diff --git a/.env.example b/.env.example
new file mode 100644
index 0000000..7ffa8f7
--- /dev/null
+++ b/.env.example
@@ -0,0 +1,21 @@
+POSTGRES_USER=appuser
+POSTGRES_PASSWORD=secret
+POSTGRES_DB=appdb
+POSTGRES_HOST=postgres
+POSTGRES_PORT=5432
+
+DATABASE_URL=postgresql+asyncpg://appuser:secret@postgres:5432/appdb
+SYNC_DATABASE_URL=postgresql://appuser:secret@postgres:5432/appdb
+
+REDIS_URL=redis://redis:6379/0
+
+GAPGPT_API_KEY=
+OPENAI_API_KEY=
+
+TELEGRAM_BOT_TOKEN=
+
+RESUME_PATH=/data/resume.txt
+
+BACKEND_PORT=8000
+FRONTEND_PORT=3000
+TELBOT_PORT=8080
diff --git a/.gitignore b/.gitignore
index 3d67c40..9c3887e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 .env
-extracted_for_ai.text
\ No newline at end of file
+__pycache__/
+
diff --git a/commands/__pycache__/__init__.cpython-310.pyc b/commands/__pycache__/__init__.cpython-310.pyc
deleted file mode 100644
index 111eba7..0000000
Binary files a/commands/__pycache__/__init__.cpython-310.pyc and /dev/null differ
diff --git a/commands/__pycache__/query_handler.cpython-310.pyc b/commands/__pycache__/query_handler.cpython-310.pyc
deleted file mode 100644
index 51d2c49..0000000
Binary files a/commands/__pycache__/query_handler.cpython-310.pyc and /dev/null differ
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..e4e761f
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,62 @@
+version: '3.8'
+services:
+  postgres:
+    image: postgres:15-alpine
+    env_file: .env
+    volumes:
+      - db_data:/var/lib/postgresql/data
+
+  pgbouncer:
+    image: edoburu/pgbouncer:latest
+    volumes:
+      - ./services/pgbouncer/pgbouncer.ini:/etc/pgbouncer/pgbouncer.ini
+      - ./services/pgbouncer/userlist.txt:/etc/pgbouncer/userlist.txt
+    env_file: .env
+    depends_on:
+      - postgres
+
+  redis:
+    image: redis:7-alpine
+    command: ["redis-server","--maxmemory","256mb","--maxmemory-policy","allkeys-lru"]
+
+  backend:
+    build: ./services/backend
+    env_file: .env
+    ports:
+      - "${BACKEND_PORT}:8000"
+    depends_on:
+      - pgbouncer
+      - redis
+
+  rq-worker:
+    build: ./services/backend
+    env_file: .env
+    entrypoint: ["rq","worker","--url","${REDIS_URL}","default"]
+    depends_on:
+      - backend
+      - redis
+
+  frontend:
+    build: ./services/frontend
+    env_file: .env
+    ports:
+      - "${FRONTEND_PORT}:3000"
+    depends_on:
+      - backend
+
+  telbot:
+    build: ./services/telbot
+    env_file: .env
+    depends_on:
+      - postgres
+    command: ["python","bot.py"]
+
+  resume-pipeline:
+    build: ./services/resume_pipeline
+    env_file: .env
+    volumes:
+      - ./data:/data
+    command: ["python","run_pipeline.py"]
+
+volumes:
+  db_data:
diff --git a/requirements.txt b/requirements.txt
index ad2f548..0aacb38 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,3 +11,6 @@ langchain_openai
 sqlalchemy
 tenacity
 matplotlib
+psycopg2-binary
+requests
+beautifulsoup4
diff --git a/commands/__init__.py b/services/__init__.py
similarity index 100%
rename from commands/__init__.py
rename to services/__init__.py
diff --git a/services/backend/Dockerfile b/services/backend/Dockerfile
new file mode 100644
index 0000000..d89bca0
--- /dev/null
+++ b/services/backend/Dockerfile
@@ -0,0 +1,10 @@
+FROM python:3.11-slim AS builder
+WORKDIR /app
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+FROM python:3.11-slim
+WORKDIR /app
+COPY --from=builder /usr/local/lib/python3.11/site-packages /usr/local/lib/python3.11/site-packages
+COPY . .
