The Python Threading Paradox

Content Hand-writing a set of both normal test cases and edge test cases Assuming the end-user won't do anything too crazy, and only writing normal test cases Creating a program that generates random test cases Hand-writing test cases for the program that randomly generates test cases Writing a program to generate test cases for the program that generates test cases Assuming your code is perfect to begin with, and not writing anv test cases at all

Content Based on a true story: xxx: OK, so, our build engineer has left for another company. The dude was literally living inside the terminal. You know, that type of a guy who loves Vim, creates diagrams in Dot and writes wiki-posts in Markdown... If something - anything - requires more than 90 seconds of his time, he writes a script to automate that. xxx: So we're sitting here, looking through his, uhm, "legacy" xxx: You're gonna love this xxx: smack-my-bitch-up.sh - sends a text message "late at work" to his wife (apparently). Automatically picks reasons from an array of strings, randomly. Runs inside a cron-job. The job fires if there are active SSH-sessions on the server after 9pm with his login. xxx: kumar-asshole.sh - scans the inbox for emails from "Kumar" (a DBA at our clients). Looks for keywords like "help" "trouble" "sorry" etc. If keywords are found - the script SSHes into the clients server and rolls back the staging database to the latest backup. Then sends a reply "no worries mate, be careful next time". xxx: hangover.sh - another cron-job that is set to specific dates. Sends automated emails like "not feeling wellgonna work from home" etc. Adds a random "reason" from another predefined array of strings. Fires if there are no interactive sessions on the server at 8:45am. xxx: (and the oscar goes to) fucking-coffee.sh - this one waits exactly 17 seconds (!), then opens a telnet session to our coffee-machine (we had no frikin idea the coffee machine is on the network, runs linux and has a TCP socket up and running) and sends something like sys brew . Turns out this thing starts brewing a mid-sized half- caf latte and waits another 24 (!) seconds before pouring it into a cup. The timing is exactly how long it takes to walk to the machine from the dudes desk. xxx: holy sht l'm keeping those

Content import jax.numpy as np import numpy as np Same code for CPU, GPU, TPU Automatic differentiation Just in time compilation What is a GPU? I dont know derivatives No compilation, rewrite in C

Content Joe Magerramov joemag. The 8 year old is learning Python, and after a dealing with a syntax bug she asks: "If the computer knows I'm missing a semicolon here, why won't it add it itself?" I don't know. I really don't know.

Content Java Php OR JavaScript Python C Html SLY 2B7R

The question "what are you writing in?" used to have a straightforward answer—Java for enterprise, JavaScript for web, maybe C++ if you were doing systems work. But now? WebAssembly is running in browsers, Rust is eating everything, Go is handling backend services, and Python somehow does both AI and scripting. The joke hits because even developers themselves can't keep up with the tech stack explosion. When someone asks what you're coding in, you might genuinely need to consult your "agent" (whether that's your AI coding assistant, your manager, or literally just checking which terminal tab you're in). The response "will have to ask my agent" is both absurd and relatable—we've reached peak abstraction where developers are so removed from the metal that they're not even sure what language their code will compile to anymore. Fun fact: With tools like Copilot and ChatGPT writing chunks of code, some devs really ARE asking their "agent" what language they should use. The future is weird.