diff --git a/config/__pycache__/settings.cpython-311.pyc b/config/__pycache__/settings.cpython-311.pyc
index 5be02db..6cfabd5 100644
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diff --git a/config/__pycache__/urls.cpython-311.pyc b/config/__pycache__/urls.cpython-311.pyc
index 28817aa..69b1eb0 100644
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diff --git a/config/settings.py b/config/settings.py
index 291d043..5c208b3 100644
--- a/config/settings.py
+++ b/config/settings.py
@@ -56,6 +56,7 @@ INSTALLED_APPS = [
     'django.contrib.messages',
     'django.contrib.staticfiles',
     'core',
+    'signals',
 ]
 
 MIDDLEWARE = [
diff --git a/config/urls.py b/config/urls.py
index bcfc074..c19926c 100644
--- a/config/urls.py
+++ b/config/urls.py
@@ -22,6 +22,7 @@ from django.conf.urls.static import static
 urlpatterns = [
     path("admin/", admin.site.urls),
     path("", include("core.urls")),
+    path("api/", include("signals.urls")),
 ]
 
 if settings.DEBUG:
diff --git a/requirements.txt b/requirements.txt
index e22994c..c494051 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,4 @@
 Django==5.2.7
 mysqlclient==2.2.7
 python-dotenv==1.1.1
+ccxt
diff --git a/signals/__init__.py b/signals/__init__.py
new file mode 100644
index 0000000..e69de29
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diff --git a/signals/__pycache__/apps.cpython-311.pyc b/signals/__pycache__/apps.cpython-311.pyc
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index 0000000..cc6ca60
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diff --git a/signals/__pycache__/engine.cpython-311.pyc b/signals/__pycache__/engine.cpython-311.pyc
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index 0000000..5cec905
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diff --git a/signals/__pycache__/models.cpython-311.pyc b/signals/__pycache__/models.cpython-311.pyc
new file mode 100644
index 0000000..038ab33
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diff --git a/signals/__pycache__/urls.cpython-311.pyc b/signals/__pycache__/urls.cpython-311.pyc
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index 0000000..0a032de
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diff --git a/signals/__pycache__/views.cpython-311.pyc b/signals/__pycache__/views.cpython-311.pyc
new file mode 100644
index 0000000..1073f34
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diff --git a/signals/admin.py b/signals/admin.py
new file mode 100644
index 0000000..8c38f3f
--- /dev/null
+++ b/signals/admin.py
@@ -0,0 +1,3 @@
+from django.contrib import admin
+
+# Register your models here.
diff --git a/signals/apps.py b/signals/apps.py
new file mode 100644
index 0000000..c819cdb
--- /dev/null
+++ b/signals/apps.py
@@ -0,0 +1,6 @@
+from django.apps import AppConfig
+
+
+class SignalsConfig(AppConfig):
+    default_auto_field = 'django.db.models.BigAutoField'
+    name = 'signals'
diff --git a/signals/engine.py b/signals/engine.py
new file mode 100644
index 0000000..87e665a
--- /dev/null
+++ b/signals/engine.py
@@ -0,0 +1,67 @@
+
+import ccxt
+import pandas as pd
+
+def get_ohlcv(symbol, timeframe):
+    exchange = ccxt.binance()
+    ohlcv = exchange.fetch_ohlcv(symbol, timeframe)
+    df = pd.DataFrame(ohlcv, columns=['timestamp', 'open', 'high', 'low', 'close', 'volume'])
+    df['timestamp'] = pd.to_datetime(df['timestamp'], unit='ms')
+    return df
+
+def get_trend(df):
+    df['ema20'] = df['close'].ewm(span=20, adjust=False).mean()
+    df['ema50'] = df['close'].ewm(span=50, adjust=False).mean()
+    df['rsi'] = 100 - (100 / (1 + df['close'].diff().apply(lambda x: x if x > 0 else 0).ewm(alpha=1/14, adjust=False).mean() / df['close'].diff().apply(lambda x: abs(x) if x < 0 else 0).ewm(alpha=1/14, adjust=False).mean()))
+
+    last_row = df.iloc[-1]
