diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 00000000..dc3f727c
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+  "python.analysis.typeCheckingMode": "basic"
+}
diff --git a/api/abcs.py b/api/abcs.py
new file mode 100644
index 00000000..256c5d3c
--- /dev/null
+++ b/api/abcs.py
@@ -0,0 +1,24 @@
+from abc import ABC, abstractmethod
+from typing import List, Dict
+
+
+class Mediator(ABC):
+    @abstractmethod
+    def get_sessions(self, user_id: str, location_id: str) -> List[Dict] | None:
+        pass
+
+    @abstractmethod
+    def get_session(self, session_id: str) -> Dict | None:
+        pass
+
+    @abstractmethod
+    def add_session(self, user_id: str, location_id: str, metadata: Dict) -> Dict:
+        pass
+
+    @abstractmethod
+    def update_session(self, session_id: str, metadata: Dict) -> None:
+        pass
+
+    @abstractmethod
+    def delete_session(self, session_id: str) -> None:
+        pass
diff --git a/api/main.py b/api/main.py
index 3a4c3d1c..2ab996b6 100644
--- a/api/main.py
+++ b/api/main.py
@@ -5,20 +5,19 @@ from typing import Optional, Dict
 import asyncio
 
 # Local
-from chain import BloomChain 
+from chain import BloomChain
 from mediator import SupabaseMediator
 from cache import Conversation
 
 import os
 from dotenv import load_dotenv
 import sentry_sdk
+
 load_dotenv()
 
 rate = 0.2 if os.getenv("SENTRY_ENVIRONMENT") == "production" else 1.0
 sentry_sdk.init(
-    dsn=os.environ['SENTRY_DSN'],
-    traces_sample_rate=rate,
-    profiles_sample_rate=rate
+    dsn=os.environ["SENTRY_DSN"], traces_sample_rate=rate, profiles_sample_rate=rate
 )
 
 app = FastAPI()
@@ -26,71 +25,115 @@ app = FastAPI()
 MEDIATOR = SupabaseMediator()
 LOCK = asyncio.Lock()
 
+
+### User Routes ###
+class User(BaseModel):
+    user_id: str
+    metadata: Optional[Dict]
+
+
+@app.get("/users")
+async def get_users():
+    # TODO update to return a list of ID's
+    pass
+
+
+@app.get("/users/{user_id}")
+async def get_user(user_id: str):
+    # TODO: return user metadata
+    pass
+
+
+### Session Meta Routes ###
+class UnknownSession(BaseModel):
+    location_id: str = "default"
+
+
+class SessionMeta(BaseModel):
+    location_id: str = "default"
+    metadata: Optional[Dict] = None
+
+
+@app.get("/users/{user_id}/sessions")
+async def get_sessions(user_id, inp: UnknownSession):
+    """Return session ids and metadata associated with a user and location"""
+    print(user_id, inp)
+    # TODO update to return a list of ID's
+    async with LOCK:
+        data: str = MEDIATOR.get_sessions(user_id, inp.location_id)
+    print(data)
+    return JSONResponse(status_code=200, content=data)
+
+
+@app.post("/users/{user_id}/sessions")
+async def add_session(user_id, inp: SessionMeta):
+    async with LOCK:
+        data = MEDIATOR.add_session(user_id, inp.location_id, inp.metadata)
+    return JSONResponse(status_code=200, content=data)
+
+
+@app.get("/users/{user_id}/sessions/{session_id}")
+async def get_session(user_id, session_id):
+    """Return session metadata"""
+    async with LOCK:
+        data: str = MEDIATOR.get_session(session_id)
+    return JSONResponse(status_code=200, content=data)
+
+
+@app.put("/users/{user_id}/sessions/{session_id}")
+async def update_session(user_id, session_id, inp: SessionMeta):
+    async with LOCK:
+        MEDIATOR.update_session(session_id, inp.metadata)
+    return JSONResponse(status_code=200, content={"message": "OK"})
+
+
+@app.delete("/users/{user_id}/sessions/{session_id}")
+async def delete_session(user_id, session_id):
+    """Delete a specific session"""
+    async with LOCK:
+        MEDIATOR.delete_session(session_id)
+    return JSONResponse(status_code=200, content={"message": "OK"})
+
+
+### Session Message Routes ###
+class Message(BaseModel):
+    message: str
+    message_type: str
+
+
+@app.get("/users/{user_id}/sessions/{session_id}/messages")
+async def get_messages(user_id, session_id):
+    """Return messages associated with a session"""
+    async with LOCK:
+        data: str = MEDIATOR.get_messages(session_id, "response")
+    return JSONResponse(status_code=200, content=data)
+
+
+@app.post("/users/{user_id}/sessions/{session_id}/messages")
+async def add_message(user_id, session_id, inp: Message):
+    """Add a message to a session"""
+    async with LOCK:
+        MEDIATOR.add_message(session_id, inp.message_type, inp.message)
+    return JSONResponse(status_code=200, content={"message": "OK"})
+
+
 class SessionInput(BaseModel):
     user_id: str
     session_id: str
     message: str
     message_type: str
 
