diff --git a/.gitignore b/.gitignore
index 10f918b..b8b0b17 100644
--- a/.gitignore
+++ b/.gitignore
@@ -179,3 +179,11 @@ Packages/
 
 tests/artifacts
 .vercel
+
+# Terraform
+*.tfstate
+*.tfstate.*
+.terraform/
+.terraform.lock.hcl
+*.tfvars
+*.tfvars.json
diff --git a/api/deploy.sh b/api/deploy.sh
new file mode 100755
index 0000000..c58eecd
--- /dev/null
+++ b/api/deploy.sh
@@ -0,0 +1,33 @@
+#!/bin/bash
+
+# Check if Docker is running, and start it if not
+if ! docker info >/dev/null 2>&1; then
+    echo "Starting Docker..."
+    open --background -a Docker
+    while ! docker info >/dev/null 2>&1; do
+        sleep 1
+    done
+    echo "Docker started."
+fi
+
+# Build and push the image
+poetry export --without-hashes -f requirements.txt -o requirements.txt
+docker build -t trackflow .
+docker tag trackflow:latest 498969721544.dkr.ecr.us-east-1.amazonaws.com/trackflow:latest
+aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 498969721544.dkr.ecr.us-east-1.amazonaws.com
+docker push 498969721544.dkr.ecr.us-east-1.amazonaws.com/trackflow:latest
+
+# Get the image digest
+image_digest=$(aws ecr describe-images \
+    --repository-name trackflow \
+    --image-ids imageTag=latest \
+    --query 'imageDetails[0].imageDigest' \
+    --output text)
+
+# Update the image in the Terraform variables
+cd ../infra/app
+sed -i '' "s|^image = .*|image = \"498969721544.dkr.ecr.us-east-1.amazonaws.com/trackflow@$image_digest\"|" terraform.tfvars
+terraform apply -auto-approve
+
+# Return to the api folder
+cd ../../api
diff --git a/api/dockerfile b/api/dockerfile
new file mode 100644
index 0000000..5a3abc6
--- /dev/null
+++ b/api/dockerfile
@@ -0,0 +1,12 @@
+FROM --platform=linux/amd64 python:3.11-slim
+
+WORKDIR /app
+
+COPY . /app
+
+RUN pip install --no-cache-dir -r requirements.txt
+
+EXPOSE 80
+
+# Start the app with Python
+CMD ["python", "-m", "uvicorn", "src.main:app", "--host", "0.0.0.0", "--port", "80"]
diff --git a/api/poetry.lock b/api/poetry.lock
new file mode 100644
index 0000000..9c2f2bf
--- /dev/null
+++ b/api/poetry.lock
@@ -0,0 +1,1557 @@
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.3"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.10.10"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+    {file = "yarl-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:eb6dce402734575e1a8cc0bb1509afca508a400a57ce13d306ea2c663bad1138"},
+    {file = "yarl-1.17.1-py3-none-any.whl", hash = "sha256:f1790a4b1e8e8e028c391175433b9c8122c39b46e1663228158e61e6f915bf06"},
+    {file = "yarl-1.17.1.tar.gz", hash = "sha256:067a63fcfda82da6b198fa73079b1ca40b7c9b7994995b6ee38acda728b64d47"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "af8e6757eb4963a12f092a4ebbc92228dd91b302469f24e39f06b84a26c3550c"
diff --git a/api/pyproject.toml b/api/pyproject.toml
new file mode 100644
index 0000000..88203da
--- /dev/null
+++ b/api/pyproject.toml
@@ -0,0 +1,22 @@
+[tool.poetry]
+name = "trackflow-api"
+version = "0.1.0"
+description = ""
+authors = ["voynow <voynow99@gmail.com>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.11"
+fastapi = "^0.115.4"
+uvicorn = "^0.32.0"
+supabase = "^2.10.0"
+python-dotenv = "^1.0.1"
+pyjwt = "^2.9.0"
+stravalib = "^2.1"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^8.3.3"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/api/requirements.txt b/api/requirements.txt
new file mode 100644
index 0000000..1e9f914
--- /dev/null
+++ b/api/requirements.txt
@@ -0,0 +1,52 @@
+aiohappyeyeballs==2.4.3 ; python_version >= "3.11" and python_version < "4.0"
+aiohttp==3.10.10 ; python_version >= "3.11" and python_version < "4.0"
+aiosignal==1.3.1 ; python_version >= "3.11" and python_version < "4.0"
+annotated-types==0.7.0 ; python_version >= "3.11" and python_version < "4.0"
+anyio==4.6.2.post1 ; python_version >= "3.11" and python_version < "4.0"
+arrow==1.3.0 ; python_version >= "3.11" and python_version < "4.0"
+attrs==24.2.0 ; python_version >= "3.11" and python_version < "4.0"
+certifi==2024.8.30 ; python_version >= "3.11" and python_version < "4.0"
+charset-normalizer==3.4.0 ; python_version >= "3.11" and python_version < "4.0"
+click==8.1.7 ; python_version >= "3.11" and python_version < "4.0"
+colorama==0.4.6 ; python_version >= "3.11" and python_version < "4.0" and platform_system == "Windows"
+deprecation==2.1.0 ; python_version >= "3.11" and python_version < "4.0"
+fastapi==0.115.4 ; python_version >= "3.11" and python_version < "4.0"
+flexcache==0.3 ; python_version >= "3.11" and python_version < "4.0"
+flexparser==0.4 ; python_version >= "3.11" and python_version < "4.0"
+frozenlist==1.5.0 ; python_version >= "3.11" and python_version < "4.0"
+gotrue==2.10.0 ; python_version >= "3.11" and python_version < "4.0"
+h11==0.14.0 ; python_version >= "3.11" and python_version < "4.0"
+h2==4.1.0 ; python_version >= "3.11" and python_version < "4.0"
+hpack==4.0.0 ; python_version >= "3.11" and python_version < "4.0"
+httpcore==1.0.6 ; python_version >= "3.11" and python_version < "4.0"
+httpx==0.27.2 ; python_version >= "3.11" and python_version < "4.0"
+httpx[http2]==0.27.2 ; python_version >= "3.11" and python_version < "4.0"
+hyperframe==6.0.1 ; python_version >= "3.11" and python_version < "4.0"
+idna==3.10 ; python_version >= "3.11" and python_version < "4.0"
+multidict==6.1.0 ; python_version >= "3.11" and python_version < "4.0"
+packaging==24.2 ; python_version >= "3.11" and python_version < "4.0"
+pint==0.24.4 ; python_version >= "3.11" and python_version < "4.0"
+platformdirs==4.3.6 ; python_version >= "3.11" and python_version < "4.0"
+postgrest==0.18.0 ; python_version >= "3.11" and python_version < "4.0"
+propcache==0.2.0 ; python_version >= "3.11" and python_version < "4.0"
+pydantic-core==2.23.4 ; python_version >= "3.11" and python_version < "4.0"
+pydantic==2.9.2 ; python_version >= "3.11" and python_version < "4.0"
+pyjwt==2.9.0 ; python_version >= "3.11" and python_version < "4.0"
+python-dateutil==2.9.0.post0 ; python_version >= "3.11" and python_version < "4.0"
+python-dotenv==1.0.1 ; python_version >= "3.11" and python_version < "4.0"
+pytz==2024.2 ; python_version >= "3.11" and python_version < "4.0"
+realtime==2.0.6 ; python_version >= "3.11" and python_version < "4.0"
+requests==2.32.3 ; python_version >= "3.11" and python_version < "4.0"
+six==1.16.0 ; python_version >= "3.11" and python_version < "4.0"
+sniffio==1.3.1 ; python_version >= "3.11" and python_version < "4.0"
+starlette==0.41.2 ; python_version >= "3.11" and python_version < "4.0"
+storage3==0.9.0 ; python_version >= "3.11" and python_version < "4.0"
+stravalib==2.1 ; python_version >= "3.11" and python_version < "4.0"
+supabase==2.10.0 ; python_version >= "3.11" and python_version < "4.0"
+supafunc==0.7.0 ; python_version >= "3.11" and python_version < "4.0"
+types-python-dateutil==2.9.0.20241003 ; python_version >= "3.11" and python_version < "4.0"
+typing-extensions==4.12.2 ; python_version >= "3.11" and python_version < "4.0"
