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
I tested Claude's consistency across prompts — here's what I found Every developer building an AI-powered app assumes their LLM gives consistent answers. I did too — until I actually measured it. I built llm-test-kit, an open source test suite for LLM-powered applications. While building it, I ran hundreds of tests against Claude Sonnet and discovered something that surprised me. Claude is conte
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,
Mozaik started as a multi-provider library. With version 3.0.0, we are evolving it into a full TypeScript framework for building non-blocking AI agents. This release introduces an event-based architecture designed around inversion of control. Instead of forcing developers into rigid, sequential pipelines, Mozaik enables humans, agents, observers, and tools to collaborate inside a shared agentic en
It felt overwhelming—hundreds of tabs were open across my browser, each representing a piece of information I once deemed crucial. I had become a digital hoarder, accumulating resources with no plan to revisit them. It was time to act, and that’s when I stumbled upon Notion Web Clipper. As a developer based in Batam, Indonesia, my days often blur together as I juggle coding, learning, and keeping
MCPwn Is Live. We Scanned the Supply Chains of 14 MCP Servers. Here's What We Found. April 18, 2026 MCPwn dropped this week. CVE-2026-33032 — CVSS 9.8, actively exploited, 2,600+ instances exposed. Two HTTP requests. No authentication. Full nginx server takeover. Then MCPwnfluence: CVE-2026-27825 and CVE-2026-27826. The most widely used Atlassian MCP server — SSRF chained with arbitrary file wri