "aiosignal"
+version = "1.3.1"
+description = "aiosignal: a list of registered asynchronous callbacks"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
+    {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
+]
+
+[package.dependencies]
+frozenlist = ">=1.1.0"
+
+[[package]]
+=======
+>>>>>>> upstream/main
 name = "annotated-types"
 version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
@@ -15,6 +128,31 @@ files = [
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
 
 [[package]]
+<<<<<<< HEAD
+name = "anyio"
+version = "4.3.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
+
+[[package]]
+=======
+>>>>>>> upstream/main
 name = "appnope"
 version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
@@ -40,6 +178,17 @@ files = [
 six = ">=1.6.1,<2.0"
 wheel = ">=0.23.0,<1.0"
 
+[[package]]
+name = "async-timeout"
+version = "4.0.3"
+description = "Timeout context manager for asyncio programs"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
+    {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
+]
+
 [[package]]
 name = "attrs"
 version = "23.2.0"
@@ -377,6 +526,21 @@ traitlets = ">=4"
 [package.extras]
 test = ["pytest"]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.4"
+description = "Easily serialize dataclasses to and from JSON."
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "dataclasses_json-0.6.4-py3-none-any.whl", hash = "sha256:f90578b8a3177f7552f4e1a6e535e84293cd5da421fcce0642d49c0d7bdf8df2"},
+    {file = "dataclasses_json-0.6.4.tar.gz", hash = "sha256:73696ebf24936560cca79a2430cbc4f3dd23ac7bf46ed17f38e5e5e7657a6377"},
+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "debugpy"
 version = "1.8.1"
@@ -442,6 +606,18 @@ files = [
 ]
 
 [[package]]
+<<<<<<< HEAD
+name = "distro"
+version = "1.9.0"
+description = "Distro - an OS platform information API"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
+]
+
+=======
 name = "dnspython"
 version = "2.6.1"
 description = "DNS toolkit"
@@ -476,6 +652,7 @@ files = [
 dnspython = ">=2.0.0"
 idna = ">=2.0.0"
 
+>>>>>>> upstream/main
 [[package]]
 name = "exceptiongroup"
 version = "1.2.0"
@@ -542,6 +719,92 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
+[[package]]
+name = "frozenlist"
+version = "1.4.1"
+description = "A list-like structure which implements collections.abc.MutableSequence"
+optional = false
+python-versions = ">=3.8"
+files = [
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@@ -659,6 +922,62 @@ files = [
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 colorama = ">=0.4"
 
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+optional = false
+python-versions = ">=3.8"
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+
+[[package]]
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+python-versions = ">=3.8"
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+
+[package.extras]
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+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+
 [[package]]
 name = "identify"
 version = "2.5.35"
@@ -837,6 +1156,31 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
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+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
+optional = false
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+[package.dependencies]
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+
+[[package]]
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+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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 [[package]]
 name = "jsonschema"
 version = "4.21.1"
@@ -958,6 +1302,130 @@ test-functional = ["jupytext[test]"]
 test-integration = ["ipykernel", "jupyter-server (!=2.11)", "jupytext[test-functional]", "nbconvert"]
 test-ui = ["calysto-bash"]
 
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+optional = false
+python-versions = ">=3.8.1,<4.0"
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+
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+    {file = "orjson-3.9.15-cp39-none-win_amd64.whl", hash = "sha256:ea0b183a5fe6b2b45f3b854b0d19c4e932d6f5934ae1f723b07cf9560edd4ec7"},
+    {file = "orjson-3.9.15.tar.gz", hash = "sha256:95cae920959d772f30ab36d3b25f83bb0f3be671e986c72ce22f8fa700dae061"},
+]
+
 [[package]]
 name = "packaging"
-version = "24.0"
+version = "23.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "packaging-24.0-py3-none-any.whl", hash = "sha256:2ddfb553fdf02fb784c234c7ba6ccc288296ceabec964ad2eae3777778130bc5"},
-    {file = "packaging-24.0.tar.gz", hash = "sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9"},
+    {file = "packaging-23.2-py3-none-any.whl", hash = "sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7"},
+    {file = "packaging-23.2.tar.gz", hash = "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5"},
 ]
 
