testing

Tech Optimizer
June 19, 2026
Postgres has introduced new functionalities, including UPDATE and DELETE FOR PORTION OF, enhancing temporal use cases. The expansion of RANDOM() temporal functions is attributed to Paul Ramsey and Greg Sabino Mullane. Version 19 includes performance improvements in the planner and executor components, with contributions from Tom Lane. Key enhancements include refinements in anti-joins and semi-joins, constant folding optimizations, incremental sorting with append paths, enhanced aggregate processing prior to joins, improved join selectivity computation, and more comprehensive function statistics. These changes allow Postgres to better understand query structures, reducing unnecessary processing. The visibility of memoization in EXPLAIN has improved, sort performance has benefited from radix sort, and foreign key constraint checks have become faster. The COPY FROM command can now utilize SIMD instructions. Postgres 19 offers a range of improvements for application developers, operators, performance enthusiasts, and those building on Postgres, including enhanced graph queries, refined SQL syntax, improved window functions, better upsert behavior, REPACK CONCURRENTLY, advancements in autovacuum, improved monitoring capabilities, and new hooks. The release is still in beta, providing an opportunity for testing applications, migration, extensions, execution plans, and maintenance workflows.
AppWizard
June 19, 2026
A straightforward application for tracking cryptocurrency purchases using a dollar-cost averaging (DCA) strategy is being developed. Users can log trades, which allows the app to calculate the average entry price for each asset. 1. The app is built using Google AI Studio, where users select the “Build an Android app” option and provide a detailed description of the task. 2. The app allows users to add purchase entries with asset ticker, amount spent in USD, price per coin at purchase, and date, storing all entries locally. It displays total invested, total coins accumulated, average entry price, and includes a summary card with overall portfolio cost, a delete option for each entry, and filtering by asset. 3. AI Studio offers several design options, including Clean Minimalism and Elegant Dark, which can be selected or skipped. 4. The Gemini model generates a project with approximately ten Kotlin files and launches the app in an emulator, initially displaying “Total Invested: [openai_gpt model="gpt-4o-mini" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: Step-by-Step App Build To illustrate the app development process, we will create a straightforward application designed for tracking cryptocurrency purchases using a dollar-cost averaging (DCA) strategy. This app will enable users to log their trades, allowing it to calculate the average entry price for each asset effortlessly. Step 1. Choose the mode and describe the app Begin by launching Google AI Studio, navigating to the Build tab, and selecting the “Build an Android app” option. In the designated input field, provide a detailed description of the task at hand. Prompt Build a native Android app for tracking dollar-cost averaging (DCA) crypto purchases. Let the user add a purchase entry with: asset ticker (e.g. BTC, ETH), amount spent in USD, price per coin at purchase, and date. Store all entries locally on the device. For each asset, show the total invested, total coins accumulated, and the average entry price. Add a summary card at the top with the overall portfolio cost. Include a delete option for each entry and the ability to filter by asset. Source: Incrypted. Step 2. Choosing a design Prior to generating the code, AI Studio presents a selection of visual style options for the app, including Clean Minimalism, Elegant Dark, Professional Polish, Vibrant Palette, and Sleek Interface. You can choose your preferred design by clicking “Select this design” or opt to skip this step by selecting “Skip.” Source: Incrypted. Step 3. Generation and first build The Gemini model will then create a project, typically comprising around ten Kotlin files, and launch the app in the built-in emulator. Upon initial launch, the screen will appear empty, displaying “Total Invested: [cyberseo_openai model="gpt-4o-mini" prompt="Rewrite a news story for a business publication, in a calm style with creativity and flair based on text below, making sure it reads like human-written text in a natural way. The article shall NOT include a title, introduction and conclusion. The article shall NOT start from a title. Response language English. Generate HTML-formatted content using tag for a sub-heading. You can use only , , , , and HTML tags if necessary. Text: Step-by-Step App Build Let’s break down the process using a simple app for tracking crypto buys with a dollar-cost averaging (DCA) strategy. The user logs their trades, and the app calculates the average entry price for each asset. Step 1. Choose the mode and describe the app Open Google AI Studio, go to the Build tab, and select the “Build an Android app” option. In the input field, describe the task.  