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
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
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
The circle fills and pulses in sync with the audio — this is what your phone is feeling. The GIF shows it, but you won't really get it until you feel it. Open this on Android and try it yourself → Other links - View on Github View on npm Native platforms have solid haptics support, and if haptics are the core of your product, the native APIs are worth learning. But there are very few apps where ha