+    if last_row['ema20'] > last_row['ema50'] and last_row['close'] > last_row['ema20'] and last_row['rsi'] > 50:
+        return 'UP'
+    elif last_row['ema20'] < last_row['ema50'] and last_row['close'] < last_row['ema20'] and last_row['rsi'] < 50:
+        return 'DOWN'
+    else:
+        return None
+
+def get_setup(df):
+    df['rsi'] = 100 - (100 / (1 + df['close'].diff().apply(lambda x: x if x > 0 else 0).ewm(alpha=1/14, adjust=False).mean() / df['close'].diff().apply(lambda x: abs(x) if x < 0 else 0).ewm(alpha=1/14, adjust=False).mean()))
+
+    last_row = df.iloc[-1]
+    if last_row['rsi'] > 40 and last_row['rsi'] < 60:
+        return True
+    else:
+        return False
+
+def get_entry(df):
+    df['ema20'] = df['close'].ewm(span=20, adjust=False).mean()
+    df['ema50'] = df['close'].ewm(span=50, adjust=False).mean()
+    df['rsi'] = 100 - (100 / (1 + df['close'].diff().apply(lambda x: x if x > 0 else 0).ewm(alpha=1/14, adjust=False).mean() / df['close'].diff().apply(lambda x: abs(x) if x < 0 else 0).ewm(alpha=1/14, adjust=False).mean()))
+    df['volume_sma20'] = df['volume'].rolling(window=20).mean()
+
+    last_row = df.iloc[-1]
+    if last_row['ema20'] > last_row['ema50'] and last_row['rsi'] > 50 and last_row['close'] > last_row['ema20'] and last_row['volume'] > last_row['volume_sma20']:
+        return 'BUY'
+    elif last_row['ema20'] < last_row['ema50'] and last_row['rsi'] < 50 and last_row['close'] < last_row['ema20'] and last_row['volume'] > last_row['volume_sma20']:
+        return 'SELL'
+    else:
+        return 'WAIT'
+
+def generate_signal(symbol):
+    # 1h trend
+    df_1h = get_ohlcv(symbol, '1h')
+    trend = get_trend(df_1h)
+
+    if trend:
+        # 15m setup
+        df_15m = get_ohlcv(symbol, '15m')
+        setup = get_setup(df_15m)
+
+        if setup:
+            # 5m entry
+            df_5m = get_ohlcv(symbol, '5m')
+            entry = get_entry(df_5m)
+
+            if (trend == 'UP' and entry == 'BUY') or (trend == 'DOWN' and entry == 'SELL'):
+                return entry
+
+    return 'WAIT'
+
diff --git a/signals/migrations/0001_initial.py b/signals/migrations/0001_initial.py
new file mode 100644
index 0000000..2b050a3
--- /dev/null
+++ b/signals/migrations/0001_initial.py
@@ -0,0 +1,47 @@
+# Generated by Django 5.2.7 on 2025-12-28 14:00
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    initial = True
+
+    dependencies = [
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='Backtest',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('symbol', models.CharField(max_length=20)),
+                ('start_date', models.DateTimeField()),
+                ('end_date', models.DateTimeField()),
+                ('profit_loss', models.FloatField()),
+                ('win_rate', models.FloatField()),
+                ('max_drawdown', models.FloatField()),
+                ('timestamp', models.DateTimeField(auto_now_add=True)),
+            ],
+        ),
+        migrations.CreateModel(
+            name='Signal',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('symbol', models.CharField(max_length=20)),
+                ('signal', models.CharField(choices=[('BUY', 'Buy'), ('SELL', 'Sell'), ('WAIT', 'Wait')], max_length=4)),
+                ('timeframe', models.CharField(max_length=10)),
+                ('timestamp', models.DateTimeField(auto_now_add=True)),
+            ],
+        ),
+        migrations.CreateModel(
+            name='ConfidenceScore',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('score', models.FloatField()),
+                ('timestamp', models.DateTimeField(auto_now_add=True)),
+                ('signal', models.OneToOneField(on_delete=django.db.models.deletion.CASCADE, related_name='confidence_score', to='signals.signal')),
+            ],
+        ),
+    ]
