Ai

The Layoff He Didn’t See Coming A 38-year-old senior developer. Eight years at the company. Clean code, best practices, zero production incidents. In the latest productivity review, his output was 40% lower than colleagues with half his experience. The difference: they were using Copilot, Cursor, and Claude Code. He kept writing every line by hand, convinced that “AI tools generate mediocre code.” They didn’t fire him for writing bad code. They fired him for writing good code too slowly. ...

A space lobster on your computer Imagine an Austrian developer creates a personal AI assistant, names it after a space lobster, and decides to open-source it. Within 24 hours it has 9,000 GitHub stars. Within 48 hours, 17,000. It also has 300+ open issues, several of them critical security vulnerabilities, and someone has created an unofficial cryptocurrency with its name. Welcome to Clawdbot. What exactly is this? Clawdbot is an open source AI assistant that runs locally on your machine. The difference from other assistants: it doesn’t just answer questions, it does things. ...

The 10 GB surprise You install Claude Desktop on your Mac. Everything’s fine, the app is lightweight. But one day you check your disk and discover this: ~/Library/Application Support/Claude/vm_bundles/claudevm.bundle 10.8 GB. Excuse me? Ten gigs for a chatbot? What’s in there, the extended Lord of the Rings trilogy? Nope. It’s Ubuntu. The Claude product trinity Before I explain the what, let me explain the why. Anthropic has three ways to give you access to Claude: ...

The Memory Problem Claude Code has a problem: it forgets everything. You close the session, open another one, and it’s like talking to someone who doesn’t know you. You can load context with CLAUDE.md, sure, but what about half-finished tasks? Bugs you found but didn’t fix? The plan you had for tomorrow? There are three complementary solutions: Linear (or your product tool), Beads (git-backed plugin), and Tasks (integrated in Claude Code). Each one for a different time horizon. ...

The Infinite Context Problem Imagine you ask Claude to investigate how authentication works in your project. It starts reading files. Lots of files. Suddenly you have 50,000 tokens of context filled with code you only needed to consult, not remember. Now every response is slower. And more expensive. And when you want to do something else, all that context is still there, taking up mental space. The solution: subagents. You launch a specialized agent that does the dirty work in its own isolated context, returns a summary, and disappears. Your main conversation stays clean. ...

The problem: teaching what you haven’t taught yet I have a programming course with 47 classes. Each class has notes (where I explain stuff) and labs (where students practice). And I have a problem: sometimes I use concepts in labs that I haven’t explained in the notes yet. “Alright, in this exercise use map to transform the list.” The problem? I don’t explain what the hell map is until three classes later. ...

The Problem of Repeating Everything Have you ever had to explain the same thing to someone twenty times? Now imagine that, but with a robot that also loses its memory every few hours. “No, Claude, the commit has to pass tests first.” “Claude, I already told you to use the type: description format.” “Don’t add emojis, damn it!” This was my daily routine until I discovered Skills. In plain English: they’re instructions you write once and Claude follows forever. Like training a dog, but without the treats. ...

The robot’s amnesia Imagine you hire a brilliant programmer. They solve complex problems, write clean code, understand your architecture. But they have one small flaw: every few hours their memory gets wiped. They start from scratch. They don’t remember what they were doing, what you decided together, or why the code is the way it is. Well, that’s exactly what happens with Claude Code and other AI agents. When the context fills up (and it fills up fast if you’re working on a real project), the system does a “compaction.” In plain English: it summarizes the conversation and throws everything else away. The problem is that summary loses nuances, decisions, and especially the state of ongoing tasks. ...