Blog Posts

Blog Posts

Engineering AI Systems for Autonomy and Resilience with Krishna Sai – Software Engineering Daily

Enterprise IT systems have grown into sprawling, highly distributed environments spanning cloud infrastructure, applications, data platforms, and increasingly AI-driven workloads. Observability tools have made it easier to collect metrics, logs, and traces, but understanding why systems fail and responding quickly remains a persistent challenge. As complexity continues to rise, the industry is looking beyond dashboards

The post Engineering AI Systems for Autonomy and Resilience with Krishna Sai appeared first on Software Engineering Daily.

Industrial Version of PocketBeagle 2 SBC Features 1GB RAM and 64GB eMMC Flash

PocketBeagle 2 Industrial 1GB RAM 64GB eMMC flash

The PocketBeagle 2 Industrial is an update to the PocketBeagle 2 Rev A1 SBC featuring 1GB DDR4 RAM, a 64GB eMMC flash, and industrial temperature range support. The original board only comes with 512GB DDR4 memory, an eMMC flash footprint (unpopulated), and commercial temperature range support. Apart from those changes, the other specifications remain the same, with a Texas Instruments AM6254 quad-core Cortex-A53 SoC, an MSPM0L1105 Cortex-M0+ microcontroller, a microSD card slot, a USB-C port, UART and JTAG debugging support, and two 36-pin GPIO headers. Another difference is that the PCB is red for the PocketBeagle 2 Industrial (like the BeagleBone Black Industrial 4G), while the PocketBeagle 2 features a black PCB. PocketBeagle 2 Industrial specifications: Main SoC – Texas Instruments AM6254 CPU Quad-core 64-bit Arm Cortex-A53 @ 1.4 GHz Arm Cortex-M4F real-time core @ 400 MHz with 256KB SRAM GPU – Imagination PowerVR Rogue AXE-1-16M with support for OpenGL […]

The post PocketBeagle 2 SBC gets industrial version with 1GB RAM, 64GB eMMC flash appeared first on CNX Software – Embedded Systems News.

Galaxy S25 February Security Update Launched Prior to Galaxy Unpacked Event

The update for this month is currently being deployed, and it’s clear why there may have been a delay.

Key information:
– Samsung is reportedly beginning the rollout of its February 2026 security update for the flagship Galaxy S25 series.
– The update has been detected in South Korea, possibly hinting that other regions may receive it shortly this week.
– With Galaxy Unpacked happening in just two days, it’s likely this event has contributed to Samsung’s delay in issuing its latest vulnerability fixes.
– The event is scheduled for February 25, 2026, at 1 pm ET/10 am PT.

As we approach the end of February, reports are surfacing about Samsung’s (delayed) security update.

Reports began circulating on X, with notable tipster Tarun Vats sharing news of the update’s apparent availability abroad (via SamMobile). According to Vats, Samsung has initiated the rollout of its February 2026 security update for users in South Korea who own the Galaxy S25, S25 Plus, and S25 Ultra. Their post notes that the update is identified by the versions vS938NKSS8BZB2, vS938NOKR8BZB2, and vS938NKSS8BZB1, respectively.

Vats also included a snapshot of the changelog for the February security update. However, if you’re looking for more extensive details, that’s not present here, as the notes simply state that new security updates “have been implemented.” Notably, this patch is being launched with a download size of 541MB.

SamMobile emphasizes that Samsung had prepped its documentation on the security patch for users well ahead of time. The update supposedly addresses around 37 security vulnerabilities, and for updates of this nature, such corrections are certainly adequate. The source adds that several fixes are intended to address issues with Knox Guard Manager, Samsung Dialer, and more.

This update is expected to start appearing in the U.S., Europe, and other areas later this week, or possibly into March.

Delayed, but with good reason:

Interestingly, one group of Galaxy S25 users received the February patch punctually, those participating in the One UI 8.5 beta. At the beginning of the month, Samsung released its Beta 4 patch to those enrolled, concentrating on resolving issues and stability concerns. The standout feature of this patch was Samsung’s newest addition: Direct Voicemail, which enables users to send calls to voicemail and access live transcriptions via the Phone app.

Beta 5 was released a couple of weeks later, indicating that Samsung was in the final phase ahead of the Galaxy S26.

As pointed out by the publication, Samsung’s late February patch for stable users is likely tied to the imminent Unpacked event. We trust you have set your reminders for the event occurring on February 25, 2026, at 1 pm ET/10 am PT in San Francisco, California. You can stay updated with all the information with us at Android Central and throughout the event via our live blog.