Prompt Copy Build a native Android app for tracking dollar-cost averaging (DCA) crypto purchases. Let the user add a purchase entry with: asset ticker (e.g. BTC, ETH), amount spent in USD, price per coin at purchase, and date. Store all entries locally on the device. For each asset, show the total invested, total coins accumulated, and the average entry price. Add a summary card at the top with the overall portfolio cost. Include a delete option for each entry and the ability to filter by asset. Source: Incrypted. Step 2. Choosing a design Before generating the code, AI Studio offers several app visual style options — for example, Clean Minimalism, Elegant Dark, Professional Polish, Vibrant Palette, and Sleek Interface. You can pick the option you like under “Select this design” or skip the step by clicking “Skip.” Source: Incrypted. Step 3. Generation and first build The Gemini model creates a project — in our case, about ten Kotlin files — and launches the app in the built-in emulator. At launch, the screen is empty: the portfolio counter shows “Total Invested: $0.00,” and the purchases list is empty.  Source: Incrypted. Step 4. Fixing errors  If a message saying “1 error running the code” appears at the bottom of the panel, click Fix. The model finds the cause — in this example, it was an initialization error on startup — and fixes the code. After that, the app launches correctly. Step 5. Testing Click the plus button in the bottom-right corner. The “Add Purchase” window will open with the fields Ticker, Amount USD, and Price Per Coin. Enter the trade details and click Add. Add a few purchases — the “Total Invested” counter at the top will sum up your invested funds. Data: Incrypted. Data: Incrypted. Step 6. Refining the feature with a prompt To have the app group purchases by asset and calculate the average entry price, уточните задачу следующим промптом. Prompt Copy Group the purchases by ticker and, for each asset, add a summary card above its entries showing: total invested, total coins accumulated, and the average entry price. Calculate the average entry price as total invested divided by total coins for that asset. Display it clearly, for example u0022Avg entry: $2071.67u0022. Keep the existing per-purchase list below each summary. After the refinement, each asset gets its own card with the total amount, the number of coins, and the average entry price, and below it — a list of specific trades. Data: Incrypted. After testing in the emulator, you can install the app on a smartphone via ADB using a USB cable or publish it to Google Play’s internal testing track — these options are available from the same interface." temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" ].00” alongside an empty purchases list. Source: Incrypted. Step 4. Fixing errors If an error message appears stating “1 error running the code,” simply click Fix. The model will identify the issue—such as an initialization error on startup—and rectify the code accordingly. Following this correction, the app should launch without further issues. Step 5. Testing To test the app, click the plus button located in the bottom-right corner. This action will open the “Add Purchase” window, prompting you to fill in the fields for Ticker, Amount USD, and Price Per Coin. After entering the trade details, click Add. As you input several purchases, the “Total Invested” counter at the top will dynamically sum your invested funds. Data: Incrypted. Data: Incrypted. Step 6. Refining the feature with a prompt To enhance the app's functionality by grouping purchases by asset and calculating the average entry price, refine your task with the following prompt. Prompt Group the purchases by ticker and, for each asset, add a summary card above its entries showing: total invested, total coins accumulated, and the average entry price. Calculate the average entry price as total invested divided by total coins for that asset. Display it clearly, for example "Avg entry: 71.67". Keep the existing per-purchase list below each summary. Data: Incrypted. After implementing these refinements, each asset will feature its own summary card displaying the total amount invested, the number of coins accumulated, and the average entry price, with a detailed list of specific trades below. Once testing in the emulator is complete, you can install the app on a smartphone via ADB using a USB cable or publish it to Google Play’s internal testing track—both options are conveniently accessible from the same interface." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"].00” and an empty purchases list. 5. If an error occurs during code execution, clicking "Fix" allows the model to identify and correct the issue, enabling the app to launch correctly. 6. The app is tested by adding purchase details through an “Add Purchase” window, which updates the “Total Invested” counter. 7. To enhance functionality, the app can be refined to group purchases by asset, displaying a summary card for each asset that includes total invested, total coins accumulated, and average entry price, while maintaining a list of specific trades below each summary. 8. After testing, the app can be installed on a smartphone via ADB or published to Google Play’s internal testing track.
Winsage
June 19, 2026
On Windows 11, keyboard shortcuts enhance productivity, but many users are only aware of a few common ones like "Windows key + E" for File Explorer and "Ctrl + C" and "Ctrl + V" for copying and pasting. To help users discover more shortcuts, the Microsoft team behind PowerToys has released a revamped Shortcut Guide in version 0.100. This guide can be accessed through the GitHub page or the Microsoft Store and activated via PowerToys settings. Users can customize the guide's color theme, position, and exclude specific applications. The guide can be opened using the "Windows key + Shift + /" shortcut and provides organized shortcuts for Windows 11 and PowerToys. It also includes context-aware functionality, showing relevant shortcuts based on the active application. The development team has provided guidelines for developers to integrate their apps into the Shortcut Guide.
