Linux SOCKS5 Proxy

There is often no need to use a proxy server on PS4. However, using a proxy can achieve the following results:

opening access to inaccessible social networks and streaming sites; removal of the block on a personal IP; anonymous use of services; increasing account protection from hacking and network attacks. Without the need to use a proxy server on PS4 makes no sense.

Proxies in Instagram are most often used for two purposes. The first is to bypass access blocking. The second is to avoid being banned when working with several accounts at once. The latter, as a rule, is used when arbitrating traffic, when launching massive advertising campaigns, which allows you not to worry about possibly getting a permanent ban.

Updating CoreML models in an iOS app typically involves fetching a new model file, parsing it, and then updating the CoreML model with the new version. JSON parsing can be used to extract necessary information from the fetched JSON file. Below is a step-by-step guide using Swift:

Fetch and Parse JSON

Fetch a JSON file containing information about the updated CoreML model, including its download URL, version, etc.

import Foundation

// Replace with the URL of your JSON file
let jsonURLString = "https://example.com/model_info.json"

if let url = URL(string: jsonURLString),
   let data = try? Data(contentsOf: url),
   let json = try? JSONSerialization.jsonObject(with: data, options: []) as? [String: Any] {

    // Extract information from the JSON
    if let newModelURLString = json["new_model_url"] as? String,
       let newModelVersion = json["new_model_version"] as? String {
        // Continue with the next steps
        updateCoreMLModel(with: newModelURLString, version: newModelVersion)
    }
}

Download and Save New Model:

Download the new CoreML model file from the provided URL and save it locally.

func updateCoreMLModel(with modelURLString: String, version: String) {
    guard let modelURL = URL(string: modelURLString),
          let modelData = try? Data(contentsOf: modelURL) else {
        print("Failed to download the new model.")
        return
    }

    // Save the new model to a local file
    let documentsDirectory = FileManager.default.urls(for: .documentDirectory, in: .userDomainMask).first!
    let newModelURL = documentsDirectory.appendingPathComponent("newModel.mlmodel")

    do {
        try modelData.write(to: newModelURL)
        print("New model downloaded and saved.")
        updateCoreMLModelWithNewVersion(newModelURL, version: version)
    } catch {
        print("Error saving new model: \(error.localizedDescription)")
    }
}

Update CoreML Model:

Load the new CoreML model and update the app's model.

import CoreML

func updateCoreMLModelWithNewVersion(_ modelURL: URL, version: String) {
    do {
        // Load the new CoreML model
        let newModel = try MLModel(contentsOf: modelURL)

        // Replace the existing CoreML model with the new version
        // Assuming your model has a custom CoreMLModelManager class
        CoreMLModelManager.shared.updateModel(newModel, version: version)

        print("CoreML model updated to version \(version).")
    } catch {
        print("Error loading new CoreML model: \(error.localizedDescription)")
    }
}

Handle Model Updates in App:

Depending on your app's architecture, you might want to handle the model update in a dedicated manager or service. Ensure that you handle the update gracefully and consider user experience during the update process.

Make sure to replace placeholder URLs and customize the code according to your actual implementation. Additionally, handle errors appropriately and test thoroughly to ensure a smooth update process.

While using Selenium for web automation, it's important to note that websites can detect the presence of automation tools, including Selenium. To reduce the chances of detection, you can take certain measures to make your Selenium-driven browser instance appear more like a regular user. Here are some techniques to hide Selenium from the browser

1. User Agent Spoofing

Change the user agent of the browser to mimic that of a real user. This can be done by setting the user agent string before launching the browser:

from selenium import webdriver

options = webdriver.ChromeOptions()
options.add_argument("--user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36")

driver = webdriver.Chrome(options=options)

2. Window Size and Position

Set the window size and position to common values used by human users. This can be done using the set_window_size and set_window_position methods:

driver.set_window_size(1366, 768)
driver.set_window_position(0, 0)

3. Disable Browser Extensions

Disable browser extensions to make the browser instance more similar to a clean user profile:

options.add_argument("--disable-extensions")

4. Headless Mode

Run the browser in headless mode, which means it runs without a graphical user interface. Headless mode can be less likely to be detected:

options.add_argument("--headless")

5. Disable Images and CSS

Some automation detection mechanisms analyze whether images and CSS are loaded. You can disable them:

prefs = {"profile.managed_default_content_settings.images": 2, "profile.managed_default_content_settings.stylesheet": 2}
options.add_experimental_option("prefs", prefs)

6. Change Automation Flags

Some websites use JavaScript to detect automation. You can experiment with changing the values of WebDriver-related flags:

options.add_argument("--disable-blink-features=AutomationControlled")

7. Use Proxies

Rotate IP addresses using proxies to mimic different users accessing the site.

"Work via VPN" means to connect to a site, an application or a remote server via a VPN server. That is, through an "intermediary" that not only hides the real IP address, but also additionally encrypts the traffic so that it cannot be "read".