No build today. Just fundamentals. And honestly? It humbled me in the best way. Every automation I've built so far has relied on no-code/low-code tools like n8n to handle the logic. But I kept hitting moments where I thought , if I knew Python, I could do this faster, cleaner, and with more control. So I decided to fix that. And then I hit Exception Handling and File Handling and that's where thi
How I automated value discovery in binary oil markets using Python, Yahoo Finance, and the Polymarket API Polymarket lets you trade on the probability of real‑world events. There are often inefficiencies—especially when fear or greed distorts prices. But manually checking dozens of contracts and calculating fair probabilities is tedious. Yesterday, I noticed a juicy set of markets: What price will
Hi everyone! I've been working on a personal project to create a desktop virtual assistant that doesn't rely on the cloud. I wanted something that felt like JARVIS but kept my data 100% private. Brain: It uses Ollama as the backend, so you can run models like Llama 3, Mistral, or Phi-3 locally. Interface: Built with PyQt6 featuring a "holographic" glassmorphism effect (transparent and sleek).
There are two sections to this. In the first section, I discuss what squad is, why it might be useful to learn, and Coding is solved, apparently. If you're a software engineer and you've been using coding agents for a while, The work has certainly changed. For most code changes, it's easier just to ask an agent to do it and you might even worry you're going too slow if you don't. For a lot of us,
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
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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