Code With Python – Telegram
Code With Python
39K subscribers
841 photos
24 videos
22 files
746 links
This channel delivers clear, practical content for developers, covering Python, Django, Data Structures, Algorithms, and DSA – perfect for learning, coding, and mastering key programming skills.
Admin: @HusseinSheikho || @Hussein_Sheikho
Download Telegram
Code With Python
Photo
## 🔹 Practical Example: Weather App
class WeatherApp(QMainWindow):
def __init__(self):
super().__init__()
self.api_key = "YOUR_API_KEY"
self.setup_ui()
self.setup_network()

def setup_ui(self):
self.setWindowTitle(self.tr("Weather App"))

# Location Input
self.location_input = QLineEdit()
search_btn = QPushButton(self.tr("Search"))
search_btn.clicked.connect(self.fetch_weather)

# Weather Display
self.weather_icon = QLabel()
self.weather_icon.setAlignment(Qt.AlignCenter)

self.temp_label = QLabel()
self.temp_label.setAlignment(Qt.AlignCenter)
font = self.temp_label.font()
font.setPointSize(48)
self.temp_label.setFont(font)

self.details_label = QLabel()
self.details_label.setAlignment(Qt.AlignCenter)

# Layout
input_layout = QHBoxLayout()
input_layout.addWidget(self.location_input)
input_layout.addWidget(search_btn)

main_layout = QVBoxLayout()
main_layout.addLayout(input_layout)
main_layout.addWidget(self.weather_icon)
main_layout.addWidget(self.temp_label)
main_layout.addWidget(self.details_label)

container = QWidget()
container.setLayout(main_layout)
self.setCentralWidget(container)

def setup_network(self):
self.manager = QNetworkAccessManager()
self.manager.finished.connect(self.handle_weather_response)

self.icon_manager = QNetworkAccessManager()
self.icon_manager.finished.connect(self.handle_icon_response)

def fetch_weather(self):
location = self.location_input.text()
if not location:
return

url = f"https://api.openweathermap.org/data/2.5/weather?q={location}&appid={self.api_key}&units=metric"
self.manager.get(QNetworkRequest(QUrl(url)))

def handle_weather_response(self, reply):
if reply.error():
QMessageBox.warning(self, self.tr("Error"),
self.tr("Failed to fetch weather data"))
return

data = json.loads(reply.readAll().data().decode('utf-8'))

# Update UI
temp = data['main']['temp']
self.temp_label.setText(f"{temp}°C")

denoscription = data['weather'][0]['denoscription'].capitalize()
humidity = data['main']['humidity']
wind = data['wind']['speed']
self.details_label.setText(
self.tr(f"{denoscription}\nHumidity: {humidity}%\nWind: {wind} m/s"))

# Fetch weather icon
icon_code = data['weather'][0]['icon']
icon_url = f"https://openweathermap.org/img/wn/{icon_code}@2x.png"
self.icon_manager.get(QNetworkRequest(QUrl(icon_url)))

def handle_icon_response(self, reply):
if not reply.error():
pixmap = QPixmap()
pixmap.loadFromData(reply.readAll())
self.weather_icon.setPixmap(pixmap.scaledToWidth(100))


---

## 🔹 Best Practices
1. Handle network errors gracefully - Always check reply.error()
2. Clean up resources - Call deleteLater() on network objects
3. Cache API responses - Reduce unnecessary network calls
4. Use QThread for intensive operations - Keep UI responsive
5. Test translations thoroughly - Verify all UI elements adapt

---

### 📌 What's Next?
In Final Part 6, we'll cover:
➡️ Advanced Architecture Patterns
➡️ Plugin Systems
➡️ Performance Optimization
➡️ Cross-Platform Considerations

#PyQt5 #Networking #Multimedia #Deployment 🚀

Practice Exercise:
1. Build a podcast player with download capability
2. Create a multilingual chat application
3. Implement an auto-updating stock ticker
2
Code With Python
Photo
# 📚 PyQt5 Tutorial - Part 6/6: Advanced Architecture & Optimization
#PyQt5 #AdvancedPatterns #PluginSystem #Performance #CrossPlatform

Welcome to the final installment of our PyQt5 series! This comprehensive lesson explores professional architectural patterns, plugin systems, performance optimization, and cross-platform development strategies.

