Tuned the serving engine to match request size distribution and concurrency behavior (vLLM tuning is a good reference point for this type of work) Improved device-aware placement using Kubernetes device plugin patterns so specialized hardware is advertised cleanly to the scheduler Reduced CPU bounce buffering behavior in the data path where feasible The Kubernetes device plugin framework is the simple building block behind making “specialized resources” schedulable at scale. Outcome More linear scaling as GPUs were added Stabilized TPOT p99 because fewer requests were blocked behind slow neighbors Reduced CPU overhead, freeing headroom for networking and observability Open source that…
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Your WordPress membership content could be circulating on public forums for free right now, and you wouldn’t know it until your revenue starts to drop. Many site owners rely on simple password protection, which does nothing to stop a member from sharing direct download links with non-paying users. The good news is that you don’t need to build custom security systems or hire a developer. The right combination of WordPress plugins and a few straightforward settings can dramatically reduce the risk of your content being stolen or redistributed. In this guide, I will show you exactly how to protect your…
Human error still drives 60% of breaches — here’s why attackers keep targeting users.
Multi-touch journeys, cross-device behavior, last-click attribution defaults, and privacy restrictions all make attribution messy. Much messier than most dashboards suggest. The challenge is that stakeholders usually want a clean answer. But the data rarely behaves that way. When reports don’t match expectations, credibility can wear off, and it is not because the analysis is wrong, but because uncertainty isn’t communicated. In practice, the solution is fairly simple: Be explicit about what the data shows, what it estimates, and what it simply can’t tell us. That kind of transparency doesn’t weaken your reporting. If anything, it tends to build trust over…
As a photography enthusiast, one of the first things you become aware of is situational awareness, and being able to capture the right moment through instinct. It’s true for film cameras, SLRs, and, surprise, even smartphones. However, the thing about smartphones is that modern smartphones rarely take a single capture. Between stacked HDR captures, and occasional shutter lag, it’s just too easy to miss a special moment like your kid making the perfect jump with his skateboard, or even a group of friends. That’s why I turned to Top Shot on my Google Pixel to fix this problem. Turns out,…
Cybersecurity firm F5 Networks has reclassified a BIG-IP APM denial-of-service (DoS) vulnerability as a critical-severity remote code execution (RCE) flaw, warning that attackers are exploiting it to deploy webshells on unpatched devices. BIG-IP APM (short for Access Policy Manager) is a centralized access management proxy solution that enables admins to secure and manage user access to their organizations’ networks, cloud, applications, and application programming interfaces (APIs). Tracked CVE-2025-53521, this security flaw can be exploited by attackers without privileges to perform remote code execution when targeting BIG-IP APM systems with access policies configured on a virtual server. In addition to flagging…
Looking for the best jobs that AI won’t replace? If you’ve been seeing news articles about AI taking over jobs, you’re not alone. I’ve been seeing it a lot, and I’ve also received messages from readers who are worried about what work will look like in the next few years. They wonder if they should… Looking for the best jobs that AI won’t replace? If you’ve been seeing news articles about AI taking over jobs, you’re not alone. I’ve been seeing it a lot, and I’ve also received messages from readers who are worried about what work will look like…
I’ve spent most of the last 10 years writing, managing, and improving content to reach internet audiences. But even for an ol’ marketer like me, AI content optimization was hard at first. Thankfully, I’ve done a lot of the work, so it doesn’t have to be for you.
With the new Samsung Galaxy S26 Ultra in our hands, I’ve been itching to see how the phone stacks up against other Snapdragon 8 Elite Gen 5 handsets that have been on the market for a few months now. Based on my experience so far, today’s best Android phones are truly overkill for day-to-day tasks and even the most demanding Android games. They might even be powerful enough to bridge the gap between phones and lightweight PCs. Still, Samsung’s latest flagship claims to pack even more power with its souped-up Snapdragon 8 Elite Gen 5 for Galaxy.Qualcomm notes that the Snapdragon…
In-the-wild exploitation of a fresh critical-severity Citrix NetScaler vulnerability has started less than a week after public disclosure, attack surface management firm WatchTowr warns. Last Monday, Citrix rolled out fixes for the flaw, tracked as CVE-2026-3055 (CVSS score 9.3), which it described as an out-of-bounds read issue and said it had identified internally. Appliances configured as a SAML Identity Provider (SAML IDP) and running NetScaler ADC and Gateway versions before 14.1-60.58 and 13.1-62.23, or ADC FIPS and NDcPP versions before 13.1-37.262 are affected. Immediately after Citrix disclosed the security defect, WatchTowr warned that threat actors would likely start exploiting it…