 [[package]]
@@ -1855,7 +2560,10 @@ files = [
 
 [package.dependencies]
 annotated-types = ">=0.4.0"
+<<<<<<< HEAD
+=======
 email-validator = {version = ">=2.0.0", optional = true, markers = "extra == \"email\""}
+>>>>>>> upstream/main
 pydantic-core = "2.16.3"
 typing-extensions = ">=4.6.1"
 
@@ -2705,6 +3413,17 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
+[[package]]
+name = "sniffio"
+version = "1.3.1"
+description = "Sniff out which async library your code is running under"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
+    {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
+]
+
 [[package]]
 name = "soupsieve"
 version = "2.5"
@@ -2718,11 +3437,66 @@ files = [
 
 [[package]]
 name = "sqlalchemy"
+<<<<<<< HEAD
+version = "2.0.28"
+=======
 version = "2.0.29"
+>>>>>>> upstream/main
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
 files = [
+<<<<<<< HEAD
+    {file = "SQLAlchemy-2.0.28-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e0b148ab0438f72ad21cb004ce3bdaafd28465c4276af66df3b9ecd2037bf252"},
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+    {file = "SQLAlchemy-2.0.28-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:328529f7c7f90adcd65aed06a161851f83f475c2f664a898af574893f55d9e53"},
+    {file = "SQLAlchemy-2.0.28-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:df40c16a7e8be7413b885c9bf900d402918cc848be08a59b022478804ea076b8"},
+    {file = "SQLAlchemy-2.0.28-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:426f2fa71331a64f5132369ede5171c52fd1df1bd9727ce621f38b5b24f48750"},
+    {file = "SQLAlchemy-2.0.28-cp39-cp39-win32.whl", hash = "sha256:33157920b233bc542ce497a81a2e1452e685a11834c5763933b440fedd1d8e2d"},
+    {file = "SQLAlchemy-2.0.28-cp39-cp39-win_amd64.whl", hash = "sha256:2f60843068e432311c886c5f03c4664acaef507cf716f6c60d5fde7265be9d7b"},
+    {file = "SQLAlchemy-2.0.28-py3-none-any.whl", hash = "sha256:78bb7e8da0183a8301352d569900d9d3594c48ac21dc1c2ec6b3121ed8b6c986"},
+    {file = "SQLAlchemy-2.0.28.tar.gz", hash = "sha256:dd53b6c4e6d960600fd6532b79ee28e2da489322fcf6648738134587faf767b6"},
+=======
     {file = "SQLAlchemy-2.0.29-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4c142852ae192e9fe5aad5c350ea6befe9db14370b34047e1f0f7cf99e63c63b"},
     {file = "SQLAlchemy-2.0.29-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:99a1e69d4e26f71e750e9ad6fdc8614fbddb67cfe2173a3628a2566034e223c7"},
     {file = "SQLAlchemy-2.0.29-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5ef3fbccb4058355053c51b82fd3501a6e13dd808c8d8cd2561e610c5456013c"},
@@ -2772,6 +3546,7 @@ files = [
     {file = "SQLAlchemy-2.0.29-cp39-cp39-win_amd64.whl", hash = "sha256:04c487305ab035a9548f573763915189fc0fe0824d9ba28433196f8436f1449c"},
     {file = "SQLAlchemy-2.0.29-py3-none-any.whl", hash = "sha256:dc4ee2d4ee43251905f88637d5281a8d52e916a021384ec10758826f5cbae305"},
     {file = "SQLAlchemy-2.0.29.tar.gz", hash = "sha256:bd9566b8e58cabd700bc367b60e90d9349cd16f0984973f98a9a09f9c64e86f0"},
+>>>>>>> upstream/main
 ]
 
 [package.dependencies]
@@ -2804,6 +3579,8 @@ pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
+<<<<<<< HEAD
+=======
 name = "sqlmodel"
 version = "0.0.16"
 description = "SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness."
@@ -2819,6 +3596,7 @@ pydantic = ">=1.10.13,<3.0.0"
 SQLAlchemy = ">=2.0.0,<2.1.0"
 