---

## 🔹 Advanced Architectural Patterns
### 1. Model-View-ViewModel (MVVM)
from PyQt5.QtCore import QObject, pyqtProperty, pyqtSignal

class ViewModel(QObject):
data_changed = pyqtSignal()

def __init__(self):
super().__init__()
self._username = ""
self._password = ""

@pyqtProperty(str, notify=data_changed)
def username(self):
return self._username

@username.setter
def username(self, value):
if self._username != value:
self._username = value
self.data_changed.emit()

@pyqtProperty(str, notify=data_changed)
def password(self):
return self._password

@password.setter
def password(self, value):
if self._password != value:
self._password = value
self.data_changed.emit()

# View binds to ViewModel properties
view_model = ViewModel()
username_edit = QLineEdit()
username_edit.textChanged.connect(view_model.setUsername)
view_model.data_changed.connect(
lambda: username_edit.setText(view_model.username))


### 2. Dependency Injection Container
class Container:
_instance = None

def __init__(self):
self._services = {}

def register(self, name, service):
self._services[name] = service

def resolve(self, name):
return self._services.get(name)

@classmethod
def instance(cls):
if cls._instance is None:
cls._instance = Container()
return cls._instance

# Usage
container = Container.instance()
container.register('database', DatabaseService())
container.register('api', ApiClient())

# In other classes
db_service = container.resolve('database')


### 3. Event Bus Pattern
from PyQt5.QtCore import QObject, pyqtSignal

class EventBus(QObject):
app_started = pyqtSignal()
user_logged_in = pyqtSignal(str) # username
data_loaded = pyqtSignal(dict)

_instance = None

@classmethod
def instance(cls):
if cls._instance is None:
cls._instance = EventBus()
return cls._instance

# Publisher
EventBus.instance().user_logged_in.emit("john_doe")

# Subscriber
EventBus.instance().user_logged_in.connect(
lambda username: print(f"User {username} logged in"))


---

## 🔹 Plugin System Implementation
### 1. Plugin Architecture
# Plugin Interface
class IPlugin:
def initialize(self, app):
raise NotImplementedError

def name(self):
raise NotImplementedError

# Main Application
class Application:
def __init__(self):
self.plugins = []

def load_plugins(self, plugin_dir):
for filename in os.listdir(plugin_dir):
if filename.endswith('.py'):
module_name = filename[:-3]
spec = importlib.util.spec_from_file_location(
module_name, os.path.join(plugin_dir, filename))
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)

for item in dir(module):
obj = getattr(module, item)
if (isinstance(obj, type) and
issubclass(obj, IPlugin) and
obj != IPlugin):
plugin = obj()
plugin.initialize(self)
self.plugins.append(plugin)

# Example Plugin
class WeatherPlugin(IPlugin):
def initialize(self, app):
self.app = app
print(f"WeatherPlugin initialized for {app}")

def name(self):
return "Weather Plugin"
2
Code With Python
Photo
### 2. Dynamic UI Integration
class PluginWidget(QWidget):
def __init__(self, plugin, parent=None):
super().__init__(parent)
self.plugin = plugin
self.setup_ui()

def setup_ui(self):
layout = QVBoxLayout()
noscript = QLabel(f"Plugin: {self.plugin.name()}")
noscript.setStyleSheet("font-weight: bold; font-size: 16px;")

# Let plugin provide its UI
plugin_ui = self.plugin.get_ui()

layout.addWidget(noscript)
layout.addWidget(plugin_ui)
self.setLayout(layout)

# In main window
def load_plugin_uis(self):
for plugin in self.app.plugins:
tab = self.plugin_tabs.addTab(
PluginWidget(plugin), plugin.name())


---

## 🔹 Performance Optimization
### 1. Lazy Loading
class LazyTabWidget(QTabWidget):
def __init__(self):
super().__init__()
self._loaded_tabs = set()
self.currentChanged.connect(self._load_current_tab)

def addTab(self, widget, label):
super().addTab(QLabel("Loading..."), label)
self.setTabData(self.count()-1, widget)

def _load_current_tab(self, index):
if index not in self._loaded_tabs:
widget = self.tabData(index)
self._loaded_tabs.add(index)
self.removeTab(index)
self.insertTab(index, widget, widget.windowTitle())
self.setCurrentIndex(index)