diff --git a/signals/migrations/__init__.py b/signals/migrations/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/signals/migrations/__pycache__/0001_initial.cpython-311.pyc b/signals/migrations/__pycache__/0001_initial.cpython-311.pyc
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index 0000000..e45db15
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diff --git a/signals/migrations/__pycache__/__init__.cpython-311.pyc b/signals/migrations/__pycache__/__init__.cpython-311.pyc
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index 0000000..216d77b
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diff --git a/signals/models.py b/signals/models.py
new file mode 100644
index 0000000..21887ff
--- /dev/null
+++ b/signals/models.py
@@ -0,0 +1,36 @@
+from django.db import models
+
+class Signal(models.Model):
+    SIGNAL_CHOICES = [
+        ('BUY', 'Buy'),
+        ('SELL', 'Sell'),
+        ('WAIT', 'Wait'),
+    ]
+
+    symbol = models.CharField(max_length=20)
+    signal = models.CharField(max_length=4, choices=SIGNAL_CHOICES)
+    timeframe = models.CharField(max_length=10)
+    timestamp = models.DateTimeField(auto_now_add=True)
+
+    def __str__(self):
+        return f"{self.symbol} - {self.signal} ({self.timeframe})"
+
+class ConfidenceScore(models.Model):
+    signal = models.OneToOneField(Signal, on_delete=models.CASCADE, related_name='confidence_score')
+    score = models.FloatField()
+    timestamp = models.DateTimeField(auto_now_add=True)
+
+    def __str__(self):
+        return f"{self.signal} - {self.score}"
+
+class Backtest(models.Model):
+    symbol = models.CharField(max_length=20)
+    start_date = models.DateTimeField()
+    end_date = models.DateTimeField()
+    profit_loss = models.FloatField()
+    win_rate = models.FloatField()
+    max_drawdown = models.FloatField()
+    timestamp = models.DateTimeField(auto_now_add=True)
+
+    def __str__(self):
+        return f"Backtest for {self.symbol} from {self.start_date} to {self.end_date}"
\ No newline at end of file
diff --git a/signals/tests.py b/signals/tests.py
new file mode 100644
index 0000000..7ce503c
--- /dev/null
+++ b/signals/tests.py
@@ -0,0 +1,3 @@
+from django.test import TestCase
+
+# Create your tests here.
diff --git a/signals/urls.py b/signals/urls.py
new file mode 100644
index 0000000..258e3c6
--- /dev/null
+++ b/signals/urls.py
@@ -0,0 +1,9 @@
+
+from django.urls import path
+from . import views
+
+app_name = 'signals'
+
+urlpatterns = [
+    path('signal/<str:symbol>/', views.get_signal, name='get_signal'),
+]
diff --git a/signals/views.py b/signals/views.py
new file mode 100644
index 0000000..1ba781e
--- /dev/null
+++ b/signals/views.py
@@ -0,0 +1,6 @@
+from django.http import JsonResponse
+from .engine import generate_signal
+
+def get_signal(request, symbol):
+    signal = generate_signal(symbol)
+    return JsonResponse({'symbol': symbol, 'signal': signal})
\ No newline at end of file
diff --git a/trading/__init__.py b/trading/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/trading/__pycache__/__init__.cpython-311.pyc b/trading/__pycache__/__init__.cpython-311.pyc
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index 0000000..6094d67
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diff --git a/trading/__pycache__/admin.cpython-311.pyc b/trading/__pycache__/admin.cpython-311.pyc
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index 0000000..deb7627
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diff --git a/trading/__pycache__/apps.cpython-311.pyc b/trading/__pycache__/apps.cpython-311.pyc
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index 0000000..b122138
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diff --git a/trading/__pycache__/models.cpython-311.pyc b/trading/__pycache__/models.cpython-311.pyc
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index 0000000..3ad8e50