 [[package]]
+>>>>>>> upstream/main
 name = "stevedore"
 version = "5.2.0"
 description = "Manage dynamic plugins for Python applications"
@@ -2832,6 +3610,20 @@ files = [
 [package.dependencies]
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
+[[package]]
+name = "tenacity"
+version = "8.2.3"
+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tenacity-8.2.3-py3-none-any.whl", hash = "sha256:ce510e327a630c9e1beaf17d42e6ffacc88185044ad85cf74c0a8887c6a0f88c"},
+    {file = "tenacity-8.2.3.tar.gz", hash = "sha256:5398ef0d78e63f40007c1fb4c0bff96e1911394d2fa8d194f77619c05ff6cc8a"},
+]
+
+[package.extras]
+doc = ["reno", "sphinx", "tornado (>=4.5)"]
+
 [[package]]
 name = "termcolor"
 version = "2.4.0"
@@ -2906,6 +3698,26 @@ files = [
     {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
 ]
 
+[[package]]
+name = "tqdm"
+version = "4.66.2"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
+    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "traitlets"
 version = "5.14.2"
@@ -2950,6 +3762,21 @@ files = [
     {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
+    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
+    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
+]
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
 [[package]]
 name = "urllib3"
 version = "2.2.1"
@@ -3090,6 +3917,109 @@ ptk = ["prompt-toolkit (>=3.0.29)", "pyperclip"]
 pygments = ["pygments (>=2.2)"]
 test = ["coverage (>=5.3.1)", "prompt-toolkit (>=3.0.29)", "pygments (>=2.2)", "pyte (>=0.8.0)", "pytest (>=7)", "pytest-cov", "pytest-mock", "pytest-rerunfailures", "pytest-subprocess", "pytest-timeout", "restructuredtext-lint", "virtualenv (>=20.16.2)", "xonsh[bestshell]"]
 
+[[package]]
+name = "yarl"
+version = "1.9.4"
+description = "Yet another URL library"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "yarl-1.9.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a8c1df72eb746f4136fe9a2e72b0c9dc1da1cbd23b5372f94b5820ff8ae30e0e"},
+    {file = "yarl-1.9.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a3a6ed1d525bfb91b3fc9b690c5a21bb52de28c018530ad85093cc488bee2dd2"},
+    {file = "yarl-1.9.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c38c9ddb6103ceae4e4498f9c08fac9b590c5c71b0370f98714768e22ac6fa66"},
+    {file = "yarl-1.9.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d9e09c9d74f4566e905a0b8fa668c58109f7624db96a2171f21747abc7524234"},
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+    {file = "yarl-1.9.4-cp39-cp39-win_amd64.whl", hash = "sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15"},
+    {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
 [[package]]
 name = "zipp"
 version = "3.18.1"
@@ -3108,4 +4038,8 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4"
+<<<<<<< HEAD
+content-hash = "58b88a3b92f41d31a2fe6f2a75a1894e9a0c807ffe1b23337a43303a62e448c7"
+=======
 content-hash = "3b422848c1915ace059145c6ffa34db2cff1171151912b69163049e5e0f98bf6"
+>>>>>>> upstream/main
diff --git a/pyproject.toml b/pyproject.toml
index 94dbc82..40bc742 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,8 +14,13 @@ exclude = [
 