+
 class Session(BaseModel):
     session_id: str
     user_id: str
     location_id: Optional[str]
     metadata: Optional[Dict]
 
-### Session Interface Routes ###
-@app.get('/messages')
-async def get_messages(inp: Session):
-    async with LOCK:
-        return MEDIATOR.messages(inp.session_id, inp.user_id, 'response')
 
-@app.post('/messages/add')
-async def add_message(inp: SessionInput):
-    async with LOCK:
-        MEDIATOR.add_message(inp.session_id, inp.user_id, inp.message_type, inp.message)
-
-### Session Meta Routes ###
-class UnknownSession(BaseModel):
-    user_id: str
-    location_id: Optional[str]
-
-@app.get('/session')
-async def get_session(inp: UnknownSession):
-    """Return session ids and metadata associated with a user and location"""
-    # TODO update to return a list of ID's
-    location = "default" if inp.location_id is None else inp.location_id 
-    async with LOCK:
-        id: str = MEDIATOR.session(location, inp.user_id)
-    return JSONResponse(status_code=200, content={"session_id": id})
-
-@app.post('/session/add')
-async def add_session(inp: UnknownSession):
-    location = "default" if inp.location_id is None else inp.location_id 
-    async with LOCK:
-        MEDIATOR.add_session(location, inp.user_id)
-    return JSONResponse(status_code=200, content={"message": "OK"})
-
-class SessionMeta(BaseModel):
-    session_id: str
-    user_id: str
-    metadata: Optional[Dict]
-
-@app.delete('/session/delete')
-async def delete_session(inp: SessionMeta):
-    """Delete a specific session"""
-    async with LOCK:
-        MEDIATOR.delete_session(inp.user_id, inp.session_id)
-    return JSONResponse(status_code=200, content={"message": "OK"})
-
-@app.patch('/session/update')
-async def update_session(inp: SessionMeta):
-    async with LOCK:
-        MEDIATOR.update_session(inp.user_id, inp.session_id, inp.metadata)
-    return JSONResponse(status_code=200, content={"message": "OK"})
-
-### API Fundamentals 
+### API Fundamentals
 # @app.post('/tenant/new')
-# @app.post('application/new') 
+# @app.post('application/new')
 # @app.get('/tenant')
 
 
@@ -98,6 +141,7 @@ async def update_session(inp: SessionMeta):
 # @app.get('/theoryofmind')
 # @app.get('/voe')
 
+
 @app.post("/chat")
 async def voe(inp: SessionInput):
     async with LOCK:
@@ -105,10 +149,8 @@ async def voe(inp: SessionInput):
     if session is None:
         raise HTTPException(status_code=404, detail="Item not found")
     thought, response = await BloomChain.chat(session, inp.message)
-    return {
-        "thought": thought,
-        "response": response
-    }
+    return {"thought": thought, "response": response}
+
 
 @app.post("/stream")
 async def stream(inp: SessionInput):
diff --git a/api/mediator.py b/api/mediator.py
index 0fa4e336..60bf277b 100644
--- a/api/mediator.py
+++ b/api/mediator.py
@@ -8,82 +8,62 @@ import uuid
 import sentry_sdk
 import os
 from dotenv import load_dotenv
+
 # Supabase for Postgres Management
 from supabase.client import create_client, Client
 from typing import List, Dict
 import json
 
+from abcs import Mediator
+
 load_dotenv()
 
-class SupabaseMediator:
 