+urllib3==2.2.3 ; python_version >= "3.11" and python_version < "4.0"
+uvicorn==0.32.0 ; python_version >= "3.11" and python_version < "4.0"
+websockets==13.1 ; python_version >= "3.11" and python_version < "4.0"
+yarl==1.17.1 ; python_version >= "3.11" and python_version < "4.0"
diff --git a/api/src/auth_manager.py b/api/src/auth_manager.py
new file mode 100644
index 0000000..fd33da1
--- /dev/null
+++ b/api/src/auth_manager.py
@@ -0,0 +1,135 @@
+import logging
+import os
+from typing import Optional
+
+import jwt
+from fastapi import HTTPException, Security
+from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
+from src import supabase_client
+from src.types.user import UserAuthRow, UserRow
+from stravalib.client import Client
+
+logger = logging.getLogger(__name__)
+logger.setLevel(logging.INFO)
+bearer_scheme = HTTPBearer()
+
+strava_client = Client()
+
+
+def generate_jwt(athlete_id: int, expires_at: int) -> str:
+    """
+    Generate a JWT token using athlete_id and expiration time, aligning token
+    expiration cycle with the athlete's Strava token
+
+    :param athlete_id: strava internal identifier
+    :param expires_at: expiration time of strava token
+    :return: str
+    """
+    payload = {"athlete_id": athlete_id, "exp": expires_at}
+    token = jwt.encode(payload, os.environ["JWT_SECRET"], algorithm="HS256")
+    return token
+
+
+def decode_jwt(jwt_token: str, verify_exp: bool = True) -> int:
+    """
+    Decode JWT token and return athlete_id
+
+    :param jwt_token: JWT token
+    :param verify_exp: whether to verify expiration
+    :return: int if successful, None if decoding fails
+    :raises: jwt.DecodeError if token is invalid
+    """
+    payload = jwt.decode(
+        jwt_token,
+        os.environ["JWT_SECRET"],
+        algorithms=["HS256"],
+        options={"verify_exp": verify_exp},
+    )
+    return payload["athlete_id"]
+
+
+def refresh_and_update_user_token(athlete_id: int, refresh_token: str) -> UserAuthRow:
+    """
+    Refresh the user's Strava token and update database
+
+    :param athlete_id: strava internal identifier
+    :param refresh_token: refresh token for Strava API
+    :return: UserAuthRow
+    """
+    logger.info(f"Refreshing and updating token for athlete {athlete_id}")
+    access_info = strava_client.refresh_access_token(
+        client_id=os.environ["STRAVA_CLIENT_ID"],
+        client_secret=os.environ["STRAVA_CLIENT_SECRET"],
+        refresh_token=refresh_token,
+    )
+    new_jwt_token = generate_jwt(
+        athlete_id=athlete_id, expires_at=access_info["expires_at"]
+    )
+
+    user_auth = UserAuthRow(
+        athlete_id=athlete_id,
+        access_token=access_info["access_token"],
+        refresh_token=access_info["refresh_token"],
+        expires_at=access_info["expires_at"],
+        jwt_token=new_jwt_token,
+        device_token=supabase_client.get_device_token(athlete_id),
+    )
+    supabase_client.upsert_user_auth(user_auth)
+    return user_auth
+
+
+def validate_and_refresh_token(token: str) -> int:
+    """
+    Validate and refresh the user's credentials in DB
+
+    :param token: JWT token
+    :return: athlete_id
+    """
+    try:
+        athlete_id = decode_jwt(token)
+    except jwt.ExpiredSignatureError:
+        try:
+            # If the token is expired, decode athlete_id and refresh
+            athlete_id = decode_jwt(token, verify_exp=False)
+            user_auth = supabase_client.get_user_auth(athlete_id)
+            refresh_and_update_user_token(
+                athlete_id=athlete_id, refresh_token=user_auth.refresh_token
+            )
+        except jwt.DecodeError:
+            logger.error("Invalid JWT token")
+            raise HTTPException(status_code=401, detail="Invalid JWT token")
+        except Exception as e:
+            logger.error(
+                f"Unknown error validating and refreshing token: {e}",
+                exc_info=True,
+            )
+            raise HTTPException(status_code=500, detail="Internal server error")
+    except jwt.DecodeError:
+        logger.error("Invalid JWT token")
+        raise HTTPException(status_code=401, detail="Invalid JWT token")
+    except Exception as e:
+        logger.error(
+            f"Unknown error validating and refreshing token: {e}",
+            exc_info=True,
+        )
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+    return athlete_id
+
+
+async def validate_user(
+    credentials: HTTPAuthorizationCredentials = Security(bearer_scheme),
+) -> UserRow:
+    """
+    Dependency that validates the JWT token from the Authorization header
+
+    :param credentials: Bearer token credentials
+    :return: UserRow
+    """
+    athlete_id = validate_and_refresh_token(credentials.credentials)
+    if athlete_id is None:
+        logger.error("Invalid authentication credentials")
+        raise HTTPException(
+            status_code=401, detail="Invalid authentication credentials"
+        )
+    return supabase_client.get_user(athlete_id)
diff --git a/api/src/main.py b/api/src/main.py
new file mode 100644
index 0000000..d719c0e
--- /dev/null
+++ b/api/src/main.py
@@ -0,0 +1,29 @@
+import logging
+
+from fastapi import Depends, FastAPI, HTTPException
+from src import supabase_client
+from src.auth_manager import validate_user
+from src.types.training_week import TrainingWeek
+from src.types.user import UserRow
+
+app = FastAPI()
+
+logger = logging.getLogger(__name__)
+logger.setLevel(logging.INFO)
+
+
+@app.get("/training_week/", response_model=TrainingWeek)
+async def training_week(user: UserRow = Depends(validate_user)):
+    """
+    Retrieve the most recent training_week row by athlete_id
+    curl -X GET "http://trackflow-alb-499532887.us-east-1.elb.amazonaws.com/training_week/" \
+    -H "Authorization: Bearer YOUR_JWT_TOKEN"
+
+    :param athlete_id: The athlete_id to retrieve the training_week for
+    :return: The most recent training_week row for the athlete
+    """
+    try:
+        return supabase_client.get_training_week(user.athlete_id)
+    except ValueError as e:
+        logger.error(f"Error retrieving training week: {e}", exc_info=True)
+        raise HTTPException(status_code=404, detail=str(e))
diff --git a/api/src/supabase_client.py b/api/src/supabase_client.py
new file mode 100644
index 0000000..6e841ab
--- /dev/null
+++ b/api/src/supabase_client.py
@@ -0,0 +1,106 @@
+from __future__ import annotations
+
+import datetime
+import json
+import os
+from typing import Optional
+
+from dotenv import load_dotenv
+from src.types.training_week import TrainingWeek
+from src.types.user import UserAuthRow, UserRow
+from supabase import Client, create_client
+
+load_dotenv()
+
+
+def init() -> Client:
+    url = os.getenv("SUPABASE_URL")
+    key = os.getenv("SUPABASE_KEY")
+    return create_client(url, key)
+
+
+client = init()
+
+
+def get_device_token(athlete_id: int) -> Optional[str]:
+    """
+    Get the device token for a user in the database.