Android Central’s View:

This security patch is welcomed, considering it was absent for all of February. Nonetheless, my focus, much like others, is on Galaxy Unpacked this week. I anticipate numerous reveals, including the Galaxy S26 series, potential Galaxy Buds 4 series, and more. There’s a significant likelihood that Samsung will unveil a substantial amount of Galaxy AI during this event, as the company has been increasingly emphasizing that aspect of its offerings for the past couple of years.

Inkplate 13SPECTRA: 13.3-inch E-ink Color Display for Arduino, MicroPython, ESPHome (Crowdfunding)

Inkplate 13Spectra

Soldered Electronics has made ESP32-based e-paper displays for years, starting with the launch of the Inkplate 6 in 2019. The Inkplate 13SPECTRA is their latest model based on an ESP32-S3 WiFi and Bluetooth SoC and a 13.3-inch E-Ink Spectra color display with 1600 x 1200 resolution. More specifically, it’s powered by an ESP32-S3-WROOM-2-N32R16V module with 32MB SPI flash and 16MB PSRAM, features a microSD card slot for data storage, a USB-C port for data and power, a JST connector for an optional 3,000 mAh LiPo battery, and expansion capabilities through three Qwiic connectors and GPIO expander pins. Inkplate 13SPECTRA specifications: Wireless module – ESP32-S3-WROOM-2-N32R16V SoC – ESP32-S3 dual-core Xtensa LX7 processor (up to 240 MHz) with wireless connectivity System Memory – 16 MB PSRAM Storage – 32 MB flash Wireless –  Wi-Fi 802.11 b/g/n (2.4 GHz), Bluetooth 5 (LE), Storage – MicroSD card slot Display 13.3-inch E-Ink SPECTRA color e-paper […]

The post Inkplate 13SPECTRA 13.3-inch E-ink Spectra smart color display supports Arduino, MicroPython, ESPHome (Crowdfunding) appeared first on CNX Software – Embedded Systems News.

“How an SSD Flash Drive Solved My Pixel 10 Pro XL Storage Problems”

The TeamGroup X2 Max appears to be a conventional flash drive, yet it boasts a 1TB SSD, making it exceptional.

(Image credit: Apoorva Bhardwaj / Android Central)

I own the 256GB variant of the Pixel 10 Pro XL, and it didn’t take long for the phone’s storage to become full — it only took me just under three months. As much as I enjoy the Pixel 10 Pro XL, I find it frustrating that Google does not offer the 512GB or 1TB versions in every region; in India, the sole option available is the 256GB model of the device.

This prompted my decision to opt for the TeamGroup X2 Max. Over the years, I’ve used a multitude of external SSDs, and while LaCie’s Rugged SSD4 is always present on my desk, the X2 Max has become my preferred option whenever I need to transfer photos and videos from a phone. The reason for choosing the X2 Max is quite simple: it is significantly more compact than most other SSDs I possess, and it offers unmatched versatility as a drive.

<source type="image/webp" srcset="https://cdn.mos.cms.futurecdn.net/buoxnGx4Ye8sHD

SoundPEATS’ Newest Earbuds Provide Distinctive Functionality at an Incredibly Affordable Price

SoundPEATS has incorporated solid-state drivers in the Air5 Pro+, and these earbuds are currently available at a 20% discount.

(Image credit: Apoorva Bhardwaj / Android Central)

Vital Cost-Effective Devices for Every Apple User’s Household

perder varios diseñadores de alto nivel en los últimos años. La estética de diseño de Apple ha influido en la industria y ha contribuido a crear todo un mercado de terceros que busca emular su estilo.

Ahora existen toneladas de gadgets y accesorios creados para integrarse sin problemas en la filosofía de diseño de Apple. Y a diferencia de Apple, estos dispositivos suelen costar una fracción del precio de muchos de los accesorios y gadgets que produce Apple. Desde bases y dongles hasta soportes y fundas, hay una gran variedad de gadgets que te proporcionarán ese estilo limpio y minimalista (asequible) de Apple que puedes desear mantener en tu hogar y/o oficina.

Hemos explorado internet en busca de algunos de los mejores gadgets basados en reseñas de usuarios, recomendaciones en línea y opiniones de expertos. Los artículos incluidos aquí tampoco te costarán un ojo de la cara, y comprar todo lo que figura en esta lista aún te costará mucho menos que el tiempo en que Apple intentó venderte un calcetín de $200 para tu iPhone.

bandeja de valet de cuero vegano Nordik

Apple experimentó con cuero en sus accesorios en el pasado, pero con sus objetivos ambientales de convertirse en carbono neutral para 2032, la empresa ha dejado el cuero atrás. Pero muchos descontentos con las alternativas de tela de Apple añoran

The Influence of AI Programming Tools on the Future of Freemium Utility Apps

With the recent introduction of tools such as OpenAI’s Codex, Anthropic’s Claude Agent, and the anticipated integration of these tools directly into Xcode, the future of single-purpose applications may be limited. Here’s the reasoning.