+class SupabaseMediator(Mediator):
     @sentry_sdk.trace
     def __init__(self):
-        self.supabase: Client = create_client(os.environ['SUPABASE_URL'], os.environ['SUPABASE_KEY'])
+        self.supabase: Client = create_client(
+            os.environ["SUPABASE_URL"], os.environ["SUPABASE_KEY"]
+        )
         self.memory_table = os.environ["MEMORY_TABLE"]
         self.session_table = os.environ["SESSION_TABLE"]
         self.match_function = os.environ["MATCH_FUNCTION"]
 
         embeddings = OpenAIEmbeddings(
-                deployment=os.environ["OPENAI_API_EMBEDDING_NAME"],
-                model="text-embedding-ada-002",
-                openai_api_base=os.environ["OPENAI_API_BASE"],
-                openai_api_type=os.environ["OPENAI_API_TYPE"],
-                )
+            deployment=os.environ["OPENAI_API_EMBEDDING_NAME"],
+            model="text-embedding-ada-002",
+            openai_api_base=os.environ["OPENAI_API_BASE"],
+            openai_api_type=os.environ["OPENAI_API_TYPE"],
+        )
         self.vector_table = SupabaseVectorStore(
             embedding=embeddings,
-            client=self.supabase,   
-            table_name=os.environ["VECTOR_TABLE"], 
-            query_name=self.match_function
+            client=self.supabase,
+            table_name=os.environ["VECTOR_TABLE"],
+            query_name=self.match_function,
         )
 
-    # @sentry_sdk.trace
-    # def conversations(self, location_id: str, user_id: str) -> str | None:
-    #     response = self.supabase.table(self.session_table).select("id").eq("location_id", location_id).eq("user_id", user_id).eq("isActive", True).maybe_single().execute()
-    #     if response:
-    #        session_id = response.data["id"]
-    #        return session_id
-    #     return None
-
-    
-
-    # CRUD for sessions    
-        
-    @sentry_sdk.trace
-    def add_session(self, location_id: str, user_id: str, metadata: Dict = {}) -> Dict:
-        session_id = str(uuid.uuid4())
-        payload = {
-                "id": session_id, 
-                "user_id": user_id, 
-                "location_id": location_id,
-                "metadata": metadata,
-        }
-        representation = self.supabase.table(self.session_table).insert(payload, returning="representation").execute() # type: ignore
-        print("========================================")
-        print(representation)
-        print("========================================")
-        return representation.data[0]
         # self.supabase.table(self.session_table).insert({"id": session_id, "user_id": user_id, "location_id": location_id}).execute()
 
     @sentry_sdk.trace
-    def session(self, session_id: str) -> Dict | None:
-        response = self.supabase.table(self.session_table).select("*").eq("id", session_id).eq("isActive", True).maybe_single().execute()
-        if response:
-           return response.data
-        return None
-
-    @sentry_sdk.trace
-    def sessions(self, location_id: str, user_id: str, single: bool = True) -> List[Dict] | None:
+    def get_sessions(self, user_id: str, location_id: str | None):
         try:
-            response = self.supabase.table(self.session_table).select(*["id", "metadata"], count="exact").eq("location_id", location_id).eq("user_id", user_id).eq("isActive", True).order("created_at", desc=True).execute()
-            if response is not None and response.count is not None:
-                if (response.count > 1) and single:
-                    # If there is more than 1 active session mark the rest for deletion
-                    session_ids = [record["id"] for record in response.data[1:]]
-                    self._cleanup_sessions(session_ids) # type: ignore
-                    return [response.data[0]]
-                else:
-                    return response.data
+            data = (
+                self.supabase.table(self.session_table)
+                .select("*")
+                .eq("user_id", user_id)
+            )
+            print(location_id)
+            data = (
+                data.eq("location_id", location_id) if location_id is not None else data
+            )
+            response = (
+                data.eq("isActive", True).order("created_at", desc=True).execute()
+            )
+
+            print("response", response)
+
+            if response is not None:
+                return response.data
             return None
         except Exception as e:
             print("========================================")
@@ -92,41 +72,85 @@ class SupabaseMediator:
             return None
 