+
+    :param athlete_id: The athlete's ID
+    :return: The device token for the user, or None if the user does not exist
+    """
+    try:
+        user_auth = get_user_auth(athlete_id)
+        return user_auth.device_token
+    except ValueError:
+        return None
+
+
+def get_user(athlete_id: int) -> UserRow:
+    """
+    Get a user by athlete_id
+
+    :param athlete_id: int
+    :return: UserRow
+    """
+    table = client.table("user")
+    response = table.select("*").eq("athlete_id", athlete_id).execute()
+
+    if not response.data:
+        raise ValueError(f"Could not find user with {athlete_id=}")
+
+    return UserRow(**response.data[0])
+
+
+def get_user_auth(athlete_id: int) -> UserAuthRow:
+    """
+    Get user_auth row by athlete_id
+
+    :param athlete_id: int
+    :return: APIResponse
+    """
+    table = client.table("user_auth")
+    response = table.select("*").eq("athlete_id", athlete_id).execute()
+
+    if not response.data:
+        raise ValueError(f"Cound not find user_auth row with {athlete_id=}")
+
+    return UserAuthRow(**response.data[0])
+
+
+def get_training_week(athlete_id: int) -> TrainingWeek:
+    """
+    Get the most recent training_week row by athlete_id.
+    """
+    table = client.table("training_week")
+    response = (
+        table.select("training_week")
+        .eq("athlete_id", athlete_id)
+        .order("created_at", desc=True)
+        .limit(1)
+        .execute()
+    )
+
+    try:
+        response_data = response.data[0]
+        return TrainingWeek(**json.loads(response_data["training_week"]))
+    except IndexError:
+        raise ValueError(
+            f"Could not find training_week row for athlete_id {athlete_id}"
+        )
+
+
+def upsert_user_auth(user_auth_row: UserAuthRow) -> None:
+    """
+    Convert UserAuthRow to a dictionary, ensure json serializable expires_at,
+    and upsert into user_auth table handling duplicates on athlete_id
+
+    :param user_auth_row: A dictionary representation of UserAuthRow
+    :return: APIResponse
+    """
+    user_auth_row = user_auth_row.dict()
+    if isinstance(user_auth_row["expires_at"], datetime.datetime):
+        user_auth_row["expires_at"] = user_auth_row["expires_at"].isoformat()
+
+    table = client.table("user_auth")
+    table.upsert(user_auth_row, on_conflict="athlete_id").execute()
diff --git a/api/src/types/training_week.py b/api/src/types/training_week.py
new file mode 100644
index 0000000..1e4cf6e
--- /dev/null
+++ b/api/src/types/training_week.py
@@ -0,0 +1,52 @@
+from __future__ import annotations
+
+from enum import StrEnum
+from typing import List
+
+from pydantic import BaseModel, Field
+
+
+class Day(StrEnum):
+    MON = "Mon"
+    TUES = "Tues"
+    WED = "Wed"
+    THURS = "Thurs"
+    FRI = "Fri"
+    SAT = "Sat"
+    SUN = "Sun"
+
+
+class SessionType(StrEnum):
+    EASY = "easy run"
+    LONG = "long run"
+    SPEED = "speed workout"
+    REST = "rest day"
+    MODERATE = "moderate run"
+
+
+class TrainingSession(BaseModel):
+    day: Day
+    session_type: SessionType
+    distance: float = Field(description="Distance in miles")
+    notes: str = Field(
+        description="Detailed yet concise notes about the session from the coach's perspective"
+    )
+    completed: bool = Field(description="Whether the session has been completed")
+
+
+class TrainingWeek(BaseModel):
+    sessions: List[TrainingSession]
+
+    @property
+    def total_mileage(self) -> float:
+        return sum(session.distance for session in self.sessions)
+
+    @property
+    def progress(self) -> float:
+        return (self.completed_sessions.total_mileage / self.total_mileage) * 100
+
+    @property
+    def completed_sessions(self) -> TrainingWeek:
+        return TrainingWeek(
+            sessions=[session for session in self.sessions if session.completed is True]
+        )
diff --git a/api/src/types/user.py b/api/src/types/user.py
new file mode 100644
index 0000000..29abf49
--- /dev/null
+++ b/api/src/types/user.py
@@ -0,0 +1,41 @@
+from datetime import datetime
+from enum import StrEnum
+from typing import List, Optional
+
+from pydantic import BaseModel
+from src.types.training_week import Day, SessionType
+
+
+class RaceDistance(StrEnum):
+    FIVE_KILOMETER = "5k"
+    TEN_KILOMETER = "10k"
+    HALF_MARATHON = "half marathon"
+    MARATHON = "marathon"
+    ULTRA = "ultra marathon"
+    NONE = "none"
+
+
+class TheoreticalTrainingSession(BaseModel):
+    day: Day
+    session_type: SessionType
+
+
+class Preferences(BaseModel):
+    race_distance: Optional[RaceDistance] = None
+    ideal_training_week: Optional[List[TheoreticalTrainingSession]] = []
+
+
+class UserRow(BaseModel):
+    athlete_id: int
+    preferences: Optional[Preferences] = Preferences()
+    email: Optional[str] = None
+    created_at: datetime = datetime.now()
+
+
+class UserAuthRow(BaseModel):
+    athlete_id: int
+    access_token: str
+    refresh_token: str
+    expires_at: datetime
+    jwt_token: str
+    device_token: Optional[str] = None
diff --git a/api/tests/__init__.py b/api/tests/__init__.py
new file mode 100644
index 0000000..cf6a1a0
--- /dev/null
+++ b/api/tests/__init__.py
@@ -0,0 +1,5 @@
+import os
+import sys
+
+src_path = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
+sys.path.append(src_path)
diff --git a/api/tests/test_get_training_week.py b/api/tests/test_get_training_week.py
new file mode 100644
index 0000000..5a5c2be
--- /dev/null
+++ b/api/tests/test_get_training_week.py
@@ -0,0 +1,19 @@
+import os
+
+from fastapi.testclient import TestClient
+from src.main import app
+from src.supabase_client import get_user_auth
+from src.types.training_week import TrainingWeek
+
+client = TestClient(app)
+
+
+def test_get_training_week_success():
+    """Test successful retrieval of training week"""
+    user_auth = get_user_auth(os.environ["JAMIES_ATHLETE_ID"])
+
+    response = client.get(
+        "/training_week/", headers={"Authorization": f"Bearer {user_auth.jwt_token}"}
+    )
+    assert TrainingWeek(**response.json())
+    assert response.status_code == 200
diff --git a/infra/app/ecs/main.tf b/infra/app/ecs/main.tf
new file mode 100644
index 0000000..19953e3
--- /dev/null
+++ b/infra/app/ecs/main.tf
@@ -0,0 +1,221 @@
+# ALB
+resource "aws_security_group" "alb" {
+  name   = "${var.app_name}-alb-sg"
+  vpc_id = var.vpc_id
+
+  # Egress rules (allow all outbound traffic)