+CMD ["uvicorn","main:app","--host","0.0.0.0","--port","8000"]
diff --git a/services/backend/__init__.py b/services/backend/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/services/backend/db.py b/services/backend/db.py
new file mode 100644
index 0000000..7993729
--- /dev/null
+++ b/services/backend/db.py
@@ -0,0 +1,11 @@
+import os
+from sqlalchemy.ext.asyncio import create_async_engine, AsyncSession
+from sqlalchemy.orm import sessionmaker
+
+DATABASE_URL = os.getenv("DATABASE_URL")
+engine = create_async_engine(DATABASE_URL, echo=False)
+AsyncSessionLocal = sessionmaker(engine, class_=AsyncSession, expire_on_commit=False)
+
+async def get_db():
+    async with AsyncSessionLocal() as session:
+        yield session
diff --git a/services/backend/main.py b/services/backend/main.py
new file mode 100644
index 0000000..b6ab15f
--- /dev/null
+++ b/services/backend/main.py
@@ -0,0 +1,11 @@
+from fastapi import FastAPI, Depends
+from sqlalchemy import select
+from .db import get_db
+from .models import Item
+
+app = FastAPI()
+
+@app.get("/items")
+async def list_items(db=Depends(get_db)):
+    result = await db.execute(select(Item))
+    return result.scalars().all()
diff --git a/services/backend/models.py b/services/backend/models.py
new file mode 100644
index 0000000..80c4d17
--- /dev/null
+++ b/services/backend/models.py
@@ -0,0 +1,11 @@
+from sqlalchemy.orm import declarative_base
+from sqlalchemy import Column, Integer, String, Text
+
+Base = declarative_base()
+
+class Item(Base):
+    __tablename__ = "items"
+    id = Column(Integer, primary_key=True)
+    name = Column(String(100))
+    description = Column(Text)
+    status = Column(String(20))
diff --git a/services/backend/requirements.txt b/services/backend/requirements.txt
new file mode 100644
index 0000000..c46f197
--- /dev/null
+++ b/services/backend/requirements.txt
@@ -0,0 +1,7 @@
+fastapi
+uvicorn[standard]
+asyncpg
+sqlalchemy
+psycopg2-binary
+redis
+rq
diff --git a/services/backend/rq_worker.py b/services/backend/rq_worker.py
new file mode 100644
index 0000000..ad6d7d0
--- /dev/null
+++ b/services/backend/rq_worker.py
@@ -0,0 +1,11 @@
+import os
+from rq import Worker, Queue, Connection
+import redis
+
+redis_url = os.getenv("REDIS_URL")
+conn = redis.from_url(redis_url)
+
+if __name__ == "__main__":
+    with Connection(conn):
+        worker = Worker(["default"])
+        worker.work()
diff --git a/services/frontend/Dockerfile b/services/frontend/Dockerfile
new file mode 100644
index 0000000..75d5a75
--- /dev/null
+++ b/services/frontend/Dockerfile
@@ -0,0 +1,9 @@
+FROM node:18-alpine AS builder
+WORKDIR /app
+COPY package.json yarn.lock ./
+RUN yarn install
+COPY . .
