5+ min ago (310+ words) If you're an engineer, you've likely been there: you receive an email from the VPE. "Our cloud burn rate is up 15% this quarter. Find the leak." Suddenly, you're spending a week digging through Cost Explorer when you should be shipping features. This reactive loop is a system failure. The cost of an S3 bucket or an undersized Redis cluster isn't hidden; it's just hidden from the people making the deployment choices (the developers). The Solution: Move Cost Awareness to the Merge Request. Step 1: The Cost Budget Function Most companies already use Infrastructure-as-Code (IaC) like Terraform or Pulumi. This is our lever. Before deploying, IaC generates a plan detailing what will be provisioned. The trick is to connect that plan to a cost estimator. Tools like Infracost or Terragrunt hooks can parse the plan output and give you a dollar estimate for…...

7+ min ago (283+ words) With the increasing complexity of modern electronics, having a single provider for fabrication and assembly ensures consistency, quality, and faster project turnaround times. FastTurn's experience and advanced technology make it an ideal partner for businesses of all sizes, from startups to large-scale manufacturers. Selecting a trusted FastTurn PCB manufacturer is critical for producing reliable and high-performance PCBs. FastTurn offers: As a one-stop PCB assembly service, FastTurn handles the entire process from start to finish. This integrated approach ensures smoother communication, fewer errors, and faster production. The turnkey services include: By integrating all stages of PCB production, FastTurn ensures that clients receive fully assembled, tested, and ready-to-use boards. This combination of technology and expertise enables FastTurn to produce high-quality, reliable PCBs suitable for a wide range of applications. A trusted FastTurn PCB manufacturer emphasizes quality at every stage. FastTurn's multi-layered quality…...

7+ min ago (255+ words) Foxsy AI has officially announced the launch of FoxLeague, a milestone that advances the company's mission to bring cutting-edge AI robotics research into an accessible, competitive digital format. FoxLeague establishes itself as one of the most innovative platforms at the intersection of artificial intelligence, simulation technology, and interactive entertainment. Following extensive development and testing, FoxLeague is now available to a global audience of players, developers, researchers, and robotics enthusiasts. The launch represents a pivotal expansion of the Foxsy AI ecosystem, uniting scientific experimentation with competitive gameplay. What FoxLeague Brings to the Industry Its inaugural edition,Simulation Robots, is based on RoboCup's Simulation League " enabling participants to build, test, and refine strategies through fully autonomous 2D soccer teams. Key Advantages of FoxLeague 1. Competitive AI Simulation Environment Xoriant Acquires TestDevLab to Expand European Presence & AI-Driven QE Capabilities Advanced Wealth Management Apps and Websites…...

7+ min ago (603+ words) The project uses the stable temperatures in old coal tunnels to create a ground-source heat system. A former coal-mining hub in Canada has been exploring an unexpected pathway to clean energy by using the labyrinth of abandoned mine shafts beneath the village to deliver low-carbon geothermal heating and cooling. Vancouver Island's village of Cumberland once anchored the region's economy, as workers extracted more than 16 million tonnes of bituminous coal from 1888 until the late 1960s. The coal once fueled ships, heated homes, and even supplied smelters in Japan. When the mines closed, they left deep shafts, sprawling tunnels and long-term risks, including methane pockets and unstable voids. Now, an initiative developed through the University of Victoria's Accelerating Community Energy Transformation (ACET) program aims to turn the abandoned shafts and tunnels into a community-scale energy system. The ACET team is studying how groundwater…...

8+ min ago (803+ words) I understand why some of you might have reservations about DEI. It's partly due to the disruptive actions of some radical minorities. The recent move to abolish DEI in the U.S. is fresh in memory, and there may be engineers who inwardly applauded this decision. In fact, some tech companies have removed mentions of DEI from their websites. From the standpoint of a Knowledge Architect, I must say that DEI is actually crucial for engineers. This is not about accepting the radical actions of a minority. It's a more fundamental and forward-thinking issue. It helps protect you and is especially pertinent, if not essential, for those in roles like engineering managers or staff engineers who have a broader organizational perspective. We live in a VUCA world, and our standard of living and literacy have increased. To navigate this challenging era, the…...