+  egress {
+    from_port   = 0
+    to_port     = 0
+    protocol    = "-1"
+    cidr_blocks = ["0.0.0.0/0"]
+  }
+
+  # Ingress rules (allow HTTP and HTTPS from anywhere)
+  ingress {
+    from_port   = 80
+    to_port     = 80
+    protocol    = "tcp"
+    cidr_blocks = ["0.0.0.0/0"]
+  }
+  ingress {
+    from_port   = 443
+    to_port     = 443
+    protocol    = "tcp"
+    cidr_blocks = ["0.0.0.0/0"]
+  }
+}
+
+resource "aws_lb" "this" {
+  name               = "${var.app_name}-alb"
+  load_balancer_type = "application"
+  security_groups    = [aws_security_group.alb.id]
+  subnets            = var.public_subnet_ids
+}
+resource "aws_lb_target_group" "this" {
+  name        = "${var.app_name}-lb-tg"
+  vpc_id      = var.vpc_id
+  port        = 80
+  protocol    = "HTTP"
+  target_type = "ip"
+  health_check {
+    port                = 80
+    path                = "/docs"
+    interval            = 30
+    protocol            = "HTTP"
+    timeout             = 5
+    unhealthy_threshold = 2
+    matcher             = 200
+  }
+}
+resource "aws_lb_listener" "http" {
+  port              = "80"
+  protocol          = "HTTP"
+  load_balancer_arn = aws_lb.this.arn
+  default_action {
+    target_group_arn = aws_lb_target_group.this.arn
+    type             = "forward"
+  }
+  depends_on = [aws_lb_target_group.this]
+}
+resource "aws_lb_listener_rule" "this" {
+  listener_arn = aws_lb_listener.http.arn
+  action {
+    type             = "forward"
+    target_group_arn = aws_lb_target_group.this.arn
+  }
+  condition {
+    path_pattern {
+      values = ["*"]
+    }
+  }
+}
+
+# IAM 
+data "aws_iam_policy_document" "ecs_assume_policy" {
+  statement {
+    actions = ["sts:AssumeRole"]
+    principals {
+      type        = "Service"
+      identifiers = ["ecs-tasks.amazonaws.com"]
+    }
+  }
+}
+resource "aws_iam_role" "ecs_execution_role" {
+  name               = "${var.app_name}-execution-role"
+  assume_role_policy = data.aws_iam_policy_document.ecs_assume_policy.json
+}
+resource "aws_iam_policy" "ecs_execution_policy" {
+  name = "${var.app_name}-ecs-execution-role-policy"
+  policy = jsonencode({
+    Version = "2012-10-17"
+    Statement = [
+      {
+        Effect : "Allow",
+        Action : [
+          "ecr:*",
+          "ecs:*",
+          "elasticloadbalancing:*",
+          "cloudwatch:*",
+          "logs:*"
+        ],
+        Resource : "*"
+      }
+    ]
+  })
+}
+resource "aws_iam_role_policy_attachment" "ecs_execution_role_policy_attach" {
+  role       = aws_iam_role.ecs_execution_role.name
+  policy_arn = aws_iam_policy.ecs_execution_policy.arn
+}
+
+# ECS 
+resource "aws_cloudwatch_log_group" "ecs" {
+  name = "/aws/ecs/${var.app_name}/cluster"
+}
+resource "aws_ecs_task_definition" "api" {
+  family                   = "${var.app_name}-api-task"
+  requires_compatibilities = ["FARGATE"]
+  network_mode             = "awsvpc"
+  execution_role_arn       = aws_iam_role.ecs_execution_role.arn
+  task_role_arn            = aws_iam_role.ecs_execution_role.arn
+  cpu                      = 256
+  memory                   = 512
+  container_definitions = jsonencode([
+    {
+      name    = "${var.app_name}-api-container"
+      image   = "${var.image}"
+      command = ["uvicorn", "src.main:app", "--host", "0.0.0.0", "--port", "80"]
+      portMappings = [
+        {
+          hostPort      = 80
+          containerPort = 80
+          protocol      = "tcp"
+        }
+      ],
+      logConfiguration = {
+        logDriver = "awslogs"
+        options = {
+          awslogs-group         = aws_cloudwatch_log_group.ecs.name
+          awslogs-stream-prefix = "ecs"
+          awslogs-region        = var.region
+        }
+      }
+      environment = [
+        { 
+          name = "SUPABASE_URL", 
+          value = var.supabase_url 
+        },
+        { 
+          name = "SUPABASE_KEY", 
+          value = var.supabase_key 
+        }
+      ]
+    }
+  ])
+}
+
+# Cluster 
+resource "aws_ecs_cluster" "this" {
+  name = "${var.app_name}-cluster"
+  setting {
+    name  = "containerInsights"
+    value = "enabled"
+  }
+}
+
+# Security Group and Service
+resource "aws_security_group" "ecs" {
+  name   = "${var.app_name}-ecs-sg"
+  vpc_id = var.vpc_id
+
+  # Egress rules (allow all outbound traffic)
+  egress {
+    from_port   = 0
+    to_port     = 0
+    protocol    = "-1"
+    cidr_blocks = ["0.0.0.0/0"]
+  }
+
+  # Ingress rules (allow traffic only from ALB)
+  ingress {
+    from_port       = 80
+    to_port         = 80
+    protocol        = "tcp"
+    security_groups = [aws_security_group.alb.id]
+  }
+
+  # Optional: Restrict SSH access (if needed)
+  # ingress {
+  #   from_port       = 22
+  #   to_port         = 22
+  #   protocol        = "tcp"
+  #   cidr_blocks     = ["your_ip_address/32"]
+  # }
+}
+
+
+resource "aws_ecs_service" "api" {
+  name            = "${var.app_name}-ecs-service"
+  cluster         = aws_ecs_cluster.this.name
+  launch_type     = "FARGATE"
+  desired_count   = length(var.public_subnet_ids)
+  task_definition = aws_ecs_task_definition.api.arn
+  network_configuration {
+    subnets         = var.public_subnet_ids  # Use public subnets
+    security_groups = [aws_security_group.ecs.id]
+    assign_public_ip = true  # Assign public IP to the ECS tasks
+  }
+  load_balancer {
+    target_group_arn = aws_lb_target_group.this.arn
+    container_name   = "${var.app_name}-api-container"
+    container_port   = "80"
+  }
+  lifecycle {
+    ignore_changes = [
+      desired_count,
+    ]
+  }
+  depends_on = [aws_lb_listener_rule.this]
+}
+
diff --git a/infra/app/ecs/output.tf b/infra/app/ecs/output.tf
new file mode 100644
index 0000000..3365194
--- /dev/null
+++ b/infra/app/ecs/output.tf
@@ -0,0 +1,3 @@
+output "alb_dns_name" {
+  value = aws_lb.this.dns_name
+}
diff --git a/infra/app/ecs/variable.tf b/infra/app/ecs/variable.tf
new file mode 100644
index 0000000..ccf07e3
--- /dev/null
+++ b/infra/app/ecs/variable.tf
@@ -0,0 +1,30 @@
+variable "app_name" {
+  description = "Name of the app."
+  type        = string
+}
+variable "region" {
+  description = "AWS region to deploy the network to."
+  type        = string
+}
+variable "image" {
+  description = "Image used to start the container. Should be in repository-url/image:tag format."
+  type        = string
+}
+variable "vpc_id" {
+  description = "ID of the VPC where the ECS will be hosted."
