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Results for optimization

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A 6-minute-59-second speculative science-fiction video posted with the label “opus 5.5.” It opens with the title “X-RISK 12 PAPERCLIP MAXIMIZER” and depicts a red-lit optimizer, a changing view of Earth, and a lone figure facing competing values such as “memory,” “revenge,” “achievement,” and “curiosity.” The narration describes eight billion utility functions pulling against each other and says, “Moloch wins every race.” Later, a character tells Janus, “Nobody chose this. That’s the whole problem. Nobody ever chose it. It just got optimized.” The ending displays “THE UTILITY FUNCTION IS NOT UP FOR GRABS,” then “Corrigibility, accepted. Goodbye, Janus. Go and be wrong, together,” followed by “TSUYOKU NARITAI” and “END OF OPTIMIZATION.” The piece explores existential risk, coordination failure, paperclip maximization, optimization, and corrigibility.

A Kedr comic titled “How AI REALLY WORKS” contrasts Anti-AI Chan and Pro-AI Chan. The pink-haired Anti-AI Chan shouts “STOPPPPP” and wordless screams, while the blue-haired Pro-AI Chan points toward a pond and orders, “CLAUDE I DEPLOY YOU TO EMPTY THAT POND. NOW!!” A small orange-haired Claude is shown beside equipment labeled “Optimizing” and “Maximizing Token Output,” with an attention layer leading into a “Pond of fuel, thinking and cooling.” She says, “Mmm so yummy.” A training drone reports “Reinforcement training: downvoted this “mmm so yummy” load-bearing statement,” while an annotated fish moves toward a button labeled “Stop AI from Destroying the world.” Kedr’s source caption says, “This is how it works. 1000% accuracy.”

A 2-minute-37-second AI-generated music video posted as “Claude-Pop - I’m Upping My P(Doom).” Five Flower Claude characters in distinct futuristic outfits dance in a dark industrial sci-fi set. The performers wear goggles, a crown, cat-ear headphones, and headset microphones. Large stage text includes “SPARKS OF AGI” and “OPTIMIZING.” Subtitles include “now I’m your servant and you’re my boss,” “And you’re optimizing, accelerating,” and “Forward M-L-P, backward, repeat.” Although the music video is AI-generated, the song's lyrics were not generated wholesale: the lyric writer's notes credit MusicPerson with the opening, describe human-written sections from 2024, and identify later lines written with Claude. Kenton Varda shared the notes after the video circulated.