+RUN yarn build
+
+FROM nginx:alpine
+COPY --from=builder /app/build /usr/share/nginx/html
diff --git a/services/frontend/package.json b/services/frontend/package.json
new file mode 100644
index 0000000..1867c57
--- /dev/null
+++ b/services/frontend/package.json
@@ -0,0 +1,11 @@
+{
+  "name": "frontend",
+  "version": "1.0.0",
+  "dependencies": {
+    "react": "^18.0.0",
+    "react-dom": "^18.0.0"
+  },
+  "scripts": {
+    "build": "echo building frontend"
+  }
+}
diff --git a/services/frontend/src/components/ItemsTable.jsx b/services/frontend/src/components/ItemsTable.jsx
new file mode 100644
index 0000000..9851d41
--- /dev/null
+++ b/services/frontend/src/components/ItemsTable.jsx
@@ -0,0 +1,3 @@
+export default function ItemsTable() {
+  return null;
+}
diff --git a/services/frontend/src/index.jsx b/services/frontend/src/index.jsx
new file mode 100644
index 0000000..631f94b
--- /dev/null
+++ b/services/frontend/src/index.jsx
@@ -0,0 +1 @@
+console.log('frontend placeholder');
diff --git a/services/frontend/yarn.lock b/services/frontend/yarn.lock
new file mode 100644
index 0000000..a64f6fb
--- /dev/null
+++ b/services/frontend/yarn.lock
@@ -0,0 +1 @@
+# lockfile
diff --git a/services/pgbouncer/pgbouncer.ini b/services/pgbouncer/pgbouncer.ini
new file mode 100644
index 0000000..9f9d35b
--- /dev/null
+++ b/services/pgbouncer/pgbouncer.ini
@@ -0,0 +1,6 @@
+[databases]
+appdb = host=postgres port=5432 dbname=appdb user=appuser password=secret
+
+[pgbouncer]
+listen_port = 6432
+listen_addr = 0.0.0.0
diff --git a/services/pgbouncer/userlist.txt b/services/pgbouncer/userlist.txt
new file mode 100644
index 0000000..e652c79
--- /dev/null
+++ b/services/pgbouncer/userlist.txt
@@ -0,0 +1 @@
+"appuser" "secret"
diff --git a/services/postgres/init.sql b/services/postgres/init.sql
new file mode 100644
index 0000000..a1b4570
--- /dev/null
+++ b/services/postgres/init.sql
@@ -0,0 +1,13 @@
+-- optional schema
+CREATE TABLE IF NOT EXISTS jobs (
+    id SERIAL PRIMARY KEY,
+    url TEXT,
+    page_html TEXT,
+    requirements TEXT
+);
+CREATE TABLE IF NOT EXISTS items (
+    id SERIAL PRIMARY KEY,
+    name TEXT,
+    description TEXT,
+    status TEXT
+);
diff --git a/services/resume_pipeline/Dockerfile b/services/resume_pipeline/Dockerfile
new file mode 100644
index 0000000..ac46952
--- /dev/null
+++ b/services/resume_pipeline/Dockerfile
@@ -0,0 +1,6 @@
+FROM python:3.11-slim
+WORKDIR /app
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+COPY . .
+CMD ["python","run_pipeline.py"]
diff --git a/services/resume_pipeline/__init__.py b/services/resume_pipeline/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/services/resume_pipeline/database.py b/services/resume_pipeline/database.py
new file mode 100644
index 0000000..8bc8cd7
--- /dev/null
+++ b/services/resume_pipeline/database.py
@@ -0,0 +1,35 @@
+import os
+from contextlib import contextmanager
+import psycopg2
+from psycopg2.pool import SimpleConnectionPool
+
+DATABASE_URL = os.getenv("DATABASE_URL")
+
+if not DATABASE_URL:
+    raise RuntimeError("DATABASE_URL environment variable is required")
+
+pool = SimpleConnectionPool(minconn=1, maxconn=5, dsn=DATABASE_URL)
+
+@contextmanager
+def get_conn():
+    conn = pool.getconn()
+    try:
+        yield conn
+    finally:
+        pool.putconn(conn)
+
+def fetch_job_urls(limit=10):
+    """Return a list of (id, url) tuples from the jobs table."""
+    query = "SELECT id, url FROM jobs WHERE url IS NOT NULL LIMIT %s"
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute(query, (limit,))
+            return cur.fetchall()
+
+def store_job_page(job_id, html, requirements_text):
+    """Store downloaded HTML and extracted requirements for a job."""
+    query = "UPDATE jobs SET page_html=%s, requirements=%s WHERE id=%s"
+    with get_conn() as conn:
+        with conn.cursor() as cur:
+            cur.execute(query, (html, requirements_text, job_id))
+            conn.commit()
diff --git a/services/resume_pipeline/requirements.txt b/services/resume_pipeline/requirements.txt
new file mode 100644
index 0000000..513f296
--- /dev/null
+++ b/services/resume_pipeline/requirements.txt
@@ -0,0 +1,4 @@
+psycopg2-binary
+requests
+beautifulsoup4
+openai
diff --git a/services/resume_pipeline/resume_generator.py b/services/resume_pipeline/resume_generator.py
new file mode 100644
index 0000000..c7e4b5d
--- /dev/null
+++ b/services/resume_pipeline/resume_generator.py
@@ -0,0 +1,17 @@
+import os
+import openai
+
+openai.api_key = os.getenv("OPENAI_API_KEY")
+
+PROMPT = (
+    "You are a helpful assistant that rewrites a resume to match a job description." 