+  type        = string
+}
+variable "public_subnet_ids" {
+  description = "IDs of public subnets where the ALB will be attached to."
+  type        = list(string)
+}
+variable "supabase_url" {
+  type        = string
+  description = "Supabase URL for the application"
+  sensitive   = true
+}
+variable "supabase_key" {
+  type        = string
+  description = "Supabase API key"
+  sensitive   = true
+}
\ No newline at end of file
diff --git a/infra/app/main.tf b/infra/app/main.tf
new file mode 100644
index 0000000..398c23a
--- /dev/null
+++ b/infra/app/main.tf
@@ -0,0 +1,32 @@
+provider "aws" {
+  region = var.region
+  default_tags {
+    tags = {
+      app = var.app_name
+    }
+  }
+}
+
+module "network" {
+  source   = "./network"
+  app_name = var.app_name
+  region   = var.region
+}
+
+module "ecs" {
+  source             = "./ecs"
+  app_name           = var.app_name
+  region             = var.region
+  image              = var.image
+  supabase_url       = var.supabase_url
+  supabase_key       = var.supabase_key
+  vpc_id             = module.network.vpc.id
+  public_subnet_ids  = [for s in module.network.public_subnets : s.id]
+  depends_on         = [module.network]
+}
+
+
+# Outputs
+output "alb_dns_name" {
+  value = module.ecs.alb_dns_name
+}
diff --git a/infra/app/network/main.tf b/infra/app/network/main.tf
new file mode 100644
index 0000000..99d5e18
--- /dev/null
+++ b/infra/app/network/main.tf
@@ -0,0 +1,39 @@
+# Define provider
+provider "aws" {
+  region = var.region
+  default_tags {
+    tags = {
+      app = var.app_name
+    }
+  }
+}
+
+# Create VPC and IGW
+resource "aws_vpc" "this" {
+  cidr_block = var.vpc_cidr_block
+}
+resource "aws_internet_gateway" "this" {
+  vpc_id = aws_vpc.this.id
+}
+
+# Create public subnets
+resource "aws_subnet" "public_subnets" {
+  count             = length(var.availability_zones)
+  vpc_id            = aws_vpc.this.id
+  cidr_block        = var.public_cidr_blocks[count.index]
+  availability_zone = var.availability_zones[count.index]
+}
+
+# Create routing tables for public subnets
+resource "aws_route_table" "public" {
+  vpc_id = aws_vpc.this.id
+  route {
+    cidr_block = "0.0.0.0/0"
+    gateway_id = aws_internet_gateway.this.id
+  }
+}
+resource "aws_route_table_association" "publics" {
+  count          = length(var.availability_zones)
+  subnet_id      = element(aws_subnet.public_subnets.*.id, count.index)
+  route_table_id = aws_route_table.public.id
+}
diff --git a/infra/app/network/outputs.tf b/infra/app/network/outputs.tf
new file mode 100644
index 0000000..7a32fd2
--- /dev/null
+++ b/infra/app/network/outputs.tf
@@ -0,0 +1,7 @@
+output "vpc" {
+  value = aws_vpc.this
+}
+
+output "public_subnets" {
+  value = aws_subnet.public_subnets
+}
\ No newline at end of file
diff --git a/infra/app/network/variable.tf b/infra/app/network/variable.tf
new file mode 100644
index 0000000..af57b69
--- /dev/null
+++ b/infra/app/network/variable.tf
@@ -0,0 +1,18 @@
+variable "app_name" {
+  type = string
+}
+variable "region" {
+  type = string
+}
+variable "vpc_cidr_block" {
+  type    = string
+  default = "10.0.0.0/16"
+}
+variable "availability_zones" {
+  type    = list(string)
+  default = ["us-east-1a", "us-east-1f"]
+}
+variable "public_cidr_blocks" {
+  type    = list(string)
+  default = ["10.0.1.0/24", "10.0.2.0/24"]
+}
\ No newline at end of file
diff --git a/infra/app/variable.tf b/infra/app/variable.tf
new file mode 100644
index 0000000..4a0f067
--- /dev/null
+++ b/infra/app/variable.tf
@@ -0,0 +1,22 @@
+variable "app_name" {
+  description = "Name of the app."
+  type        = string
+}
+variable "region" {
+  description = "AWS region to deploy the network to."
+  type        = string
+}
+variable "image" {
+  description = "Image used to start the container. Should be in repository-url/image:tag format."
+  type        = string
+}
+variable "supabase_url" {
+  type        = string
+  description = "Supabase URL for the application"
+  sensitive   = true
+}
+variable "supabase_key" {
+  type        = string
+  description = "Supabase API key"
+  sensitive   = true
+}
\ No newline at end of file
diff --git a/infra/setup/main.tf b/infra/setup/main.tf
new file mode 100644
index 0000000..e0c6d3a
--- /dev/null
+++ b/infra/setup/main.tf
@@ -0,0 +1,3 @@
+resource "aws_ecr_repository" "this" {
+  name = "${var.app_name}"
+}
\ No newline at end of file
diff --git a/infra/setup/output.tf b/infra/setup/output.tf
new file mode 100644
index 0000000..7b23807
--- /dev/null
+++ b/infra/setup/output.tf
@@ -0,0 +1,3 @@
+output "ecr_repo_url" {
+    value = aws_ecr_repository.this.repository_url
+}
\ No newline at end of file
diff --git a/infra/setup/variable.tf b/infra/setup/variable.tf
new file mode 100644
index 0000000..62afa2b
--- /dev/null
+++ b/infra/setup/variable.tf
@@ -0,0 +1,4 @@
+variable "app_name" {
+  description = "Name of the app."
+  type = string
+}
diff --git a/poetry.lock b/lambda/poetry.lock
similarity index 100%
rename from poetry.lock
rename to lambda/poetry.lock
diff --git a/poetry.toml b/lambda/poetry.toml
similarity index 100%
rename from poetry.toml
rename to lambda/poetry.toml
diff --git a/pyproject.toml b/lambda/pyproject.toml
similarity index 100%
rename from pyproject.toml
rename to lambda/pyproject.toml
diff --git a/src/__init__.py b/lambda/src/__init__.py
similarity index 100%
rename from src/__init__.py
rename to lambda/src/__init__.py
diff --git a/src/activities.py b/lambda/src/activities.py
similarity index 100%
rename from src/activities.py
rename to lambda/src/activities.py
diff --git a/src/apn.py b/lambda/src/apn.py
similarity index 100%
rename from src/apn.py
rename to lambda/src/apn.py
diff --git a/src/auth_manager.py b/lambda/src/auth_manager.py
similarity index 100%
rename from src/auth_manager.py
rename to lambda/src/auth_manager.py
diff --git a/src/constants.py b/lambda/src/constants.py
similarity index 100%
rename from src/constants.py
rename to lambda/src/constants.py
diff --git a/src/email_manager.py b/lambda/src/email_manager.py
similarity index 100%
rename from src/email_manager.py
rename to lambda/src/email_manager.py
diff --git a/src/frontend_router.py b/lambda/src/frontend_router.py
similarity index 97%
rename from src/frontend_router.py
rename to lambda/src/frontend_router.py
index a583a2e..0b4a964 100644
--- a/src/frontend_router.py
+++ b/lambda/src/frontend_router.py
@@ -19,9 +19,7 @@
 
 def get_training_week_handler(athlete_id: str, payload: dict) -> dict:
     """Handle get_training_week request."""
