The Thermodynamic Hierarchy Of Language Models

The evolution of machine learning knowledge in three stages: Stage 1: "Just some colored dots on a graph." The blissful ignorance of a beginner who hasn't yet fallen down the rabbit hole. Stage 2: "Actually, it's a machine learning model!" The intermediate student recognizes clustering algorithms and feels smug about their newfound knowledge. Stage 3: "This is AI." The exhausted advanced student who's spent so many hours staring at scatter plots they've transcended detailed explanations and just want to graduate already. The perfect visualization of how your brain cells cluster together and then slowly die during a machine learning course. What starts as curiosity ends with existential dread—and they're literally the same scatter plot the entire time!

Content You are on this subreddit, but we do not grant you the rank of Engineer Industrial "Engineers" This is outrageous, it's unfair

That circuit looks like what happens when you ask a toddler to recreate the Mona Lisa with spaghetti. The AI promised us a sleek buck converter and delivered what appears to be electronic spaghetti junction instead! Engineers are currently weeping into their coffee mugs everywhere. This is what happens when silicon-based intelligence tries to do what took humans decades to perfect. Next time someone hypes up "AI will replace engineers," just show them this masterpiece of digital confusion. It's the electronic equivalent of putting shoes on backwards and claiming you've revolutionized walking.

The coding equivalent of building a robot that steals your own blueprints! Creating a repost bot only to have it scrape content from moderators is like engineering a self-destruct button and pressing it while still holding the device. Those mathematical equations in the background aren't just for show—they're calculating exactly how fast you'll get banned! Pro tip: Even the smartest algorithms need an "avoid the people who can delete my existence" parameter.

The eternal battle of our digital age, visualized! This Venn diagram brutally compares working with AI versus engineers, with that tiny overlap zone hitting way too close to home. Engineers with their "this will take 2 weeks" (narrator: it took 6 months) and their context window of approximately the last 5 minutes of conversation. Meanwhile, AI is over there failing silently and wasting compute with reckless abandon. Both share that beautiful middle ground of being dangerously overconfident about untested code. As someone who's survived both worlds, I can confirm this diagram is basically a peer-reviewed publication at this point.

Ever notice how professors lose their minds when you cite Wikipedia or ChatGPT, but absolutely swoon over Ramanujan's "it came to me in a dream" mathematical proofs? 🌸 The legendary mathematician Srinivasa Ramanujan literally claimed the goddess Namagiri whispered equations to him while he slept, and academia was like "Seems legit!" Meanwhile, your meticulously researched Wikipedia citation gets you banished to the shadow realm of academic integrity violations. Double standards much? Next time just tell your professor that ChatGPT is your personal dream deity. Worth a shot!