Despite my consistent on-and-off attempts over the past twenty years, every time I made a decision to learn coding, it never took off. I grasp the concepts adequately, but I’ve never succeeded in turning the actual programming experience into the enjoyable challenge that developers seem to relish. For me, it has always been an eternally frustrating ordeal.

This is why I’ve been closely observing the advancement of low-code, no-code, and AI-assisted programming solutions. I’ll be the first to admit that initially, they all left much to be desired. However, more recently, as I noticed my developer (and tech-savvy non-developer) friends getting enthusiastic about their achievements with newly launched tools and coding models, I thought it was time to give them a try. I’m pleased that I did.

### Codex Created My App in 15 Minutes, and I’m Amazed

Over the last few weeks, I have been utilizing OpenAI’s Codex to develop a small Mac application specifically for addressing a particular productivity need I’ve always had. In fact, Codex managed to get the app’s fundamental features functioning in under 15 minutes, beginning with a single empty folder on my Mac. Since that point, I’ve been requesting it to add a button here, integrate Apple’s Foundation Models there, notify me if X or Y occurs, and so forth.

Are there Mac or even iOS applications that can deliver the basic functionalities of what Codex created for me? Of course. I’ve tried some of them. The free versions are packed with annoying, low-quality advertisements, and don’t perform well. The paid versions, even when effective, don’t operate exactly how I prefer.

My Codex-created app, in contrast, functions precisely as I wish. And if something isn’t to my liking or I come up with a new idea, all I have to do is ask Codex to adjust it. About 10 seconds later, it’s ready.

Does this imply I can establish a Fortune 500 company using just Codex or any other AI-enabled tool? Absolutely not. At least, not at this point. It likely doesn’t even suggest that my app is prepared for public launch. But it serves my needs, and that’s all that matters to me.

### It’s Still Early Days, but a Significant Change is Approaching

My larger point is this: as these tools enhance their coding capabilities and their usage expands, I firmly believe that the era of poorly constructed, ad-laden, single-purpose applications is destined to decline. Unfortunately, I would argue that this also indicates that independent developers dedicated to creating quality, well-crafted, single-purpose apps may ultimately face risks. A lower risk, indeed, but still present.

Currently, only a small fraction of tech-savvy users are even aware that tools like Codex exist. Even fewer are inclined to experiment with them. Even less will possess the knowledge to utilize the potential of agentic models via Xcode 26.4.

Nevertheless, as organizations like OpenAI, Anthropic, and Apple persist in enhancing their development tools and further abstract the foundational programming languages (which will of course retain their importance), we are not far from an era where crafting a custom single-purpose application will feel as commonplace as posing a random question to ChatGPT (and significantly less tricky than trying to accomplish it with Shortcuts).

On the other hand, is there a possibility that the App Store might soon be flooded with even more low-grade, ad-riddled, single-purpose applications? Absolutely. However, I believe this may ultimately expedite the transition toward vibe coding personal solutions, although it will certainly be intriguing to observe how Apple responds to the removal of barriers to app development and release in the future.

Have you been leveraging these tools to create your own applications? Share your thoughts in the comments.

Apple Set to Produce New Macs in the United States This Year

Apple has unveiled its intention to start producing the Mac mini in the United States this year. This important news was shared by Sabih Khan, Apple’s chief operating officer, during a video conversation with The Wall Street Journal while visiting a Foxconn facility in Houston, Texas.

Khan conveyed enthusiasm about the new manufacturing venture, stating, “We’re very pleased to announce that later this year we will commence Mac mini production right here in this location.” When probed about the production figures, he mentioned that Apple manufactures “thousands every week” of the Mac mini, suggesting strong demand for the item.

Historically, the Mac mini has been produced in Vietnam and China. This transition to U.S. manufacturing aligns with Apple’s ongoing initiatives to support American production, particularly with the Mac Pro, which has been made in the U.S. since 2013. Khan highlighted the company’s aim to increase Mac mini output in the U.S. to better cater to local clientele.

This announcement is part of broader attempts by Apple to strengthen its manufacturing presence within the United States, especially considering the ongoing challenges posed by tariffs on imported products. The timing of this declaration is also significant, coinciding with President Trump’s 2026 State of the Union speech.

Besides the news about Mac mini manufacturing, the video interview included previously unreleased footage from GlobalWafers and TSMC sites in Arizona, underscoring Apple’s dedication to developing a more localized supply chain.

In summary, Apple’s decision to produce the Mac mini in the U.S. signifies a major advancement in its strategy to enhance domestic manufacturing and respond to evolving economic challenges.