### 2. Efficient Data Handling
class LargeDataModel(QAbstractTableModel):
def __init__(self, data_source):
super().__init__()
self._data_source = data_source # Should implement chunked loading

def rowCount(self, parent=None):
return self._data_source.total_rows()

def columnCount(self, parent=None):
return self._data_source.total_columns()

def data(self, index, role=Qt.DisplayRole):
if not index.isValid() or role != Qt.DisplayRole:
return None

# Load only visible data
if self._data_source.is_loaded(index.row(), index.column()):
return self._data_source.get_data(index.row(), index.column())
else:
# Trigger background loading
self._data_source.request_data(index.row(), index.column())
return "Loading..."


### 3. Memory Management
class ResourceManager:
_instance = None

def __init__(self):
self._resources = {}
self._cache = LRUCache(maxsize=100) # Custom LRU cache

def get_image(self, path):
if path in self._cache:
return self._cache[path]

pixmap = QPixmap(path)
if not pixmap.isNull():
self._cache[path] = pixmap
return pixmap
return None

def cleanup(self):
self._cache.clear()

# Usage
image = ResourceManager.instance().get_image("large_image.png")


---

## 🔹 Cross-Platform Considerations
### 1. Platform-Specific Code
class PlatformUtils:
@staticmethod
def get_config_path():
if sys.platform == "win32":
return os.path.join(os.environ["APPDATA"], "MyApp")
elif sys.platform == "darwin":
return os.path.expanduser("~/Library/Application Support/MyApp")
else: # Linux/Unix
return os.path.expanduser("~/.config/MyApp")

@staticmethod
def open_file_browser(path):
if sys.platform == "win32":
os.startfile(path)
elif sys.platform == "darwin":
subprocess.run(["open", path])
else:
subprocess.run(["xdg-open", path])


### 2. High DPI Support
if hasattr(Qt, 'AA_EnableHighDpiScaling'):
QApplication.setAttribute(Qt.AA_EnableHighDpiScaling, True)
if hasattr(Qt, 'AA_UseHighDpiPixmaps'):
QApplication.setAttribute(Qt.AA_UseHighDpiPixmaps, True)

# In main QApplication
app = QApplication([])
app.setAttribute(Qt.AA_UseStyleSheetPropagationInWidgetStyles, True)
1
Code With Python
Photo
### 3. Dark Mode Detection
def is_dark_mode():
if sys.platform == "darwin":
# MacOS dark mode detection
process = subprocess.Popen(
["defaults", "read", "-g", "AppleInterfaceStyle"],
stdout=subprocess.PIPE, stderr=subprocess.PIPE)
out, _ = process.communicate()
return out.strip() == b"Dark"
elif sys.platform == "win32":
# Windows 10+ dark mode detection
try:
import winreg
key = winreg.OpenKey(
winreg.HKEY_CURRENT_USER,
r"Software\Microsoft\Windows\CurrentVersion\Themes\Personalize")
value, _ = winreg.QueryValueEx(key, "AppsUseLightTheme")
return value == 0
except:
return False
else:
return False # Default to light mode on other platforms


---

## 🔹 Practical Example: Plugin-Based Text Editor
class TextEditor(QMainWindow):
def __init__(self):
super().__init__()
self.plugins = []
self.setup_ui()
self.load_plugins()

def setup_ui(self):
# Core editor
self.editor = QPlainTextEdit()
self.setCentralWidget(self.editor)

# Plugin toolbar
self.plugin_toolbar = QToolBar("Plugins")
self.addToolBar(Qt.LeftToolBarArea, self.plugin_toolbar)

# Plugin menu
self.plugin_menu = self.menuBar().addMenu("Plugins")

def load_plugins(self):
plugin_dir = os.path.join(os.path.dirname(__file__), "plugins")
if not os.path.exists(plugin_dir):
return

for filename in os.listdir(plugin_dir):
if filename.endswith('.py'):
try:
spec = importlib.util.spec_from_file_location(
f"plugins.{filename[:-3]}",
os.path.join(plugin_dir, filename))
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)

for name, obj in inspect.getmembers(module):
if (inspect.isclass(obj) and
issubclass(obj, BasePlugin) and
obj != BasePlugin):
plugin = obj(self)
plugin.initialize()
self.plugins.append(plugin)