-    start_time = time.time()
     training_week = get_training_week(athlete_id)
-    print(f"get_training_week took {time.time() - start_time} seconds")
     return {
         "success": True,
         "training_week": training_week.json(),
diff --git a/src/lambda_function.py b/lambda/src/lambda_function.py
similarity index 100%
rename from src/lambda_function.py
rename to lambda/src/lambda_function.py
diff --git a/src/llm.py b/lambda/src/llm.py
similarity index 100%
rename from src/llm.py
rename to lambda/src/llm.py
diff --git a/src/mid_week_update.py b/lambda/src/mid_week_update.py
similarity index 100%
rename from src/mid_week_update.py
rename to lambda/src/mid_week_update.py
diff --git a/src/new_training_week.py b/lambda/src/new_training_week.py
similarity index 100%
rename from src/new_training_week.py
rename to lambda/src/new_training_week.py
diff --git a/src/supabase_client.py b/lambda/src/supabase_client.py
similarity index 100%
rename from src/supabase_client.py
rename to lambda/src/supabase_client.py
diff --git a/src/training_week.py b/lambda/src/training_week.py
similarity index 100%
rename from src/training_week.py
rename to lambda/src/training_week.py
diff --git a/src/types/activity.py b/lambda/src/types/activity.py
similarity index 100%
rename from src/types/activity.py
rename to lambda/src/types/activity.py
diff --git a/src/types/day_of_week_summary.py b/lambda/src/types/day_of_week_summary.py
similarity index 100%
rename from src/types/day_of_week_summary.py
rename to lambda/src/types/day_of_week_summary.py
diff --git a/src/types/mid_week_analysis.py b/lambda/src/types/mid_week_analysis.py
similarity index 100%
rename from src/types/mid_week_analysis.py
rename to lambda/src/types/mid_week_analysis.py
diff --git a/src/types/training_week.py b/lambda/src/types/training_week.py
similarity index 100%
rename from src/types/training_week.py
rename to lambda/src/types/training_week.py
diff --git a/src/types/update_pipeline.py b/lambda/src/types/update_pipeline.py
similarity index 100%
rename from src/types/update_pipeline.py
rename to lambda/src/types/update_pipeline.py
diff --git a/src/types/user_auth_row.py b/lambda/src/types/user_auth_row.py
similarity index 100%
rename from src/types/user_auth_row.py
rename to lambda/src/types/user_auth_row.py
diff --git a/src/types/user_row.py b/lambda/src/types/user_row.py
similarity index 100%
rename from src/types/user_row.py
rename to lambda/src/types/user_row.py
diff --git a/src/update_pipeline.py b/lambda/src/update_pipeline.py
similarity index 100%
rename from src/update_pipeline.py
rename to lambda/src/update_pipeline.py
diff --git a/src/utils.py b/lambda/src/utils.py
similarity index 100%
rename from src/utils.py
rename to lambda/src/utils.py
diff --git a/src/webhook_router.py b/lambda/src/webhook_router.py
similarity index 100%
rename from src/webhook_router.py
rename to lambda/src/webhook_router.py
diff --git a/lambda/test.ipynb b/lambda/test.ipynb
new file mode 100644
index 0000000..8d94a87
--- /dev/null
+++ b/lambda/test.ipynb
@@ -0,0 +1,58 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "from src.update_pipeline import update_training_week\n",
+    "from src.types.update_pipeline import ExeType\n",
+    "from src.supabase_client import get_user\n",
+    "\n",
+    "USER = get_user(os.environ[\"JAMIES_ATHLETE_ID\"])\n",
+    "update_training_week(USER, ExeType.MID_WEEK)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tests/test_update_pipeline.py b/lambda/tests/test_update_pipeline.py
similarity index 100%
rename from tests/test_update_pipeline.py
rename to lambda/tests/test_update_pipeline.py
diff --git a/mobile/mobile/APIManager.swift b/mobile/mobile/APIManager.swift
index 7d09c8d..e439cb5 100644
--- a/mobile/mobile/APIManager.swift
+++ b/mobile/mobile/APIManager.swift
@@ -13,6 +13,7 @@ class APIManager {
 
   private let session: URLSession
   private let baseURL = "https://lwg77yq7dd.execute-api.us-east-1.amazonaws.com/prod/signup"
+  private let apiURL = "http://trackflow-alb-499532887.us-east-1.elb.amazonaws.com"
 
   func fetchProfileData(token: String, completion: @escaping (Result<ProfileData, Error>) -> Void) {
     let body: [String: Any] = ["jwt_token": token, "method": "get_profile"]
@@ -35,36 +36,95 @@ class APIManager {
   }
 
   func fetchTrainingWeekData(
-    token: String, completion: @escaping (Result<TrainingWeekData, Error>) -> Void
+    token: String,
+    completion: @escaping (Result<TrainingWeekData, Error>) -> Void
   ) {
     let startTime = CFAbsoluteTimeGetCurrent()
-    let body: [String: Any] = ["jwt_token": token, "method": "get_training_week"]
+    guard let url = URL(string: "\(apiURL)/training_week/") else {
+      completion(
+        .failure(NSError(domain: "", code: 0, userInfo: [NSLocalizedDescriptionKey: "Invalid URL"]))
+      )
+      return
+    }
+
+    var request = URLRequest(url: url)
+    request.httpMethod = "GET"
+    request.setValue("Bearer \(token)", forHTTPHeaderField: "Authorization")
 
-    performRequest(body: body, responseType: TrainingWeekResponse.self) { result in
+    session.dataTask(with: request) { data, response, error in
       let timeElapsed = CFAbsoluteTimeGetCurrent() - startTime
       print("fetchTrainingWeekData took \(timeElapsed) seconds")
-      switch result {
-      case .success(let response):
-        if response.success, let trainingWeekString = response.trainingWeek,
-          let trainingWeekData = trainingWeekString.data(using: .utf8)
-        {
-          do {
-            let parsedData = try JSONDecoder().decode(TrainingWeekData.self, from: trainingWeekData)
-            completion(.success(parsedData))
-          } catch {
-            completion(.failure(error))
-          }
-        } else {
+
+      if let httpResponse = response as? HTTPURLResponse {
+        switch httpResponse.statusCode {
+        case 401:
           completion(
             .failure(
               NSError(
-                domain: "", code: 0,
-                userInfo: [NSLocalizedDescriptionKey: response.message ?? "Unknown error"])))
+                domain: "",
+                code: 401,
+                userInfo: [NSLocalizedDescriptionKey: "Invalid or expired token"]
+              )))
+          return
+        case 403:
+          completion(
+            .failure(
+              NSError(
+                domain: "",
+                code: 403,
+                userInfo: [
+                  NSLocalizedDescriptionKey:
+                    "Access forbidden - you don't have permission to access this resource"
+                ]
+              )))
+          return
+        case 404:
+          completion(
+            .failure(
+              NSError(
+                domain: "",
+                code: 404,
+                userInfo: [NSLocalizedDescriptionKey: "Training week not found"]
+              )))
+          return