 [tool.poetry.dependencies]
 python = ">=3.8.1,<4"
+<<<<<<< HEAD
+langchain = "^0.1.12"
+openai = "^1.14.1"
+=======
 sqlmodel = ">=0.0.16"
 fhir-resources = ">=7.1.0"
+>>>>>>> upstream/main
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/src/anamnesisai/anamnesisai.py b/src/anamnesisai/anamnesisai.py
index 0c7fed1..4110a44 100644
--- a/src/anamnesisai/anamnesisai.py
+++ b/src/anamnesisai/anamnesisai.py
@@ -1 +1,64 @@
-"""Anamnesis.ai."""
+# from dotenv import load_dotenv
+# load_dotenv()
+import json
+import os
+
+from langchain import OpenAI
+from langchain.embeddings import HuggingFaceEmbeddings
+from langchain.prompts import (
+    SemanticSimilarityExampleSelector,
+)
+from langchain.prompts.prompt import PromptTemplate
+from langchain.utilities import SQLDatabase
+from langchain.vectorstores import Chroma
+from langchain_experimental.sql import SQLDatabaseChain
+
+with open("resource_templates.json", "r") as f:
+    resource_templates = json.load(f)
+
+
+def db_chain():
+    db_user = "root"
+    db_password = "root"
+    db_host = "localhost"
+    db_name = "Fhir"
+
+    db = SQLDatabase.from_uri(
+        f"mysql+pymysql://{db_user}:{db_password}@{db_host}/{db_name}",
+        sample_rows_in_table_info=3,
+    )
+    llm = OpenAI(openai_api_key=os.environ["API_KEY"], temperature=0.7)
+
+    embeddings = HuggingFaceEmbeddings(
+        model_name="sentence-transformers/all-MiniLM-L6-v2"
+    )
+    to_vectorize = [" ".join(example.values()) for example in database]
+    vectorstore = Chroma.from_texts(
+        to_vectorize, embeddings, metadatas=database
+    )  # need to create a database file to share the format of sql database
+    example_selector = SemanticSimilarityExampleSelector(
+        vectorstore=vectorstore,
+        k=2,
+    )
+    fhir_prompt = """You are a FHIR Resource generating expert. Given a converstion between doctor and patient, first create a syntactically correct FHIR resource in JSON Format as specified by the user then look at the results  and return the FHIR resource to the input conversation.
+    Never create random values for values that are not present in the conversation. You must only the columns that are needed to answer the question. Wrap each column name in backticks (`) to denote them as delimited identifiers.
+    Generate the following FHIR resources based on the conversation and exam:
+    Patient: Capture the patient's demographics and medical history details.
+    Practitioner: Identify the doctor involved in the encounter.
+    Encounter: Describe the patient-doctor interaction, including the reason for the visit.
+    Observation: Record the patient's reported symptoms and the physical exam findings.
+
+    Use clear and concise language for each resource. Maintain patient confidentiality and adhere to HIPAA regulations. Strive for accuracy and consistency in your FHIR structures.
+    resource_template = resource_templates["resource"]
+    No pre-amble.
+    """
+
+    example_prompt = PromptTemplate(
+        input_variables=["Conversation"],
+        template="\nConversation: {Conversation}\nFhir: {Resource}\nResource Template: {ResourceTemplate}",
+    )
+
+    chain = SQLDatabaseChain.from_llm(
+        llm, db, verbose=True, prompt=few_shot_prompt
+    )
+    return chain
diff --git a/src/anamnesisai/templates/allergy.json b/src/anamnesisai/templates/allergy.json
new file mode 100644
index 0000000..84343a9
--- /dev/null
+++ b/src/anamnesisai/templates/allergy.json
@@ -0,0 +1,12 @@
+{
+  "AllergyIntolerance": {
+    "resourceType": "AllergyIntolerance",
+    "id": "<AllergyIntolerance ID>",
+    "patient": {
+      "reference": "Patient/<Patient ID>"
+    },
+    "substance": {
+      "coding": []
+    }
+  }
+}
diff --git a/src/anamnesisai/templates/careplan.json b/src/anamnesisai/templates/careplan.json
new file mode 100644
index 0000000..6071e87
--- /dev/null
+++ b/src/anamnesisai/templates/careplan.json
@@ -0,0 +1,4 @@
+{
+  "resourceType": "CarePlan",
+  "id": "<Placeholder: diisi setelah care plan tersedia>"
+}
diff --git a/src/anamnesisai/templates/condition.json b/src/anamnesisai/templates/condition.json
new file mode 100644
index 0000000..06d88ae
--- /dev/null