Tech Optimizer
June 19, 2026
AV-Comparatives conducted a Real-World Protection Test from February to May 2026, evaluating 20 consumer security products against real-world internet threats. Seven products received the ADVANCED+ award for their effective protection and low false alarm rates. The complete test report is available for free at av-comparatives.org. The evaluated products included well-known security solutions such as Avast, AVG, Bitdefender, Kaspersky, Microsoft, Norton, and TotalAV. The test aimed to assess how well these products protect against various online threats, including malware embedded in trusted platforms.
Winsage
June 19, 2026
The laptop has evolved into a crucial tool for cybersecurity, serving as a workstation for malware analysis and daily operations. A debate exists between the merits of MacBook Neo and Windows-based models, with Windows offering flexibility and compatibility, while macOS is favored for stability and build quality. Popular penetration testing tools are available on both platforms, but Windows laptops have an advantage due to better integration with x86 environments and specialized drivers. Virtualization is essential in cybersecurity, and Windows laptops with higher RAM provide a better experience for running multiple virtual machines compared to the non-upgradable RAM of the MacBook Neo. Intensive tasks can strain systems, necessitating efficient resource management, especially on the MacBook Neo. Most malware is designed for Windows, making it crucial for analysts to be familiar with Windows-specific tools and features. The MacBook Neo is beneficial for tasks like working with event logs and writing automation scripts, while its battery life and mobility are advantageous for professionals on the go. Security considerations play a significant role in the choice of operating system, with Windows being a common target for attackers, whereas macOS has stricter access controls. Windows laptops offer more price flexibility and upgradeability, while the MacBook Neo focuses on simplicity and build quality but lacks upgrade options. Ultimately, Windows is optimal for tasks involving malware analysis and virtual labs, while the MacBook Neo suits those focused on development and network analysis.
Winsage
June 19, 2026
Microsoft is transitioning users from the traditional Outlook app for Windows 11 to a newer web-based version. The latest update allows users to add email attachments while offline, with emails being sent automatically once the device reconnects to the internet. This feature has been in testing since October 2025 and is now rolling out to a broader audience. Despite these enhancements, many users still prefer the classic Outlook app or the web version.
AppWizard
June 19, 2026
Google, Honor, OPlus, Samsung, Transsion, vivo, and Xiaomi are key players in enhancing app distribution platforms. Google is introducing new APIs to simplify the registration process for developers, including the Android Developer ID Status API and the Android Developer Console API. This month, Google will implement a new system service (com.google.android.verifier) on Android 8 or later devices to restrict the installation of unverified applications, although it will remain inactive until verification is launched in specific regions. In July, new developer APIs will roll out, and testing for "limited distribution" accounts will begin, allowing hobbyists to share apps without fees or ID verification on up to 20 devices. By August, an advanced app verification flow will be globally accessible, allowing users to bypass verification through a complex process. In September, Brazil, Indonesia, Singapore, and Thailand will start verifying app installation status, with plans for expanded developer verification by 2027.
Winsage
June 18, 2026
The Microsoft team behind PowerToys has released an updated Shortcut Guide in version 0.100 for Windows 11, which now appears as a context-sensitive flyout instead of a static reference page. This guide provides relevant keyboard shortcuts based on the application currently in use, improving user efficiency and learning. Users can access the Shortcut Guide by installing PowerToys and can customize its settings, including color theme and activation shortcut. The guide displays shortcuts for various applications and includes a list of Windows 11 and PowerToys shortcuts when no applications are focused. Developers can integrate their apps into the Shortcut Guide as well.
Tech Optimizer
June 18, 2026
Norton 360 Deluxe is a comprehensive antivirus software package that includes features such as a parental control app, a virtual private network (VPN), a password manager, scam protection, and cloud backup capabilities. The current promotional price for the first-year subscription is £29.99, reduced from £89.99, representing a 67% discount. It offers 50GB of cloud backup, a secure password manager, a scam detector for analyzing suspicious communications, and a SafeCam feature for webcam protection. The School Time control feature helps parents restrict access to certain websites during study time.
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