+        case 200..<300:
+          break
+        default:
+          completion(
+            .failure(
+              NSError(
+                domain: "",
+                code: httpResponse.statusCode,
+                userInfo: [NSLocalizedDescriptionKey: "Server error"]
+              )))
+          return
         }
-      case .failure(let error):
+      }
+
+      if let error = error {
         completion(.failure(error))
+        return
       }
-    }
+
+      guard let data = data else {
+        completion(
+          .failure(
+            NSError(domain: "", code: 0, userInfo: [NSLocalizedDescriptionKey: "No data received"]))
+        )
+        return
+      }
+
+      do {
+        let trainingWeek = try JSONDecoder().decode(TrainingWeekData.self, from: data)
+        completion(.success(trainingWeek))
+      } catch {
+        print("Decoding error: \(error)")
+        if let json = try? JSONSerialization.jsonObject(with: data, options: []) {
+          print("JSON: \(json)")
+        }
+        completion(.failure(error))
+      }
+    }.resume()
   }
 
   func savePreferences(
@@ -193,6 +253,7 @@ class APIManager {
         let decodedResponse = try JSONDecoder().decode(T.self, from: data)
         completion(.success(decodedResponse))
       } catch {
+        print("Decoding error: \(error)")
         completion(.failure(error))
       }
     }.resume()
diff --git a/mobile/mobile/Info.plist b/mobile/mobile/Info.plist
index e866ae2..88d31ef 100644
--- a/mobile/mobile/Info.plist
+++ b/mobile/mobile/Info.plist
@@ -25,5 +25,20 @@
 	<array>
 		<string>remote-notification</string>
 	</array>
+	<key>NSAppTransportSecurity</key>
+	<dict>
+		<key>NSAllowsArbitraryLoads</key>
+		<true/>
+		<key>NSExceptionDomains</key>
+		<dict>
+			<key>trackflow-alb-499532887.us-east-1.elb.amazonaws.com</key>
+			<dict>
+				<key>NSExceptionAllowsInsecureHTTPLoads</key>
+				<true/>
+				<key>NSIncludesSubdomains</key>
+				<true/>
+			</dict>
+		</dict>
+	</dict>
 </dict>
 </plist>
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 65d6047..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,59 +0,0 @@
-aiohappyeyeballs==2.4.3 ; python_version >= "3.10" and python_version < "4.0"
-aiohttp==3.10.10 ; python_version >= "3.10" and python_version < "4.0"
-aiosignal==1.3.1 ; python_version >= "3.10" and python_version < "4.0"
-anyio==4.6.2.post1 ; python_version >= "3.10" and python_version < "4.0"
-arrow==1.3.0 ; python_version >= "3.10" and python_version < "4.0"
-async-timeout==4.0.3 ; python_version >= "3.10" and python_version < "3.11"
-attrs==24.2.0 ; python_version >= "3.10" and python_version < "4.0"
-certifi==2024.8.30 ; python_version >= "3.10" and python_version < "4.0"
-cffi==1.17.1 ; python_version >= "3.10" and python_version < "4.0" and platform_python_implementation != "PyPy"
-charset-normalizer==3.4.0 ; python_version >= "3.10" and python_version < "4.0"
-colorama==0.4.6 ; python_version >= "3.10" and python_version < "4.0" and platform_system == "Windows"
-cryptography==43.0.3 ; python_version >= "3.10" and python_version < "4.0"
-deprecation==2.1.0 ; python_version >= "3.10" and python_version < "4.0"
-distro==1.9.0 ; python_version >= "3.10" and python_version < "4.0"
-exceptiongroup==1.2.2 ; python_version >= "3.10" and python_version < "3.11"
-flexcache==0.3 ; python_version >= "3.10" and python_version < "4.0"
-flexparser==0.4 ; python_version >= "3.10" and python_version < "4.0"
-frozenlist==1.5.0 ; python_version >= "3.10" and python_version < "4.0"
-gotrue==2.10.0 ; python_version >= "3.10" and python_version < "4.0"
-h11==0.14.0 ; python_version >= "3.10" and python_version < "4.0"
-h2==4.1.0 ; python_version >= "3.10" and python_version < "4.0"
-hpack==4.0.0 ; python_version >= "3.10" and python_version < "4.0"
-httpcore==1.0.6 ; python_version >= "3.10" and python_version < "4.0"
-httpx==0.27.2 ; python_version >= "3.10" and python_version < "4.0"
-httpx[http2]==0.27.2 ; python_version >= "3.10" and python_version < "4.0"
-hyperframe==6.0.1 ; python_version >= "3.10" and python_version < "4.0"
-idna==3.10 ; python_version >= "3.10" and python_version < "4.0"
-jinja2==3.1.4 ; python_version >= "3.10" and python_version < "4.0"
-markupsafe==3.0.2 ; python_version >= "3.10" and python_version < "4.0"
-multidict==6.1.0 ; python_version >= "3.10" and python_version < "4.0"
-openai==1.39.0 ; python_version >= "3.10" and python_version < "4.0"
-packaging==24.2 ; python_version >= "3.10" and python_version < "4.0"
-pint==0.24.4 ; python_version >= "3.10" and python_version < "4.0"
-platformdirs==4.3.6 ; python_version >= "3.10" and python_version < "4.0"
-postgrest==0.16.11 ; python_version >= "3.10" and python_version < "4.0"
-propcache==0.2.0 ; python_version >= "3.10" and python_version < "4.0"
-pycparser==2.22 ; python_version >= "3.10" and python_version < "4.0" and platform_python_implementation != "PyPy"
-pydantic==1.10.16 ; python_version >= "3.10" and python_version < "4.0"
-pyjwt==2.9.0 ; python_version >= "3.10" and python_version < "4.0"
-pyperclip==1.9.0 ; python_version >= "3.10" and python_version < "4.0"
-python-dateutil==2.9.0.post0 ; python_version >= "3.10" and python_version < "4.0"
-python-dotenv==1.0.1 ; python_version >= "3.10" and python_version < "4.0"
-pytz==2024.2 ; python_version >= "3.10" and python_version < "4.0"
-realtime==2.0.6 ; python_version >= "3.10" and python_version < "4.0"
-requests==2.32.3 ; python_version >= "3.10" and python_version < "4.0"
-sib-api-v3-sdk==7.6.0 ; python_version >= "3.10" and python_version < "4.0"
-six==1.16.0 ; python_version >= "3.10" and python_version < "4.0"
-sniffio==1.3.1 ; python_version >= "3.10" and python_version < "4.0"
-storage3==0.8.2 ; python_version >= "3.10" and python_version < "4.0"
-stravalib==1.7 ; python_version >= "3.10" and python_version < "4.0"
-strenum==0.4.15 ; python_version >= "3.10" and python_version < "4.0"
-supabase==2.8.0 ; python_version >= "3.10" and python_version < "4.0"
-supafunc==0.6.2 ; python_version >= "3.10" and python_version < "4.0"
-tqdm==4.67.0 ; python_version >= "3.10" and python_version < "4.0"
-types-python-dateutil==2.9.0.20241003 ; python_version >= "3.10" and python_version < "4.0"
-typing-extensions==4.12.2 ; python_version >= "3.10" and python_version < "4.0"
-urllib3==2.2.2 ; python_version >= "3.10" and python_version < "4.0"
-websockets==13.1 ; python_version >= "3.10" and python_version < "4.0"
-yarl==1.17.1 ; python_version >= "3.10" and python_version < "4.0"
diff --git a/scripts/build.sh b/scripts/build.sh
index 1e5f005..59f67a0 100755
--- a/scripts/build.sh
+++ b/scripts/build.sh
@@ -1,5 +1,7 @@
 #!/bin/bash
 
+cd lambda
+
 rm -rf package
 rm -f function.zip
 
@@ -10,4 +12,6 @@ cd package || exit
 zip -r ../function.zip .
 cd ..
 
-zip -r function.zip src 
\ No newline at end of file
+zip -r function.zip src 
+
+mv function.zip ..
