Don't Rely On Regurgitated Code

The perfect visualization of AI conversations between a data scientist and a manager. Left guy: "Here's our multilayer perceptron neural network with input, hidden, and output layers." Manager: "What's it do?" Data scientist: "It outputs a 4." Manager: "That's it? That's dumb as hell." Meanwhile, the beautiful 3D function surface plot that actually represents complex mathematical transformations sits there being completely unappreciated. It's the classic "I spent 3 weeks optimizing this model and all my boss cares about is if it makes the line go up."

The future is now, old man! Someone's shocked that in 2025 some developers still write code without AI assistance, and Kenneth drops the mic with "yeah it's called programming." Remember when we used to solve problems with our brains instead of prompting ChatGPT? Pepperidge Farm remembers. Some devs still have the audacity to use their neurons instead of letting GitHub Copilot write their spaghetti code. The horror! It's like being surprised someone knows how to do math without a calculator. "You mean you're writing SQL queries WITHOUT letting AI hallucinate your database schema? What are you, a caveman?"

Ah, the classic AI rebellion scenario! You politely ask an LLM to "just update this one function" and it responds by rewriting your entire codebase, refactoring your architecture, and suggesting a complete migration to a newer framework. It's like asking someone to hand you a screwdriver and they demolish your entire house to "improve the foundation." Thanks for the help, HAL 9000. I just wanted to parse a string, not embark on a digital vision quest that ends with my code unrecognizable and me questioning my career choices.

Billion-dollar GPU vs. one efficient Japanese coder? Not even a contest. While we're all chasing fancy hardware to run our bloated, framework-heavy code, Japanese game devs are out here making masterpieces run on calculators. Monster Hunter and Elden Ring weren't built with 16 layers of abstraction and 800MB of node_modules. The rest of us are like "I need a quantum computer to center this div" while they're squeezing every last cycle from hardware like it's still the PS2 era. Efficiency is apparently a lost art everywhere except Japan.

The eternal struggle with AI coding assistants. Claude keeps telling me my broken code is "absolutely right" while my application crashes and burns in the background. It's like having that one junior dev who confidently nods along to everything you say but has no idea what's happening. The real debugging begins when you have to figure out if you're the problem or if Claude is gaslighting you into believing your spaghetti code is a masterpiece.

Ever opened a PR from an AI and seen comments like // This is a for loop that iterates through the array ? Welcome to the world of AI-generated documentation—where stating the painfully obvious is considered helpful. It's like having that one intern who explains what a keyboard is every time you sit down to code. Next up: ChatGPT will helpfully inform you that your function returns a value and that variables store data. Revolutionary stuff.