# Add to UI
if hasattr(plugin, 'get_toolbar_widget'):
self.plugin_toolbar.addWidget(
plugin.get_toolbar_widget())
if hasattr(plugin, 'get_menu_action'):
self.plugin_menu.addAction(
plugin.get_menu_action())
except Exception as e:
print(f"Failed to load plugin {filename}: {e}")

class BasePlugin:
def __init__(self, editor):
self.editor = editor

def initialize(self):
raise NotImplementedError


---

## 🔹 Best Practices for Production Apps
1. Error Handling
- Implement comprehensive logging
- Use sentry.io for crash reporting
- Create recovery mechanisms

2. Update Strategy
- Implement delta updates
- Support rollback capability
- Verify digital signatures

3. Accessibility
- Set proper widget roles
- Support screen readers
- Ensure keyboard navigation

4. Security
- Sanitize all inputs
- Use HTTPS for network requests
- Secure sensitive data storage

5. Testing
- Unit tests for core logic
- UI tests with QTest
- Cross-platform testing matrix

---

### 🎉 Congratulations on Completing the Series!
You've now mastered:
1. PyQt5 Fundamentals
2. Advanced Widgets & Customization
3. Database Integration & MVC
4. Networking & Multimedia
5. Internationalization & Deployment
6. Advanced Architecture & Optimization

#PyQt5Mastery #ProfessionalGUI #PythonDevelopment 🚀
2
Code With Python
Photo
Final Challenge:
1. Build a plugin-based IDE with your PyQt5 knowledge
2. Create a performant data visualization dashboard
3. Develop a cross-platform productivity app with automatic updates

Remember: The best way to learn is by building real projects. Happy coding! 👨‍💻👩‍💻
Please open Telegram to view this post
VIEW IN TELEGRAM
This channels is for Programmers, Coders, Software Engineers.

0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages

https://news.1rj.ru/str/addlist/8_rRW2scgfRhOTc0

https://news.1rj.ru/str/Codeprogrammer
Please open Telegram to view this post
VIEW IN TELEGRAM
Code With Python
Photo
Here are the top resources to master PyQt5, categorized for different learning styles and skill levels:

---

### 📚 Official Documentation & Core Resources
1. Qt Official Documentation
- The definitive reference for all Qt classes (PyQt5 closely follows Qt's C++ docs)
- *Best for:* Understanding class hierarchies and method signatures

2. Riverbank Computing PyQt5 Official
- Python-specific documentation and licensing details
- *Best for:* Python-specific implementation details

---

### 🎓 Structured Courses
3. Udemy: PyQt5 Masterclass
- Hands-on projects (calculator, database apps, web browsers)
- *Best for:* Visual learners who prefer project-based learning

4. Real Python: PyQt5 Tutorials
- Free high-quality tutorials with practical examples
- *Best for:* Beginners wanting concise, practical introductions

5. ZetCode PyQt5 Tutorial
- Comprehensive free tutorial covering widgets to advanced topics
- *Best for:* Methodical learners who prefer text-based learning

---

### 📖 Books
6. "PyQt5 GUI Application Development" (2023 Edition)
- Covers modern PyQt5 practices including QML integration
- *Best for:* Developers wanting up-to-date best practices

7. "Create GUI Applications with Python & Qt" (Martin Fitzpatrick)
- Available as ebook with free sample chapters
- *Best for:* Practical application development

8. "Rapid GUI Programming with Python and Qt" (Mark Summerfield)
- Classic book covering PyQt fundamentals
- *Best for:* Understanding Qt's design philosophy

---

### 🛠 Tools & Utilities
9. Qt Designer
- Bundled with PyQt5 (pyqt5-tools package)
- Drag-and-drop UI builder (generates .ui files)
- *Tip:* Convert .ui to Python with:

     pyuic5 input.ui -o output.py


10. Eric IDE
- Full-featured Python IDE built with PyQt5
- Includes Qt Designer integration and debugger
- Download here

---

### 💡 Advanced Learning
11. PyQtGraph
- High-performance data visualization library built on PyQt5
- *Best for:* Scientific applications and real-time plotting

