Why "Test Everything" Destroys Your Data Quality (And 4 Tips to Fix It)
That "test everything" principle? It’s not improving data quality—it’s actively destroying it. Teams get buried in hundreds of useless alerts, creating so much noise that the really important signals get lost. Just ask Google and Monzo; they've already abandoned this approach.
The smart move is shifting from blanket testing to precise, targeted checks at nodes with the greatest impact radius. It turns out one well-placed test at the source is worth more than a hundred checks downstream. Let's dig into the four tips for making that shift and building products that actually work.
That "test everything" principle? It’s not improving data quality—it’s actively destroying it. Teams get buried in hundreds of useless alerts, creating so much noise that the really important signals get lost. Just ask Google and Monzo; they've already abandoned this approach.
The smart move is shifting from blanket testing to precise, targeted checks at nodes with the greatest impact radius. It turns out one well-placed test at the source is worth more than a hundred checks downstream. Let's dig into the four tips for making that shift and building products that actually work.
22 Affordable VPS/VDS Hosting Providers for Personal and Business Use (2025-2026)
Finding a VPS that is cheap, fast, and reliable often feels like an impossible triangle—you usually only get to pick two. When you're launching a pet project or scaling a business, picking the wrong host means future downtime and serious headaches.
We've reviewed 22 trusted providers relevant for 2025-2026, comparing them by the metrics that actually matter: real pricing (no hidden fees), uptime guarantees, features, and whether their support actually responds. Let's see who truly delivers on the balance of price and performance.
Finding a VPS that is cheap, fast, and reliable often feels like an impossible triangle—you usually only get to pick two. When you're launching a pet project or scaling a business, picking the wrong host means future downtime and serious headaches.
We've reviewed 22 trusted providers relevant for 2025-2026, comparing them by the metrics that actually matter: real pricing (no hidden fees), uptime guarantees, features, and whether their support actually responds. Let's see who truly delivers on the balance of price and performance.
LLM as a Resonance-Holographic Field of Meanings
Ask an LLM the same question twice, and you might get a flash of novel insight followed by something completely banal. We constantly argue: is it truly creative, or just a statistical parrot? Some see sparks of a new mind, while others (correctly) point out it's just an archive. The confusing part is that both arguments feel right.
This paradox might exist because we keep trying to analyze the LLM as a standalone object, which could be the wrong approach entirely. The crucial question isn't what the model knows or can do, but what it fundamentally is. Let's explore this "resonance-holographic" perspective.
Ask an LLM the same question twice, and you might get a flash of novel insight followed by something completely banal. We constantly argue: is it truly creative, or just a statistical parrot? Some see sparks of a new mind, while others (correctly) point out it's just an archive. The confusing part is that both arguments feel right.
This paradox might exist because we keep trying to analyze the LLM as a standalone object, which could be the wrong approach entirely. The crucial question isn't what the model knows or can do, but what it fundamentally is. Let's explore this "resonance-holographic" perspective.
What is design thinking and how to implement it in UX design
Design thinking is a customer-focused, non-linear iterative approach to finding creative solutions. It’s the process that guides cross-functional teams to deeply study their users, tackle complex problems, and genuinely think outside the box to build an intuitive, human-centered product.
It's less a rigid formula and more a mindset for driving real innovation. Let's dive into the core stages, principles, and goals of this important process and see the positive impact it can have on your design teams.
Design thinking is a customer-focused, non-linear iterative approach to finding creative solutions. It’s the process that guides cross-functional teams to deeply study their users, tackle complex problems, and genuinely think outside the box to build an intuitive, human-centered product.
It's less a rigid formula and more a mindset for driving real innovation. Let's dive into the core stages, principles, and goals of this important process and see the positive impact it can have on your design teams.