\ No newline at end of file
diff --git a/scripts/code2clipboard.py b/scripts/code2clipboard.py
index 663a10a..6b57e80 100644
--- a/scripts/code2clipboard.py
+++ b/scripts/code2clipboard.py
@@ -7,7 +7,7 @@
 def get_code_files(directory: str, extensions: List[str]) -> List[str]:
     """
     Recursively finds all code files in the given directory with specified extensions,
-    strictly ignoring any path containing 'node_modules'.
+    strictly ignoring any path containing 'node_modules', '.next', or '.venv'.
 
     :param directory: Directory to search for code files.
     :param extensions: List of file extensions to include.
@@ -15,7 +15,7 @@ def get_code_files(directory: str, extensions: List[str]) -> List[str]:
     """
     code_files = []
     for root, _, files in os.walk(directory):
-        if "node_modules" in root or ".next" in root:
+        if "node_modules" in root or ".next" in root or ".venv" in root:
             continue
 
         code_files.extend(
@@ -58,7 +58,9 @@ def copy_code_to_clipboard() -> None:
         ".jsx",
         ".swift",
         ".plist",
-        ".xcbkptlist"
+        ".xcbkptlist",
+        ".toml",
+        ".tf",
     ]
     directory = os.getcwd()
     code_files = get_code_files(directory, extensions)
diff --git a/test.ipynb b/test.ipynb
deleted file mode 100644
index 7ab79cb..0000000
--- a/test.ipynb
+++ /dev/null
@@ -1,114 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:httpx:HTTP Request: GET https://ehgwtyfhzmnvvxrvyije.supabase.co/rest/v1/user?select=%2A&athlete_id=eq.98390356 \"HTTP/2 200 OK\"\n",
-      "INFO:httpx:HTTP Request: GET https://ehgwtyfhzmnvvxrvyije.supabase.co/rest/v1/user_auth?select=%2A&athlete_id=eq.98390356 \"HTTP/2 200 OK\"\n",
-      "INFO:httpx:HTTP Request: GET https://ehgwtyfhzmnvvxrvyije.supabase.co/rest/v1/training_week?select=training_week&athlete_id=eq.98390356&order=created_at.desc&limit=1 \"HTTP/2 200 OK\"\n",
-      "INFO:stravalib.protocol.ApiV3:GET 'https://www.strava.com/api/v3/athlete/activities' with params {'before': 1730851992, 'after': 1730243592, 'page': 1, 'per_page': 200}\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sessions=[TrainingSession(day=<Day.MON: 'Mon'>, session_type=<SessionType.EASY: 'easy run'>, distance=8.37, notes='easy pace', completed=True), TrainingSession(day=<Day.TUES: 'Tues'>, session_type=<SessionType.MODERATE: 'moderate run'>, distance=5.0, notes='Maintain a steady but comfortable pace.', completed=False), TrainingSession(day=<Day.WED: 'Wed'>, session_type=<SessionType.SPEED: 'speed workout'>, distance=6.0, notes='2x2mi at 7m 30s pace with rest intervals.', completed=False), TrainingSession(day=<Day.THURS: 'Thurs'>, session_type=<SessionType.REST: 'rest day'>, distance=0.0, notes='Complete rest to recover.', completed=False), TrainingSession(day=<Day.FRI: 'Fri'>, session_type=<SessionType.EASY: 'easy run'>, distance=5.63, notes='Easy pace, focus on form and breathing.', completed=False), TrainingSession(day=<Day.SAT: 'Sat'>, session_type=<SessionType.REST: 'rest day'>, distance=0.0, notes='Use this day to fully rest before the long run.', completed=False), TrainingSession(day=<Day.SUN: 'Sun'>, session_type=<SessionType.LONG: 'long run'>, distance=13.0, notes='Maintain a comfortable pace, ensure hydration and nutrition.', completed=False)]\n",
-      "[ActivitySummary(date='Monday, November 04, 2024', distance_in_miles=8.37, elevation_gain_in_feet=173.88, pace_minutes_per_mile=9.66), ActivitySummary(date='Tuesday, November 05, 2024', distance_in_miles=1.02, elevation_gain_in_feet=0.0, pace_minutes_per_mile=10.02)]\n",
-      "You are a talented running coach with years of experience. You have been hired by a client to help them improve their running performance. Note: convert pace values where applicable e.g. 7.5 -> 7m 30s.\n",
-      "Client Preferences: race_distance=<RaceDistance.MARATHON: 'marathon'> ideal_training_week=[TheoreticalTrainingSession(day=<Day.SAT: 'Sat'>, session_type=<SessionType.LONG: 'long run'>), TheoreticalTrainingSession(day=<Day.SUN: 'Sun'>, session_type=<SessionType.REST: 'rest day'>)]\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
-      "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
-      "INFO:httpx:HTTP Request: POST https://ehgwtyfhzmnvvxrvyije.supabase.co/rest/v1/training_week \"HTTP/2 201 Created\"\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sessions=[TrainingSession(day=<Day.MON: 'Mon'>, session_type=<SessionType.EASY: 'easy run'>, distance=8.37, notes='Completed an easy run with an elevation gain of 173.88 feet. Pace was 9m 40s per mile.', completed=True), TrainingSession(day=<Day.TUES: 'Tues'>, session_type=<SessionType.EASY: 'easy run'>, distance=1.02, notes='Short recovery run with no elevation gain. Pace was 10m 1s per mile.', completed=True), TrainingSession(day=<Day.WED: 'Wed'>, session_type=<SessionType.SPEED: 'speed workout'>, distance=7.5, notes='2x2mi at 7m 30s pace with rest intervals, plus an additional 1.5 miles at an easy pace.', completed=False), TrainingSession(day=<Day.THURS: 'Thurs'>, session_type=<SessionType.REST: 'rest day'>, distance=0.0, notes='Complete rest to recover.', completed=False), TrainingSession(day=<Day.FRI: 'Fri'>, session_type=<SessionType.EASY: 'easy run'>, distance=7.11, notes='Easy pace, focus on form and breathing, including an additional 1.48 miles at an easy pace.', completed=False), TrainingSession(day=<Day.SAT: 'Sat'>, session_type=<SessionType.REST: 'rest day'>, distance=0.0, notes='Use this day to fully rest before the long run.', completed=False), TrainingSession(day=<Day.SUN: 'Sun'>, session_type=<SessionType.LONG: 'long run'>, distance=13.0, notes='Maintain a comfortable pace, ensure hydration and nutrition.', completed=False)]\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:httpx:HTTP Request: GET https://ehgwtyfhzmnvvxrvyije.supabase.co/rest/v1/user_auth?select=%2A&athlete_id=eq.98390356 \"HTTP/2 200 OK\"\n",
-      "INFO:root:Sending push notification with token: ff27dd2c...\n",
-      "INFO:httpx:HTTP Request: POST https://api.push.apple.com/3/device/ff27dd2c813efb25194f614c3be1829dce114f288dd03bde0e86169fae8f3d1f \"HTTP/2 200 OK\"\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'success': True}"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import os\n",
-    "\n",
-    "from src.update_pipeline import update_training_week\n",
-    "from src.types.update_pipeline import ExeType\n",
-    "from src.supabase_client import get_user\n",
-    "\n",
-    "USER = get_user(os.environ[\"JAMIES_ATHLETE_ID\"])\n",
-    "update_training_week(USER, ExeType.MID_WEEK)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": ".venv",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}