Interactive notebooks were popularized by the Jupyter project and have since become a core tool for data science, research, and data exploration. However, traditional, imperative notebooks often break down as projects grow more complex. Hidden state, non-reproducible execution, poor version control ergonomics, and difficulty reusing notebook code in real software systems make it hard to
The post Reinventing the Python Notebook with Akshay Agrawal appeared first on Software Engineering Daily.
delete your PC’s cache in Windows 11. This can also be accomplished in previous versions of Windows, such as Windows 10, by pressing the Windows Key + X, choosing Disk Management, selecting the drive you wish to cleanse, right-clicking and choosing Properties, and clicking Disk Cleanup in the General Tab. You may also utilize Disk Cleanup in Windows 11 if you prefer to remove the cache that way. This isn’t the sole archive of temporary files that you should clear, but it is the one that can significantly benefit your system.
While you shouldn’t anticipate a drastic performance increase, performing this task periodically can enhance your PC’s optimization. It’s also deemed beneficial digital maintenance with favorable security implications, particularly when the cache holds sensitive login information and personal data. There are applications to tidy up your other devices as well, including methods to erase the Android phone cache, or clear your iPhone’s cache if you use Apple products. The same principles apply there.
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The Samsung Galaxy A37 and Galaxy A36 represent two cost-effective smartphones delivering remarkable features within their price range. Both devices offer access to Samsung’s Awesome Intelligence, featuring AI-driven tools such as Circle to Search, object eraser, and photo edit suggestions. These smartphones are perfect for individuals looking for an economical introduction to the Galaxy Android ecosystem, making them ideal for new smartphone users, teenagers, or as supplementary devices.
**Design and Display:**
The Galaxy A37 and A36 exhibit a comparable design with a 6.7-inch FHD+ Super AMOLED screen, providing a 120Hz refresh rate for seamless scrolling and gaming experiences. The A37 features a higher peak brightness of 1,900 nits, surpassing the A36’s 1,200 nits, rendering it more suitable for outdoor conditions. Both variants boast Corning Gorilla Glass Victus+ for added durability.
**Performance and Battery:**
The A37 is driven by the Exynos 1480 chipset, whereas the A36 is equipped with the Snapdragon 6 Gen 3. Each device includes 8GB of RAM and offers storage choices of 128GB or 256GB. Both are powered by a 5,000mAh battery, enabling up to two days of usage with a single charge. The A37 operates on Android 16 and One UI 8.5, while the A36 can be updated to the same software.
**Camera and Photography:**
Both smartphones feature a 50MP primary camera, an 8MP ultra-wide lens, a 5MP macro lens, and a 12MP front camera. The A37 enhances photography with optimized Nightography and Super HDR video capabilities for superior low-light performance and social media-ready content.
**Durability and Connectivity:**
The A37 holds an IP68 rating, ensuring better dust and water resistance compared to the A36’s IP67 rating. The A37 includes Bluetooth 5.3, while the A36 offers Bluetooth 5.4, ensuring dependable wireless connections.
**Conclusion:**
The Samsung Galaxy A37 presents a modest upgrade over the A36, showcasing enhancements in brightness, durability, and performance. Nonetheless, the A36 still stands as a solid choice for those in search of an affordable smartphone with commendable features. If the A36 is priced lower, it may be an excellent selection for users who do not require the latest upgrades. For new purchasers, the A37 provides a more future-proof solution with an additional year of software support.
If there’s one thing I know about Microsoft after covering the company for more than 20 years, it’s that it will always respond to a competitive threat. Apple’s MacBook Air convinced Microsoft and Intel to launch thin and light laptops with the Ultrabook initiative, the iPad pushed Microsoft to create its own tablet hardware, and […]
Mastodon is preparing to roll out “Collections” in the next few weeks, a feature that allows you to find and create lists of accounts worth following, according to an announcement on Thursday. Collections, which take inspiration from Bluesky Starter Packs, will come with the ability to add up to 25 accounts to a single list. […]
Users can use the in-built voice transcription tool to reply to emails
**9to5Mac Daily: Your Daily Destination for Apple News and Insights**
In the rapidly evolving tech landscape, keeping abreast of the latest information is essential, particularly for Apple aficionados. 9to5Mac Daily acts as a trustworthy source for daily summaries of the most important stories connected to Apple and its ecosystem. This podcast is tailored for those who wish to stay informed about Apple advancements, product launches, software updates, and market trends.