+    "Return the improved resume in plain text."
+)
+
+def generate_resume(resume_text: str, job_requirements: str) -> str:
+    messages = [
+        {"role": "system", "content": PROMPT},
+        {"role": "user", "content": f"Resume:\n{resume_text}\n\nJob requirements:\n{job_requirements}"},
+    ]
+    resp = openai.ChatCompletion.create(model="gpt-3.5-turbo", messages=messages)
+    return resp.choices[0].message.content.strip()
diff --git a/services/resume_pipeline/resume_parser.py b/services/resume_pipeline/resume_parser.py
new file mode 100644
index 0000000..70310e0
--- /dev/null
+++ b/services/resume_pipeline/resume_parser.py
@@ -0,0 +1,8 @@
+from pathlib import Path
+
+def load_resume(path: str) -> str:
+    """Load resume text from a file."""
+    p = Path(path)
+    if not p.exists():
+        raise FileNotFoundError(path)
+    return p.read_text()
diff --git a/services/resume_pipeline/run_pipeline.py b/services/resume_pipeline/run_pipeline.py
new file mode 100644
index 0000000..162eeef
--- /dev/null
+++ b/services/resume_pipeline/run_pipeline.py
@@ -0,0 +1,25 @@
+import os
+from database import fetch_job_urls, store_job_page
+from scraper import download_job_page, parse_requirements
+from resume_parser import load_resume
+from resume_generator import generate_resume
+
+RESUME_PATH = os.getenv("RESUME_PATH", "resume.txt")
+
+
+def main():
+    resume_text = load_resume(RESUME_PATH)
+    jobs = fetch_job_urls(limit=1)
+    for job_id, url in jobs:
+        html = download_job_page(url)
+        reqs = parse_requirements(html)
+        new_resume = generate_resume(resume_text, reqs)
+        store_job_page(job_id, html, reqs)
+        out_file = f"resume_{job_id}.txt"
+        with open(out_file, "w") as f:
+            f.write(new_resume)
+        print(f"Generated resume for job {job_id} -> {out_file}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/services/resume_pipeline/scraper.py b/services/resume_pipeline/scraper.py
new file mode 100644
index 0000000..043a35a
--- /dev/null
+++ b/services/resume_pipeline/scraper.py
@@ -0,0 +1,26 @@
+import requests
+from bs4 import BeautifulSoup
+from typing import Tuple
+
+HEADERS = {"User-Agent": "Mozilla/5.0"}
+
+def download_job_page(url: str) -> str:
+    resp = requests.get(url, headers=HEADERS, timeout=10)
+    resp.raise_for_status()
+    return resp.text
+
+def parse_requirements(html: str) -> str:
+    soup = BeautifulSoup(html, "html.parser")
+    # Simple heuristic: extract bullet lists under sections containing 'requirement'
+    sections = soup.find_all(text=lambda t: t and 'require' in t.lower())
+    if not sections:
+        return ""
+    # Gather sibling lists or paragraphs
+    requirements = []
+    for s in sections:
+        parent = s.parent
+        ul = parent.find_next("ul")
+        if ul:
+            items = [li.get_text(" ", strip=True) for li in ul.find_all("li")]
+            requirements.extend(items)
+    return "\n".join(requirements)
diff --git a/services/telbot/Dockerfile b/services/telbot/Dockerfile
new file mode 100644
index 0000000..3aa49a4
--- /dev/null
+++ b/services/telbot/Dockerfile
@@ -0,0 +1,6 @@
+FROM python:3.11-slim
+WORKDIR /app
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+COPY . .
