While learning python today, I spent some time understanding how the Python shell works and how modules behave inside it. The Python shell (or REPL) is basically an interactive environment where you can run code line-by-line. It's super useful when you just want to test something quickly instead of running a full script every time. While experimenting, I tried something interesting. I created a Py
This is Part 1 of a two-part series. Part 2 (coming soon): Connecting to spoke clusters from a controller using multicluster-runtime, driven by ClusterProfile. The Cluster Inventory API (multicluster.x-k8s.io) is driven by SIG-Multicluster and centered on the ClusterProfile resource. It only delivers value when something produces those ClusterProfiles. That something is a cluster manager. Today, t
Recently, I got tired of depending on paid cloud models for every coding experiment. Cloud models are great. They are fast, convenient, and usually very capable. But they also come with the usual baggage: cost, rate limits, internet dependency, privacy questions, and that small feeling that every serious coding workflow is rented from someone else's GPU. So I started exploring local LLMs properly.
When developers travel, we usually prepare the obvious things. Laptop charger. But there is one dependency that is easy to underestimate until it breaks: mobile internet. A trip to China makes this especially obvious. Not because China is hard to travel in, but because so many basic interactions are mobile-first: navigation, translation, ride-hailing, hotel communication, ticket confirmations, pay
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In March 2024, Google replaced First Input Delay with Interaction to Next Paint as an official Core Web Vital. FID is gone. INP is what matters now — and most React apps that were passing before are failing under the new standard without anyone realizing it. FID measured how long the browser took to respond to the very first user interaction on a page. Click a button, FID measures the delay before
A defaced website is a curious problem. It's loud — anyone visiting the page can see something is wrong. But it's also quiet from a server's perspective: HTTP returns 200, your uptime monitor is happy, your TLS cert hasn't moved, and the CMS logs show a "successful" content update from a legitimate-looking session. The signal is on the rendered page, not in the metrics. I run a site at hi3ris.blue
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