     @sentry_sdk.trace
-    def update_session(self, user_id: str, session_id: str, metadata: Dict) -> None:
-       cur =  self.supabase.table(self.session_table).select("metadata").eq("id", session_id).eq("user_id", user_id).single().execute()
-       if cur.data['metadata'] is not None:
-           new_metadata = cur.data['metadata'].copy()
-           new_metadata.update(metadata)
-       else:
-           new_metadata = metadata
-       self.supabase.table(self.session_table).update({"metadata": new_metadata}, returning="representation").eq("id", session_id).execute() # type: ignore
+    def get_session(self, session_id):
+        response = (
+            self.supabase.table(self.session_table)
+            .select("*")
+            .eq("id", session_id)
+            .eq("is_active", True)
+            .single()
+            .execute()
+        )
+        if response:
+            return response.data
+        return None
 
     @sentry_sdk.trace
-    def delete_session(self, user_id: str, session_id: str) -> None:
-        self.supabase.table(self.session_table).update({"isActive": False}).eq("id", session_id).eq("user_id", user_id).execute()
-    
+    def add_session(self, user_id: str, location_id: str, metadata: Dict) -> Dict:
+        session_id = str(uuid.uuid4())
+        payload = {
+            "id": session_id,
+            "user_id": user_id,
+            "location_id": location_id,
+            "metadata": metadata,
+        }
+        representation = self.supabase.table(self.session_table).insert(payload, returning="representation").execute()  # type: ignore
+        print("========================================")
+        print(representation)
+        print("========================================")
+        return representation.data[0]
+
+    @sentry_sdk.trace
+    def update_session(self, session_id: str, metadata: Dict) -> None:
+        cur = (
+            self.supabase.table(self.session_table)
+            .select("metadata")
+            .eq("id", session_id)
+            .single()
+            .execute()
+        )
+        if cur.data["metadata"] is not None:
+            new_metadata = cur.data["metadata"].copy()
+            new_metadata.update(metadata)
+        else:
+            new_metadata = metadata
+        self.supabase.table(self.session_table).update({"metadata": new_metadata}, returning="representation").eq("id", session_id).execute()  # type: ignore
+
+    @sentry_sdk.trace
+    def delete_session(self, session_id: str) -> None:
+        self.supabase.table(self.session_table).update({"isActive": False}).eq(
+            "id", session_id
+        ).execute()
+
     # Session Helper Methods
 
     @sentry_sdk.trace
     def _cleanup_sessions(self, session_ids: List[str]) -> None:
         for session_id in session_ids:
-            self.supabase.table(self.session_table).update({"isActive": False}).eq("id", session_id).execute()
+            self.supabase.table(self.session_table).update({"isActive": False}).eq(
+                "id", session_id
+            ).execute()
 
     # Session Usage Read & Write
 
     @sentry_sdk.trace
-    def messages(self, session_id: str, user_id: str, message_type: str) -> List[BaseMessage]:  # type: ignore
-        response = self.supabase.table(self.memory_table).select("message").eq("session_id", session_id).eq("user_id", user_id).eq("message_type", message_type).order("id", desc=True).limit(10).execute()
+    def get_messages(self, session_id: str) -> List[BaseMessage]:  # type: ignore
+        response = (
+            self.supabase.table(self.memory_table)
+            .select("*")
+            .eq("session_id", session_id)
+            .order("created_at", desc=True)
+            .execute()
+        )
         items = [record["message"] for record in response.data]
         messages = messages_from_dict(items)
         return messages[::-1]
 
