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Decoding System Observability: Building Transparent and Resilient Architectures Introduction In today's complex software ecosystems, ensuring system reliability and performance requires more than just traditional monitoring. System observability—an extension of monitoring—provides a comprehensive vi
TL;DR Recent work from Goodfire & UK AISI – Verbalized Eval Awareness Inflates Measured Safety – shows that newer open-weight models verbalize evaluation-awareness (VEA) more often, and that this inflates measured safety. Between OLMo-3-32B-Think and OLMo-3.1-32B-Think – identical base, SFT, DPO, an
You rotate residential proxies, set a Chrome user agent, and still get a 403. Or worse, you get a 200 response that contains a Cloudflare challenge page instead of the product, article, or search result you expected. That usually means the site is not blocking just your IP address. A proxy changes w
Next.js 16 renamed middleware.ts to proxy.ts. The official reason is naming clarity — but unpacking why the name matters reveals a decade of misuse patterns and one memorable security incident that proved the conceptual confusion had real consequences. This is part of a broader architecture question
I was showing off my new side project at a virtual meetup when it happened. The demo froze. I refreshed—nothing. The API calls to my single AI provider were all returning 503s. I had built an app that relied entirely on one service, and it was down. My carefully polished feature turned into a blank
If you've worked with databases before, you've probably used SQL in systems like PostgreSQL, MySQL, SQL Server, or Oracle. The basic concepts are familiar: SELECT data, filter it with WHERE, aggregate it with GROUP BY, and sort it with ORDER BY. When you first start using ClickHouse®, the syntax fee
Every container image you ship is a potential attack surface. Running nginx with an unpatched OpenSSL? A base image with a known privilege-escalation CVE? Your scanner should catch it before your attacker does. The real question is which tool is worth integrating into your pipeline without drowning
Waymo has a lot of experience building virtual systems to help its autonomous vehicles better understand the real world. It built realistic 3D worlds to better anticipate natural disasters and unpredictable edge cases. It created a virtual representation of a hyperattentive driver to test against it
See how LSEG uses OpenAI to scale trusted AI across its global business, accelerating insights, shrinking release cycles, and empowering 4,000 employees.
Microsoft's Office 2019 apps for Mac will stop working next month, because the company isn't renewing a certificate that validates Office licenses. Owners of Office 2019 for Mac are being warned they'll have to purchase Office 2024 or a Microsoft 365 subscription if they want to continue editing doc
Learn how to sharpen dull lawn mower blades to restore clean cuts and prevent lawn damage.
Comic book adaptation 'Stumptown' is an underrated crime procedural set in the quirky Portland underworld.
Hoping to refresh your backyard or patio? IKEA's summer sale has you covered with affordable and stylish outdoor essentials.
Two exercises I always recommend when it comes to building mobility and balance.
Peacock is the cheapest way to stream the World Cup in the U.S. this year. But there's a significant catch.
It's one of the features that make the Pro plan worth it
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The company updated hosted customer instances to patch a security issue it reportedly had known about since April 7. The post ServiceNow Patches Vulnerability Exploited Against Some Customers appeared first on SecurityWeek.
On Tuesday, Microsoft patched two zero-day vulnerabilities that let attackers gain SYSTEM privileges on fully patched Windows systems, and a third one that grants access to BitLocker-protected drives. [...]
Samsung has released Android 17-based One UI 9 beta updates for the Galaxy S26 series, and we know it's testing One UI 9 for the Galaxy S25 series and the unannounced Galaxy S26 FE. Now we learn the Korean brand has begun testing One UI 9 for three more smartphones - the Galaxy A17 5G, the Galaxy A3