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diff --git a/trading/__pycache__/signals.cpython-311.pyc b/trading/__pycache__/signals.cpython-311.pyc
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index 0000000..072687e
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diff --git a/trading/admin.py b/trading/admin.py
new file mode 100644
index 0000000..b676649
--- /dev/null
+++ b/trading/admin.py
@@ -0,0 +1,26 @@
+from django.contrib import admin
+from django.contrib.auth.admin import UserAdmin
+from django.contrib.auth.models import User
+from .models import UserProfile, Signal, Trade, Backtest
+
+class UserProfileInline(admin.StackedInline):
+    model = UserProfile
+    can_delete = False
+    verbose_name_plural = 'Profile'
+    fk_name = 'user'
+
+class CustomUserAdmin(UserAdmin):
+    inlines = (UserProfileInline, )
+
+    def get_inline_instances(self, request, obj=None):
+        if not obj:
+            return list()
+        return super(CustomUserAdmin, self).get_inline_instances(request, obj)
+
+
+admin.site.unregister(User)
+admin.site.register(User, CustomUserAdmin)
+
+admin.site.register(Signal)
+admin.site.register(Trade)
+admin.site.register(Backtest)
\ No newline at end of file
diff --git a/trading/apps.py b/trading/apps.py
new file mode 100644
index 0000000..abf4355
--- /dev/null
+++ b/trading/apps.py
@@ -0,0 +1,9 @@
+from django.apps import AppConfig
+
+
+class TradingConfig(AppConfig):
+    default_auto_field = 'django.db.models.BigAutoField'
+    name = 'trading'
+
+    def ready(self):
+        import trading.signals
diff --git a/trading/migrations/0001_initial.py b/trading/migrations/0001_initial.py
new file mode 100644
index 0000000..f4687d2
--- /dev/null
+++ b/trading/migrations/0001_initial.py
@@ -0,0 +1,59 @@
+# Generated by Django 5.2.7 on 2025-12-28 13:55
+
+import django.db.models.deletion
+from django.conf import settings
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    initial = True
+
+    dependencies = [
+        migrations.swappable_dependency(settings.AUTH_USER_MODEL),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='Signal',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('symbol', models.CharField(max_length=20)),
+                ('signal', models.CharField(choices=[('BUY', 'Buy'), ('SELL', 'Sell'), ('WAIT', 'Wait')], max_length=4)),
+                ('confidence', models.FloatField()),
+                ('timestamp', models.DateTimeField(auto_now_add=True)),
+            ],
+        ),
+        migrations.CreateModel(
+            name='Backtest',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('start_date', models.DateTimeField()),
+                ('end_date', models.DateTimeField()),
+                ('results', models.JSONField()),
+                ('timestamp', models.DateTimeField(auto_now_add=True)),
+                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
+            ],
+        ),
+        migrations.CreateModel(
+            name='Trade',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('symbol', models.CharField(max_length=20)),
+                ('entry_price', models.FloatField()),
+                ('exit_price', models.FloatField(blank=True, null=True)),
+                ('entry_timestamp', models.DateTimeField()),
+                ('exit_timestamp', models.DateTimeField(blank=True, null=True)),
+                ('signal', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='trading.signal')),
+                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
+            ],
+        ),
+        migrations.CreateModel(
+            name='UserProfile',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('role', models.CharField(choices=[('Free', 'Free'), ('Pro', 'Pro'), ('Admin', 'Admin')], default='Free', max_length=10)),