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New episodes are published every weekday, ensuring subscribers receive prompt updates on the latest developments in the Apple sphere.
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Apple has rolled out iOS 26.4.1 for iPhone users following the release of iOS 26.4. This update addresses a frustrating bug that hindered users from syncing their iCloud data, impacting applications such as Apple Passwords. Although Apple has not provided detailed information about this software update, 9to5Mac uncovered a discussion on the Apple Developer Forums indicating that iOS 26.4.1 resolves the iCloud sync problem.
The discussion emerged after the release of iOS 26.4. A developer noted that alterations made to a document on a Mac did not prompt updates to the corresponding file on the iPhone. In response to this feedback, an Apple Worldwide Developer Relations representative proposed resolving the issue via macOS, suggesting that the app may not have transmitted data to CloudKit properly. As additional users reported the same concern, Apple began to take these reports seriously, leading to this update.
With iOS 26.4.1, the same Apple staff member engaged in the discussions inquiring if users experiencing the issue could upgrade to iOS 26.4.1 to check if the problem had been rectified. User feedback indicates that everything functions smoothly now.
presenting a unique challenge to aircraft carriers and altering the economic framework of conventional defense systems, drone warfare has significantly shifted the dynamics of global battlefields. Effectively utilized in Ukraine, Iran, Lebanon, and Palestine, drones have altered the magnitude, breadth, and nature of contemporary conflicts. With advancements in artificial intelligence continuing to reshape militaries worldwide, major powers must innovate in their deployment of technology to match the extensive capabilities of drones.
Considering the evolving landscape of the Ukraine conflict—where hundreds of drones engage daily—speed, flexibility, and scalability are critically important. Retired General David Petraeus noted in an interview at the 2026 New Orleans Book Festival that modern warfare often revolves around numbers; he underscored that the future will see “Ukraine manufacturing 7 million drones annually,” compared to its current production of 4 million per year (via Bloomberg). This highlights a significant factor in procurement. Currently, existing procurement methods are unable to satisfy the high demand for drone deployment at scale. Nonetheless, we are witnessing the emergence of innovative e-commerce platforms that allow soldiers to browse and order drones online. These digital marketplaces enhance the speed at which frontline personnel obtain aerial drone systems.
The U.S. Army developed one such initiative with the Unmanned Aircraft Systems Marketplace, an Amazon-like platform where U.S. military units, allied nations, and other governmental entities can compare and order drones. This initiative follows similar improvements in Ukraine’s military procurement frameworks, including the establishment of two newly created government-operated marketplaces where frontline battalions can expediently purchase drones and ammunition. While technological innovations may attract attention, it is these kinds of efficient procurement processes that could ultimately determine success in the rapidly evolving drone conflicts.
For the United States, the demand for a drone marketplace was evident. Nevertheless, the Department of Defense’s conventional procurement methods are lengthy, expensive, and laden with bureaucratic hurdles. According to the U.S. Government Accountability Office, the DOD typically requires about 12 years to deliver the initial version of any weapons system. While a thoughtful approach is beneficial, excessive bureaucracy can lead to significant inefficiencies, especially in light of the rapid evolution of modern weapons and defense technologies.
In March 2026, however, the government introduced the Unmanned Aircraft Systems Marketplace, a “one-stop shop” digital platform for the U.S. military and its partners to acquire unmanned aircraft systems (UAS), as outlined in a press release from U.S. Army Public Affairs. This initiative stemmed from a collaboration between the Army’s Enterprise Cloud Management Agency (ECMA) and Amazon Web Services (AWS), allowing users to easily compare different drone systems. It also provides a feature for users to leave direct feedback, similar to the review system on Amazon.
As U.S. Army Acquisition Executive Brent G. Ingraham remarked in the press release announcing the platform, “The UAS Marketplace is a key illustration of how the Army is evolving its acquisition processes to become more nimble, competitive, and effective.” According to Ingraham