+++ b/src/anamnesisai/templates/condition.json
@@ -0,0 +1,4 @@
+{
+  "resourceType": "Condition",
+  "id": "<Placeholder: diisi setelah diagnosis tersedia>"
+}
diff --git a/src/anamnesisai/templates/diagnostic_report.json b/src/anamnesisai/templates/diagnostic_report.json
new file mode 100644
index 0000000..dc94468
--- /dev/null
+++ b/src/anamnesisai/templates/diagnostic_report.json
@@ -0,0 +1,4 @@
+{
+  "resourceType": "DiagnosticReport",
+  "id": "<Placeholder: diisi setelah hasil pemeriksaan tersedia>"
+}
diff --git a/src/anamnesisai/templates/encounter.json b/src/anamnesisai/templates/encounter.json
new file mode 100644
index 0000000..d70447e
--- /dev/null
+++ b/src/anamnesisai/templates/encounter.json
@@ -0,0 +1,35 @@
+{
+  "resourceType": "Encounter",
+  "id": "<Encounter ID>",
+  "status": "finished",
+  "subject": {
+    "reference": "Patient/<Patient ID>"
+  },
+  "participant": [
+    {
+      "type": [
+        {
+          "coding": [
+            {
+              "system": "http://terminology.hl7.org/CodeSystem/encounter-participant-type",
+              "code": "TPA"
+            }
+          ]
+        }
+      ],
+      "actor": {
+        "reference": "Practitioner/<Practitioner ID>"
+      }
+    }
+  ],
+  "reasonCode": [
+    {
+      "coding": [
+        {
+          "system": "<Reason Code System>",
+          "code": "<Reason Code>"
+        }
+      ]
+    }
+  ]
+}
diff --git a/src/anamnesisai/templates/medication_request.json b/src/anamnesisai/templates/medication_request.json
new file mode 100644
index 0000000..3801772
--- /dev/null
+++ b/src/anamnesisai/templates/medication_request.json
@@ -0,0 +1,4 @@
+{
+  "resourceType": "MedicationRequest",
+  "id": "<Placeholder: diisi setelah prescription details tersedia>"
+}
diff --git a/src/anamnesisai/templates/observation.json b/src/anamnesisai/templates/observation.json
new file mode 100644
index 0000000..4ddd3aa
--- /dev/null
+++ b/src/anamnesisai/templates/observation.json
@@ -0,0 +1,25 @@
+{
+  "resourceType": "Observation",
+  "id": "<Observation ID>",
+  "status": "final",
+  "subject": {
+    "reference": "Patient/<Patient ID>"
+  },
+  "category": {
+    "coding": [
+      {
+        "system": "<Observation Category Coding System>",
+        "code": "<Observation Category Code>"
+      }
+    ]
+  },
+  "code": {
+    "coding": [
+      {
+        "system": "<Observation Code System>",
+        "code": "<Observation Code>"
+      }
+    ]
+  },
+  "value": "<Observation Value>"
+}
diff --git a/src/anamnesisai/templates/patients.json b/src/anamnesisai/templates/patients.json
new file mode 100644
index 0000000..41fb940
--- /dev/null
+++ b/src/anamnesisai/templates/patients.json
@@ -0,0 +1,37 @@
+{
+  "resourceType": "Patient",
+  "id": "<Patient ID>",
+  "active": true,
+  "name": [
+    {
+      "use": "official",
+      "text": "<Patient Full Name>"
+    }
+  ],
+  "telecom": [
+    {
+      "system": "phone",
+      "value": "<Patient Phone Number>"
+    },
+    {
+      "system": "email",
+      "value": "<Patient Email Address>"
+    }
+  ],
+  "birthDate": "<Patient Date of Birth>",
+  "gender": "<Patient Gender>",
+  "maritalStatus": {
+    "coding": [
+      {
+        "system": "<Marital Status Coding System>",
+        "code": "<Marital Status Code>"
+      }
+    ]
+  },
+  "address": [
+    {
+      "use": "home",
+      "text": "<Patient Address>"
+    }
+  ]
+}
diff --git a/src/anamnesisai/templates/practitioner.json b/src/anamnesisai/templates/practitioner.json
new file mode 100644
index 0000000..54b4347
--- /dev/null
+++ b/src/anamnesisai/templates/practitioner.json
@@ -0,0 +1,17 @@
+{
+  "resourceType": "Practitioner",
+  "id": "<Practitioner ID>",
+  "active": true,
+  "name": [
+    {
+      "use": "official",
+      "text": "<Practitioner Full Name>"
+    }
+  ],
+  "telecom": [
+    {
+      "system": "phone",
+      "value": "<Practitioner Phone Number>"
+    }
+  ]
+}
diff --git a/src/anamnesisai/templates/procedure.json b/src/anamnesisai/templates/procedure.json
new file mode 100644
index 0000000..f2ba960
--- /dev/null
+++ b/src/anamnesisai/templates/procedure.json
@@ -0,0 +1,4 @@
+{
+  "resourceType": "Procedure",
+  "id": "<Placeholder: diisi setelah procedures tersedia>"
+}