+                ('user', models.OneToOneField(on_delete=django.db.models.deletion.CASCADE, related_name='profile', to=settings.AUTH_USER_MODEL)),
+            ],
+        ),
+    ]
diff --git a/trading/migrations/__init__.py b/trading/migrations/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/trading/migrations/__pycache__/0001_initial.cpython-311.pyc b/trading/migrations/__pycache__/0001_initial.cpython-311.pyc
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index 0000000..827589f
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diff --git a/trading/migrations/__pycache__/__init__.cpython-311.pyc b/trading/migrations/__pycache__/__init__.cpython-311.pyc
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index 0000000..20b9a48
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diff --git a/trading/models.py b/trading/models.py
new file mode 100644
index 0000000..e6a9f0c
--- /dev/null
+++ b/trading/models.py
@@ -0,0 +1,50 @@
+from django.db import models
+from django.contrib.auth.models import User
+
+class UserProfile(models.Model):
+    USER_ROLE_CHOICES = (
+        ('Free', 'Free'),
+        ('Pro', 'Pro'),
+        ('Admin', 'Admin'),
+    )
+    user = models.OneToOneField(User, on_delete=models.CASCADE, related_name='profile')
+    role = models.CharField(max_length=10, choices=USER_ROLE_CHOICES, default='Free')
+
+    def __str__(self):
+        return f'{self.user.username} - {self.role}'
+
+class Signal(models.Model):
+    SIGNAL_CHOICES = (
+        ('BUY', 'Buy'),
+        ('SELL', 'Sell'),
+        ('WAIT', 'Wait'),
+    )
+    symbol = models.CharField(max_length=20)
+    signal = models.CharField(max_length=4, choices=SIGNAL_CHOICES)
+    confidence = models.FloatField()
+    timestamp = models.DateTimeField(auto_now_add=True)
+
+    def __str__(self):
+        return f'{self.timestamp} - {self.symbol} - {self.signal}'
+
+class Trade(models.Model):
+    user = models.ForeignKey(User, on_delete=models.CASCADE)
+    symbol = models.CharField(max_length=20)
+    entry_price = models.FloatField()
+    exit_price = models.FloatField(null=True, blank=True)
+    entry_timestamp = models.DateTimeField()
+    exit_timestamp = models.DateTimeField(null=True, blank=True)
+    signal = models.ForeignKey(Signal, on_delete=models.CASCADE)
+
+    def __str__(self):
+        return f'{self.user.username} - {self.symbol}'
+
+class Backtest(models.Model):
+    user = models.ForeignKey(User, on_delete=models.CASCADE)
+    start_date = models.DateTimeField()
+    end_date = models.DateTimeField()
+    results = models.JSONField()
+    timestamp = models.DateTimeField(auto_now_add=True)
+
+    def __str__(self):
+        return f'{self.user.username} - {self.timestamp}'
\ No newline at end of file
diff --git a/trading/signals.py b/trading/signals.py
new file mode 100644
index 0000000..f4951ff
--- /dev/null
+++ b/trading/signals.py
@@ -0,0 +1,16 @@
+from django.db.models.signals import post_save
+from django.dispatch import receiver
+from django.contrib.auth.models import User
+from .models import UserProfile
+
+@receiver(post_save, sender=User)
+def create_user_profile(sender, instance, created, **kwargs):
+    if created:
+        UserProfile.objects.create(user=instance)
+
+@receiver(post_save, sender=User)
+def save_user_profile(sender, instance, **kwargs):
+    try:
+        instance.profile.save()
+    except UserProfile.DoesNotExist:
+        UserProfile.objects.create(user=instance)
diff --git a/trading/tests.py b/trading/tests.py
new file mode 100644
index 0000000..7ce503c
--- /dev/null
+++ b/trading/tests.py
@@ -0,0 +1,3 @@
+from django.test import TestCase
+
+# Create your tests here.
diff --git a/trading/views.py b/trading/views.py
new file mode 100644
index 0000000..91ea44a
--- /dev/null
+++ b/trading/views.py
@@ -0,0 +1,3 @@
+from django.shortcuts import render
+
+# Create your views here.