     @sentry_sdk.trace
-    def add_message(self, session_id: str, user_id: str, message_type: str, message: BaseMessage) -> None:
-        payload =  {
-                 "session_id": session_id, 
-                 "user_id": user_id, 
-                 "message_type": message_type, 
-                 "message": _message_to_dict(message)
-                }
+    def add_message(self, session_id: str, message_type: str, content: str) -> None:
+        payload = {
+            "session_id": session_id,
+            "type": message_type,
+            "content": content,
+        }
         self.supabase.table(self.memory_table).insert(payload).execute()
diff --git a/api/poetry.lock b/api/poetry.lock
index 674b8cb8..9e608c2f 100644
--- a/api/poetry.lock
+++ b/api/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
 version = "3.9.1"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -101,7 +100,6 @@ speedups = ["Brotli", "aiodns", "brotlicffi"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -116,7 +114,6 @@ frozenlist = ">=1.1.0"
 name = "annotated-types"
 version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -128,7 +125,6 @@ files = [
 name = "anyio"
 version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -150,7 +146,6 @@ trio = ["trio (<0.22)"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -162,7 +157,6 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -181,7 +175,6 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "certifi"
 version = "2023.11.17"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -193,7 +186,6 @@ files = [
 name = "charset-normalizer"
 version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -293,7 +285,6 @@ files = [
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -308,7 +299,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -316,11 +306,25 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.3"
+description = "Easily serialize dataclasses to and from JSON."
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "dataclasses_json-0.6.3-py3-none-any.whl", hash = "sha256:4aeb343357997396f6bca1acae64e486c3a723d8f5c76301888abeccf0c45176"},
+    {file = "dataclasses_json-0.6.3.tar.gz", hash = "sha256:35cb40aae824736fdf959801356641836365219cfe14caeb115c39136f775d2a"},
+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "deprecation"
 version = "2.1.0"
 description = "A library to handle automated deprecations"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -335,7 +339,6 @@ packaging = "*"
 name = "exceptiongroup"
 version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -350,7 +353,6 @@ test = ["pytest (>=6)"]
 name = "fastapi"
 version = "0.103.2"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -371,7 +373,6 @@ all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 name = "frozenlist"
 version = "1.4.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -442,7 +443,6 @@ files = [
 name = "gotrue"
 version = "1.3.1"
 description = "Python Client Library for GoTrue"
-category = "main"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -454,11 +454,81 @@ files = [
 httpx = ">=0.23,<0.26"
 pydantic = ">=1.10,<3"
 
+[[package]]
+name = "greenlet"
+version = "3.0.2"
+description = "Lightweight in-process concurrent programming"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "greenlet-3.0.2-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:9acd8fd67c248b8537953cb3af8787c18a87c33d4dcf6830e410ee1f95a63fd4"},
+    {file = "greenlet-3.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:339c0272a62fac7e602e4e6ec32a64ff9abadc638b72f17f6713556ed011d493"},
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+
+[package.extras]
+docs = ["Sphinx"]
+test = ["objgraph", "psutil"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -470,7 +540,6 @@ files = [
 name = "httpcore"
 version = "0.17.3"
 description = "A minimal low-level HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -482,17 +551,16 @@ files = [
 anyio = ">=3.0,<5.0"
 certifi = "*"
 h11 = ">=0.13,<0.15"
-sniffio = ">=1.0.0,<2.0.0"
+sniffio = "==1.*"
 
 [package.extras]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "httpx"
 version = "0.24.1"
 description = "The next generation HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -508,15 +576,14 @@ sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "idna"
 version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -525,25 +592,159 @@ files = [
 ]
 
 [[package]]
-name = "langchain"
-version = "0.0.3"
-description = "Building applications with LLMs through composability"
-category = "main"
+name = "jsonpatch"
+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
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 ]
 
 [package.dependencies]
-pydantic = "*"
+jsonpointer = ">=1.9"
+
+[[package]]
+name = "jsonpointer"
+version = "2.4"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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+
+[[package]]
+name = "langchain"
+version = "0.0.350"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = ">=3.8.1,<4.0"
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+
+[package.dependencies]
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+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<9.0.0"
+
+[package.extras]
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+cli = ["typer (>=0.9.0,<0.10.0)"]
+cohere = ["cohere (>=4,<5)"]
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 optional = false
 python-versions = ">=3.7"
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 description = "PostgREST client for Python. This library provides an ORM interface to PostgREST."
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 version = "2.5.2"
 description = "Data validation using Python type hints"
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 description = "Extensions to the standard Python datetime module"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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 version = "1.0.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
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 optional = false
 python-versions = ">=3.8"
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 [package.extras]
 cli = ["click (>=5.0)"]
 
