Token Influencing Without Knowing the Cache

Description

A three-panel stock-photo meme shows a woman kneeling beside a fallen older man while a suited businessman carrying a briefcase walks past; large white speech bubbles and faint Depositphotos watermarks overlay the scene. In the first panel she says, "WE NEED TO SAVE SOME TOKENS OVER HERE," and he replies, "I AM A TOKEN INFLUENCER"; in the second she says, "OUR INPUT TOKENS ARE TOO EXPENSIVE," and he advises, "TURN THEM INTO AN IMAGE." The final close-up has her ask, "WOULDN’T THAT STOP WORKING WHEN KV CACHE IS INVALIDATED," to which he responds, "WHAT IS KV CACHE." The joke punctures superficial AI cost-optimization advice by contrasting a flashy multimodal token hack with the deeper inference economics of prefix reuse and key-value caching.