12. PyQt6 Migration Guide
- Essential if planning to upgrade to PyQt6
- *Key changes:* Enums, QAction initialization

13. Qt Examples Repository
- Clone the official Qt examples and port them to PyQt5:

      git clone https://code.qt.io/cgit/qt/qtbase.git --branch=5.15


---

### 🎥 Video Resources
14. Python GUIs YouTube Channel
- Free tutorials on PyQt5/PySide2
- *Highlights:* Custom widget tutorials and modern UI techniques

15. FreeCodeCamp PyQt5 Course
- 5-hour comprehensive free course
- *Best for:* Learners who prefer long-form video content

---

### 🌐 Communities
16. Stack Overflow [pyqt] Tag
- Over 30k answered questions
- *Pro tip:* Search with [pyqt] is:answered

17. /r/pyqt on Reddit
- Active community for troubleshooting and sharing projects

18. PyQt Discord Server
- Real-time help from experienced developers
- Invite link: Python GUIs Discord

---

### 🔧 Project Templates
19. PyQt5 Boilerplate
- Pre-configured project with:
- MVC structure
- QSS styling
- Resource management

20. PyQt5-Starter-Template
- Includes:
- Dark/light theme toggle
- High DPI support
- Logging setup

---
2
Code With Python
Photo
### 📱 Mobile & Embedded
21. PyQt for Android (Kivy + PyQt)
- Experimental but working solutions
- *Best for:* Targeting mobile platforms

22. Raspberry Pi PyQt5 Guides
- Optimizing PyQt5 for low-power devices

---

### Key Tips for Effective Learning:
1. Start with Qt Designer – Visual prototyping accelerates learning
2. Convert Qt C++ examples – 90% of Qt's official examples translate directly to PyQt5
3. Master signals/slots early – Core to Qt's event-driven architecture
4. Use `QThread` properly – Critical for responsive UIs
5. Explore QSS styling – Makes your apps look professional with CSS-like syntax

# Example QSS Styling
app.setStyleSheet("""
QPushButton {
background-color: #4CAF50;
border-radius: 4px;
padding: 8px;
}
QLineEdit:focus {
border: 2px solid #2196F3;
}
""")


Which resource to choose?
- Beginners: Start with ZetCode or Real Python tutorials
- Intermediate: Build projects using PyQt5 Boilerplate
- Advanced: Study the Qt source code and contribute to PyQtGraph

Happy coding! 🚀
Please open Telegram to view this post
VIEW IN TELEGRAM
1
🚀 Comprehensive Tutorial: Build a Folder Monitoring & Intruder Detection System in Python

In this comprehensive, step-by-step tutorial, you will learn how to build a real-time folder monitoring and intruder detection system using Python.

🔐 Your Goal:
- Create a background program that:
- Monitors a specific folder on your computer.
- Instantly captures a photo using the webcam whenever someone opens that folder.
- Saves the photo with a timestamp in a secure folder.
- Runs automatically when Windows starts.
- Keeps running until you manually stop it (e.g., via Task Manager or a hotkey).

Read and get code: https://hackmd.io/@husseinsheikho/Build-a-Folder-Monitoring

#Python #Security #FolderMonitoring #IntruderDetection #OpenCV #FaceCapture #Automation #Windows #TaskScheduler #ComputerVision

✉️ Our Telegram channels: https://news.1rj.ru/str/addlist/0f6vfFbEMdAwODBk

📱 Our WhatsApp channel: https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Please open Telegram to view this post
VIEW IN TELEGRAM
4👍1🔥1
🚀 Comprehensive Guide: How to Prepare for a Django Job Interview – 400 Most Common Interview Questions

Are you ready to get a job: https://hackmd.io/@husseinsheikho/django-mcq

#DjangoInterview #Python #WebDevelopment #Django #BackendDevelopment #RESTAPI #Database #Security #Scalability #DevOps #InterviewPrep
6
Python tip:

Using built-in functions makes your code shorter and makes you look like a genius.

