Building a Laravel app is easy. Building one that still feels fast when real users panic-click vote like it is an elevator button—that is where the real game starts 😄 This guide ties good habits (and a little paranoia) to this polling app codebase: admin poll CRUD, guest-friendly “one ballot” rules, cached poll feeds, and Echo + VoteCountUpdated s...
TLDR: The fact that AI will improve does not automatically mean it will replace most workers. Progress matters, but so do limits, timelines, economics, and diminishing returns.
The Theory
There's an ongoing theory that AI will take most jobs, and definitely all software development jobs. I think this is highly exaggerated for a few reasons. In this post, I...
Yesterday, TechCrunch and Bloomberg reported that unauthorized users gained access to Claude Mythos Preview — Anthropic's restricted AI model capable of autonomously discovering zero-day vulnerabilities across every major operating system and web browser.
The security community is focused on how the breach happened. That's the right first question. But there's a bigger question nobody i...
I just released Shin KoiKoi — a free, polished take on the traditional Japanese card game Hanafuda Koi-Koi. Solo dev, 2 days from kickoff to itch.io public page, with full multi-language support and accessibility features.
This post is a release log. I'll walk through the technical choices, what wen...
Researchers from Johns Hopkins University successfully hijacked three of the most widely-used AI agents — Anthropic's Claude Code, Google's Gemini CLI, and Microsoft's GitHub Copilot — through indirect prompt injection attacks.
The attacks were straightforward. The results were devastating. And the vendor response was silence.
Researcher
Multi-agent systems need three layers of visibility. System health, run quality, and workflow state. We run a stack of Sentry, Langfuse, and LangGraph for that. Three tools, three clearly separated jobs, none can solve the problem of the others. Here is how it plays together at our place and why exactly this combination.
Multi-agent systems have a property that everyone...