10+ min ago (542+ words) [Diagram from the study.]A new review shows how rising demand, shrinking supplies, and policy decisions together shape when groundwater use peaks and what can be done to avoid long-term depletion. [Diagram from the study.] Editors" Highlights are summaries of recent papers by AGU"s journal editors. Groundwater supports billions of people, but many regions are removing it from aquifers faster than nature can refill them. Bhalla et al. [2025] examine the concept of "peak groundwater, the moment when use reaches its maximum and begins to decline due to physical, economic, or policy limits. The authors trace how climate pressures, population growth, and management choices interact to determine when those limits arrive. They show that peak groundwater is not only a physical threshold but also a social and institutional one, shaped by how communities plan for scarcity. The review offers a…...

11+ min ago (767+ words) In recent years, the understanding of composting processes and their efficiency in nutrient cycling has evolved significantly, particularly as researchers explore ways to optimize composting in less than ideal environmental conditions. A recent study spearheaded by Li et al. (2025) delves into the potential of cold-adapted phosphate solubilizing bacteria to enhance composting procedures, particularly under [] In recent years, the understanding of composting processes and their efficiency in nutrient cycling has evolved significantly, particularly as researchers explore ways to optimize composting in less than ideal environmental conditions. A recent study spearheaded by Li et al. (2025) delves into the potential of cold-adapted phosphate solubilizing bacteria to enhance composting procedures, particularly under low temperature conditions. This advancement is particularly pertinent in the face of climate change, which presents challenges for traditional composting operations that usually thrive in warmer temperatures. The research set out with…...

11+ min ago (316+ words) Medical imaging AI company Avicenna.AI announced a strategic partnership with Ferrum, an AI Governance Suite supporting more than 50 industry-leading algorithms. Under the agreement, Ferrum will now commercialize Avicenna.AI's full portfolio of imaging AI solutions across the United States. Ferrum's suite gives clinicians access to advanced AI technologies designed to enhance diagnostic accuracy across oncology, women's and men's health, cardiovascular care, neurology, orthopedics, and more. By adding Avicenna's emergency and high-impact imaging solutions to its expanding library, Ferrum strengthens its position as one of the most comprehensive AI marketplaces in healthcare. Avicenna.AI delivers a full suite of deep learning solutions designed to detect, identify, and quantify life-threatening conditions from CT imaging. Its CINA solutions support radiologists by accelerating the detection of critical findings, prioritizing urgent cases, enhancing workflow efficiency, and improving patient outcomes. Advanced Wealth Management Apps and…...

13+ min ago (1204+ words) [ ] " Daily Learning Update " Linux Fundamentals " Today I learned Linux fundamentals, and it was a super valuable experience for me as an AWS & DevOps Engineer. " I understood how Linux is the backbone of most cloud environments, servers, and container systems like Docker & Kubernetes. It provides a secure, stable, and highly customizable platform, making it essential for automation, troubleshooting, and cloud deployment. Learning Linux is definitely boosting my confidence in building efficient cloud and DevOps solutions. " If you found this helpful, share your thoughts, experiences, or tips in the comments " I'd love to learn from you too! " " History of Linux Linux was created in 1991 by Linus Torvalds as a free and open-source alternative to UNIX. The first Linux kernel was released publicly, allowing global developers to contribute and improve it. Today, Linux powers servers, supercomputers, Android devices, and modern cloud platforms like…...

14+ min ago (312+ words) YouTube TV's new Live Guide is finally good, but a clunky preview kills the vibe on the mobile app. YouTube TV is rolling out a noticeable refresh to its Live tab on mobile, and while the layout tweak feels familiar enough, one change may be rubbing people the wrong way. But the preview change is probably the sticking point. Previously, YouTube TV would auto-play a glimpse of whatever was airing at the top of the list. Now, auto-play is gone. To get a preview, you need to long-press on a channel and wait for a card with description, episode information, and shortcuts. Oddly enough, it takes nearly the same amount of time as just opening the channel. That's where the friction lies. A preview is only useful when it's faster than watching the full stream, and this new flow doesn't…...