Traditional way 👇

def find_max(numbers):
    max_num = numbers[0]
    for num in numbers:
        if num > max_num:
            max_num = num
    return max_num

numbers = [4, 2, 9, 7, 5, 6]
print(find_max(numbers))

# Output: 9


Genius way 👇

def find_max(numbers):
    return max(numbers)

numbers = [4, 2, 9, 7, 5, 6]
print(find_max(numbers))

# Output: 9


👉 @DataScience4
Please open Telegram to view this post
VIEW IN TELEGRAM
8
5 minutes of work - 127,000$ profit!

Opened access to the Jay Welcome Club where the AI bot does all the work itself💻

Usually you pay crazy money to get into this club, but today access is free for everyone!

23,432% on deposit earned by club members in the last 6 months📈

Just follow Jay's trades and earn! 👇

https://news.1rj.ru/str/+mONXtEgVxtU5NmZl
2
Please open Telegram to view this post
VIEW IN TELEGRAM
4
Python Cheat sheet

👉 @DataScience4
Please open Telegram to view this post
VIEW IN TELEGRAM
6
This media is not supported in your browser
VIEW IN TELEGRAM
Another powerful open-source text-to-speech tool for Python has been found on GitHub — Abogen

🌟 link: https://github.com/denizsafak/abogen

It allows you to quickly convert ePub, PDF, or plain text files into high-quality audio with auto-generated synchronized subnoscripts.

Main features:

🔸Support for input files in ePub, PDF, and TXT formats
🔸Generation of natural, smooth speech based on the Kokoro-82M model
🔸Automatic creation of subnoscripts with time stamps
🔸Built-in voice mixer for customizing sound
🔸Support for multiple languages, including Chinese, English, Japanese, and more
🔸Processing multiple files through batch queue

👉 @DataScience4
Please open Telegram to view this post
VIEW IN TELEGRAM
1
Today we're going to start a lesson on web scraping
6👍1🔥1
📘 Ultimate Guide to Web Scraping with Python: Part 1 — Foundations, Tools, and Basic Techniques

Duration: ~60 minutes reading time | Comprehensive introduction to web scraping with Python

Start learn: https://hackmd.io/@husseinsheikho/WS1

https://hackmd.io/@husseinsheikho/WS1#WebScraping #Python #DataScience #WebCrawling #DataExtraction #WebMining #PythonProgramming #DataEngineering #60MinuteRead

✉️ Our Telegram channels: https://news.1rj.ru/str/addlist/0f6vfFbEMdAwODBk

📱 Our WhatsApp channel: https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Please open Telegram to view this post
VIEW IN TELEGRAM
16
Part 2: Advanced Web Scraping Techniques – Mastering Dynamic Content, Authentication, and Large-Scale Data Extraction

Duration: ~60 minutes 😮

Link: https://hackmd.io/@husseinsheikho/WS-2

#WebScraping #AdvancedScraping #Selenium #Scrapy #DataEngineering #Python #APIs #WebAutomation #DataCleaning #AntiScraping

✉️ Our Telegram channels: https://news.1rj.ru/str/addlist/0f6vfFbEMdAwODBk

📱 Our WhatsApp channel: https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Please open Telegram to view this post
VIEW IN TELEGRAM
4👏1
Part 3: Enterprise Web Scraping – Building Scalable, Compliant, and Future-Proof Data Extraction Systems

Duration: ~60 minutes

Link A: https://hackmd.io/@husseinsheikho/WS-3A

Link B (Rest): https://hackmd.io/@husseinsheikho/WS-3B

#EnterpriseScraping #DataEngineering #ScrapyCluster #MachineLearning #RealTimeData #Compliance #WebScraping #BigData #CloudScraping #DataMonetization

✉️ Our Telegram channels: https://news.1rj.ru/str/addlist/0f6vfFbEMdAwODBk

📱 Our WhatsApp channel: https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
Please open Telegram to view this post
VIEW IN TELEGRAM
4
Part 4: Cutting-Edge Web Scraping – AI, Blockchain, Quantum Resistance, and the Future of Data Extraction

Duration: ~60 minutes

Link A: https://hackmd.io/@husseinsheikho/WS-4A

Link B: https://hackmd.io/@husseinsheikho/WS-4B

#AIWebScraping #BlockchainData #QuantumScraping #EthicalAI #FutureProof #SelfHealingScrapers #DataSovereignty #LLM #Web3 #Innovation
3