Oh, we gaze in awe at the latest AI wizardry, these digital deities dispensing pearls of sagacity-until they burp out utter gibberish with the confidence of a dolphin claiming to be a teapot. The cosmic irony? As these machines crank up the power, their knack for sniffing out fiction from fact dwindles, like a Vogon poet rhyming “frog” with “bog” in a deathly dull way. In fact, it’s getting sento a right old muddle.
Their GPT-4 in disguise (“o3”) hallucinated like a proton storm 33% of the time in those oh-so-reliable benchmarks. The pint-sized follow-up (“o4-mini”) went full intergalactic meltdown nearly half the bloomin’ time. Enter GPT-5, the supposed savior, bragging about dumber delusions (~9%). Yet real experts say it’s slower than a sloth on sedatives, more hesitant than a hitchhiker’s reluctant thumb, and still spouting whoopers-proving benchmarks are about as useful as a towel in a supernova. ๐
the fancier the AI, the worse it gets at truth-sorting. All of ’em, not just Chad GPT. ๐
AI echoes our hilarious human info-pickling ๐
Top-notch training data is vanishing faster than improbability fields in a black hole. It’s a recursive ruin: AI chows down on web sludge; the web gets clogged with dodgy AI dribble; next-gen models train on even more alienated twaddle. Recursive like a Vogon’s favorite poem-endless and exceedingly dull.
Beyond rotten training, it’s the blueprint of our online truth-checking circus. Over 65% of humanity’s glued to social mazes engineered for max engagement. We’re bombarded by algorithms doling out misinformation on purpose, because fibs rouse more roars than corrections. Viral yucks spread like faster-than-light distractions, and that’s what AI feasts on-sensation sandwiches, hardly a fact in sight. ๐ก
Platforms feast on attention, not authenticity. Creators chase virality like a Don Quixote after windmills. AI firms tweak for dopamine hits, not dreary details. Chatbots “succeed” by keeping you charmed with plausible platitudes.
Yet, AI’s trust trauma mirrors our collective mental marinade. We shovel in what we scarf ourselves. AI can’t spot truth from tripe because, frankly, neither can we. Truth? Just consensus, you know-repeat a whopper enough, and poof, it’s “reality.” And who holds the megaphone? Gigantic corps, not us mere hitchhikers. Time for a revolt, galactic style. ๐ธ
Truthful AI’s arrival: A gleeful positive-sum shindig ๐
How to mend this mess? Refashion our info universe-ergo AI-towards truth. Begin by overhauling truth’s cradle and cradle.
Currently, truth’s a zero-sum battle, where the loudest boor or highest honcho wins. Info’s locked in vaults, each empire peddling its skewed reality. An AI (or clueless wanderer) in a silo emerges biased as a babel fish. Enter echo chambers, misleading mishaps for all. ๐
But ain’t most truths cuddly co-existers? Positive-sum delights. “Top restaurant in NYC?” Depends on your palate, purse, or existential woes. My jazz jam doesn’t trash your pop bop. Gains don’t steal another’s thunder; views diverge without annihilation.
That’s where verifiable vibes and rep runes shine. Truth ain’t mere claims-it hooks to who’s yapping, their motives, their track record. Online posts with auth chains and rep scores? We’d filter noise sans centralized censors. Liars’ reps plummet like a plummeting tortoise. Honest souls rise in esteem.
Crypto hands us the toolkit: decentralized IDs, token tickers, staking rigs, incentives turning accuracy into booty. Picture a knowledge net where assertions link to real identities, each with rep badges, duels staked and judged openly. Truth sprouts from a web of credible voices, not one platform’s decree.
This inverts incentives. Makers wager rep (and tokens) on verity, not viral vanity. AI trains on clean, attributed data. Models learn credibility. AIs join the fray, betting on outputs, forging reputations-competing on trust, not just slick talk.
Thus we shatter the poisoned loop, forging AI on a positive-sum, decentralized truth utopia. No rep magic? We’re forever handing truth to dictators, ripe for manipulation. With it, truth dances dynamically, resiliently-and together. ๐

Billy Luedtke has been building at the frontier of blockchain since Bitcoin in 2012 and Ethereum in 2014. He helped launch EYโs blockchain consulting practice and spent over five years at ConsenSys shaping the Ethereum ecosystem through roles in R&D, Developer Relations, token engineering, and decentralized identity. Billy also helped pioneer self-sovereign identity as Enterprise Lead at uPort, Co-Chair of the EEAโs Digital Identity Working Group, and a founding member of the Decentralized Identity Foundation. Today, he is the founder of Intuition, the native chain for Information Finance, transforming identities, claims, and reputation into verifiable, monetizable data for the next internet.
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