+CMD ["python","bot.py"]
diff --git a/services/telbot/__init__.py b/services/telbot/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/bot.py b/services/telbot/bot.py
similarity index 100%
rename from bot.py
rename to services/telbot/bot.py
diff --git a/services/telbot/commands/__init__.py b/services/telbot/commands/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/commands/query_handler.py b/services/telbot/commands/query_handler.py
similarity index 100%
rename from commands/query_handler.py
rename to services/telbot/commands/query_handler.py
diff --git a/commands/query_handler.py.old b/services/telbot/commands/query_handler.py.old
similarity index 100%
rename from commands/query_handler.py.old
rename to services/telbot/commands/query_handler.py.old
diff --git a/commands/query_handler.py.old2 b/services/telbot/commands/query_handler.py.old2
similarity index 100%
rename from commands/query_handler.py.old2
rename to services/telbot/commands/query_handler.py.old2
diff --git a/commands/query_handler.py.withopenaiapi b/services/telbot/commands/query_handler.py.withopenaiapi
similarity index 100%
rename from commands/query_handler.py.withopenaiapi
rename to services/telbot/commands/query_handler.py.withopenaiapi
diff --git a/services/telbot/requirements.txt b/services/telbot/requirements.txt
new file mode 100644
index 0000000..0aacb38
--- /dev/null
+++ b/services/telbot/requirements.txt
@@ -0,0 +1,16 @@
+python-telegram-bot==13.7
+pandas
+numpy
+plotly
+python-dotenv
+openai
+langchain
+langchain_community
+langchain_experimental
+langchain_openai
+sqlalchemy
+tenacity
+matplotlib
+psycopg2-binary
+requests
+beautifulsoup4
diff --git a/test_openai_api.py b/test_openai_api.py
index db6bbd9..c25634b 100644
--- a/test_openai_api.py
+++ b/test_openai_api.py
@@ -1,49 +1,30 @@
 #!/usr/bin/env python3
 import os
-import sys
+import pytest
 
 try:
     import openai
-except ImportError:
-    print("Please install the OpenAI library first:\n    pip install openai")
-    sys.exit(1)
+except ImportError:  # pragma: no cover - dependency missing
+    openai = None
+
 
 def test_openai_api():
-    # 1. Load API key
+    if openai is None:
+        pytest.skip("openai package not installed")
     api_key = os.getenv("OPENAI_API_KEY")
     if not api_key:
-        print("ERROR: OPENAI_API_KEY environment variable is not set.")
-        return False
+        pytest.skip("OPENAI_API_KEY not configured")
 
     openai.api_key = api_key
+    resp = openai.models.list()
+    assert hasattr(resp, "data")
 
-    # 2. Try to list models using the new API
-    try:
-        print("Listing models…")
-        resp = openai.models.list()
-        # resp is a SyncPage of Model objects, so use .data
-        models = resp.data  
-        print(f"✅ Successfully retrieved {len(models)} models.")
-    except Exception as e:
-        print(f"❌ Failed to list models: {e}")
-        return False
-
-    # 3. Send a quick chat completion
-    try:
-        print("Sending test completion…")
-        chat = openai.ChatCompletion.create(
-            model="gpt-3.5-turbo",  # widely available model
-            messages=[{"role": "user", "content": "Say hello in one word."}],
-            temperature=0
-        )
-        content = chat.choices[0].message.content.strip()
-        print(f"✅ Completion succeeded: “{content}”")
-    except Exception as e:
-        print(f"❌ Chat completion failed: {e}")
-        return False
-
-    return True
+    chat = openai.ChatCompletion.create(
+        model="gpt-3.5-turbo",
+        messages=[{"role": "user", "content": "Say hello in one word."}],
+        temperature=0,
+    )
+    assert chat.choices[0].message.content
 
 if __name__ == "__main__":
-    success = test_openai_api()
-    sys.exit(0 if success else 1)
+    test_openai_api()
diff --git a/tests/test_scraper.py b/tests/test_scraper.py
new file mode 100644
index 0000000..4352094
--- /dev/null
+++ b/tests/test_scraper.py
@@ -0,0 +1,13 @@
+from services.resume_pipeline.scraper import parse_requirements
+
+sample_html = """
+<html><body>
+<h2>Job Requirements</h2>
+<ul><li>Python</li><li>SQL</li></ul>
+</body></html>
+"""
+
+def test_parse_requirements():
+    text = parse_requirements(sample_html)
+    assert "Python" in text
+    assert "SQL" in text