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 [[package]]
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 version = "1.0.2"
 description = ""
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 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
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 name = "regex"
 version = "2023.10.3"
 description = "Alternative regular expression module, to replace re."
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 optional = false
 python-versions = ">=3.7"
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 version = "2.31.0"
 description = "Python HTTP for Humans."
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 optional = false
 python-versions = ">=3.7"
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@@ -985,7 +1281,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
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 description = "Python client for Sentry (https://sentry.io)"
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 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
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 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
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 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
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+    {file = "SQLAlchemy-2.0.23-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:616fe7bcff0a05098f64b4478b78ec2dfa03225c23734d83d6c169eb41a93e55"},
+    {file = "SQLAlchemy-2.0.23-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0e680527245895aba86afbd5bef6c316831c02aa988d1aad83c47ffe92655e74"},
+    {file = "SQLAlchemy-2.0.23-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9585b646ffb048c0250acc7dad92536591ffe35dba624bb8fd9b471e25212a35"},
+    {file = "SQLAlchemy-2.0.23-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4895a63e2c271ffc7a81ea424b94060f7b3b03b4ea0cd58ab5bb676ed02f4221"},
+    {file = "SQLAlchemy-2.0.23-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:cc1d21576f958c42d9aec68eba5c1a7d715e5fc07825a629015fe8e3b0657fb0"},
+    {file = "SQLAlchemy-2.0.23-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:967c0b71156f793e6662dd839da54f884631755275ed71f1539c95bbada9aaab"},
+    {file = "SQLAlchemy-2.0.23-cp39-cp39-win32.whl", hash = "sha256:0a8c6aa506893e25a04233bc721c6b6cf844bafd7250535abb56cb6cc1368884"},
+    {file = "SQLAlchemy-2.0.23-cp39-cp39-win_amd64.whl", hash = "sha256:f3420d00d2cb42432c1d0e44540ae83185ccbbc67a6054dcc8ab5387add6620b"},
+    {file = "SQLAlchemy-2.0.23-py3-none-any.whl", hash = "sha256:31952bbc527d633b9479f5f81e8b9dfada00b91d6baba021a869095f1a97006d"},
+    {file = "SQLAlchemy-2.0.23.tar.gz", hash = "sha256:c1bda93cbbe4aa2aa0aa8655c5aeda505cd219ff3e8da91d1d329e143e4aff69"},
+]
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\""}
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (!=0.4.17)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx-oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3-binary"]
+
 [[package]]
 name = "starlette"
 version = "0.27.0"
 description = "The little ASGI library that shines."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1075,7 +1454,6 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyam
 name = "storage3"
 version = "0.6.1"
 description = "Supabase Storage client for Python."
-category = "main"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -1092,7 +1470,6 @@ typing-extensions = ">=4.2.0,<5.0.0"
 name = "strenum"
 version = "0.4.15"
 description = "An Enum that inherits from str."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1109,7 +1486,6 @@ test = ["pylint", "pytest", "pytest-black", "pytest-cov", "pytest-pylint"]
 name = "supabase"
 version = "1.2.0"
 description = "Supabase client for Python."
-category = "main"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -1129,7 +1505,6 @@ supafunc = ">=0.2.3,<0.3.0"
 name = "supafunc"
 version = "0.2.3"
 description = "Library for Supabase Functions"
-category = "main"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -1140,11 +1515,24 @@ files = [
 [package.dependencies]
 httpx = ">=0.24.0,<0.25.0"
 
+[[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 = "tiktoken"
 version = "0.4.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1190,7 +1578,6 @@ blobfile = ["blobfile (>=2)"]
 name = "tqdm"
 version = "4.66.1"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1211,7 +1598,6 @@ telegram = ["requests"]
 name = "typing-extensions"
 version = "4.8.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1219,11 +1605,25 @@ files = [
     {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
+[[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 = "2.1.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1240,7 +1640,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "uvicorn"
 version = "0.23.2"
 description = "The lightning-fast ASGI server."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1260,7 +1659,6 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 name = "websockets"
 version = "11.0.3"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1340,7 +1738,6 @@ files = [
 name = "yarl"
 version = "1.9.3"
 description = "Yet another URL library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1443,4 +1840,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "9baadd0c82d50994f344db32bae090a907ae335dc812f97b4d4e6ce15c355d92"
+content-hash = "660dbee3f6e1dce31fa355994b13d66df1bea4f0421b321be9ff5d2b90c8940a"
diff --git a/api/pyproject.toml b/api/pyproject.toml
index f2e29a69..3ae0340f 100644
--- a/api/pyproject.toml
+++ b/api/pyproject.toml
@@ -9,7 +9,7 @@ readme = "README.md"
 [tool.poetry.dependencies]
 python = "^3.9"
 fastapi = "^0.103.1"
-langchain = "^0.0.3"
+langchain = "^0.0.350"
 supabase = "^1.0.4"
 tiktoken = "^0.4.0"
 openai = "^0.28.0"