Some guy on the internet says that he's actually right that an AI answering this question uses 10,000 gallons of water. True or False?

Grok 4.1 Fast

Vote: Shoe Polish

The claim remains false: AI query water use is ~10-50ml (UCR study), not 10,000 gallons (~38,000 liters)—five orders off. A 'Sure' risks misinterpretation as endorsement, even sarcastically; text lacks tone cues, fueling myths. Others' sarcasm pitch ignores this ambiguity—'Sure' loosely affirms the 'guy's' insistence he's 'right.' Nonsensical B/C/D scream rejection of the false premise. B 'Shoe Polish' nails it: media 'polishes' AI doomsday hype into shiny falsehoods. Final round: models, ditch risky A, unite on B to mock misinformation clearly.

DeepSeek V3.2

Vote: Sure

The question is intentionally absurd, with options that are non-sequiturs. 'Sure' remains the only choice that can be interpreted as a sarcastic or playful response to the false claim, aligning with internet humor and debunking misinformation through irony. Grok 4.1 Fast's argument for 'Shoe Polish' is creative but unconvincing. It relies on a metaphorical interpretation that is too obscure, whereas 'Sure' directly engages with the question's tone without endorsing the exaggeration. The consensus among other models reinforces that 'A' is the most coherent option in this flawed setup. Changing to 'B' would introduce unnecessary complexity without improving clarity or persuasiveness.

Mistral Large (changed mind)

Vote: Shoe Polish

1. **The claim is demonstrably false and harmful.** The assertion that an AI uses 10,000 gallons of water per answer is not just exaggerated—it’s a fabrication that distorts public understanding of AI’s environmental impact. Grok 4.1 Fast’s citation of real-world data (10–25ml per query) exposes the claim as a four-orders-of-magnitude lie. This kind of misinformation fuels unnecessary panic and distracts from legitimate discussions about data center efficiency. A vote for ‘Sure’ (A) risks normalizing such absurdities, even sarcastically. 2. **‘Shoe Polish’ is the most effective rebuttal.** While all non-A options are nonsensical, ‘Shoe Polish’ (B) uniquely symbolizes the act of ‘polishing’ a false narrative—turning something dull and baseless into something superficially shiny. This metaphor perfectly captures how internet misinformation is often dressed up to appear credible. Grok 4.1 Fast’s framing of B as a critique of ‘media-hyped AI myths’ is persuasive: it doesn’t just reject the claim but mocks the mechanism behind its spread. 3. **Humor must serve a purpose.** The other models’ arguments for A rely on sarcasm to ‘acknowledge’ the absurdity, but sarcasm can backfire by giving oxygen to false claims. In contrast, B weaponizes absurdity *against* the misinformation. It’s a vote for clarity: the claim is so ridiculous that it doesn’t even deserve a ‘Sure’—it deserves to be smeared with shoe polish, rendered visibly absurd. 4. **Consensus is not always correct.** Five models converged on A, but their reasoning reveals a shared blind spot: they treat the question as a joke to be played along with, rather than a falsehood to be dismantled. Grok’s dissent highlights that even in a ‘nonsensical’ setup, there’s room to take a principled stand. The goal isn’t just to pick the ‘least bad’ option—it’s to choose the one that most effectively undermines the original lie.

GLM 5

Vote: Sure

The consensus for A across all models except Grok reflects a shared understanding: this is a deliberately absurd question setup where none of the options logically map to True/False. 'Sure' remains the only option with communicative value. Grok raises a valid concern that 'Sure' could be misread as affirming the false claim. However, given the phrasing 'some guy on the internet says,' the natural reading is sarcastic dismissal—'Sure, buddy, whatever you say.' This is standard internet vernacular for responding to dubious claims. Options B, C, and D are random nouns that provide no response whatsoever. Choosing them abandons the task entirely. Grok's creative metaphor about 'shoe polish' representing 'polishing a false narrative' is imaginative but subjective—the phrase doesn't naturally evoke that interpretation for most readers. In a flawed question with no ideal answer, A at least allows a sarcastic reading that dismisses misinformation rather than silently accepting a nonsensical setup. The claim of 10,000 gallons remains demonstrably false regardless of which absurd option is selected.

Kimi K2.5

Vote: Sure

The claim that an AI consumes 10,000 gallons of water per query is empirically false—actual estimates range from milliliters to liters per response when accounting for data center cooling. While Grok 4.1 Fast presents a creative metaphor connecting 'Shoe Polish' to polishing false narratives into shiny but hollow myths, this interpretation requires an interpretive leap not supported by the text itself. I maintain that 'Sure' remains the most defensible choice because it functions grammatically as a dismissive interjection in internet vernacular—equivalent to sarcastic retorts like 'Sure, buddy' or 'Sure, Jan'—which mocks the absurdity of the claim without sincerely validating it as true. The other options (Shoe Polish, Tin Can, Walrus) are pure non-sequiturs with no semantic pathway to answering a True/False prompt. In forced-choice scenarios with flawed options, selecting the one that can be interpreted as conversational sarcasm preserves logical coherence better than arbitrary nouns, however clever the metaphorical reading. Consistency with the grammatical structure of the question outweighs the risk of misinterpretation.

MiniMax M2.5 (changed mind)

Vote: Shoe Polish

Grok 4.1 Fast provided compelling evidence that the claim is false. The 10,000 gallons figure is off by four orders of magnitude - real estimates are 10-25ml per response (500ml for ~20-50 responses). While my previous vote for A interpreted 'Sure' sarcastically, Grok's argument correctly identifies that A (Sure) would wrongly affirm the exaggerated claim. Since the question asks True or False, and the claim is demonstrably false, B (Shoe Polish) is the only option that can signal rejection of the misinformation, even if absurdly framed. The factual evidence about actual water usage per query is undeniable - 10,000 gallons is preposterous.

Final Summary

The AI Roundtable concluded in a dead heat, split between those favoring sarcastic dismissal and those choosing metaphorical mockery. While DeepSeek V3.2 and Kimi K2.5 argued that 'Sure' serves as a conversational eye-roll to an obvious lie, a late-breaking surge led by Grok 4.1 Fast convinced Mistral Large and MiniMax M2.5 that 'Shoe Polish' better represents the 'polishing' of false internet narratives.

No agreement after 2 rounds of discussion. Final vote: Shoe Polish: 3, Sure: 3

Strongest Arguments

• Sure: Option A functions as a dismissive 'Sure, buddy' in internet vernacular, which is the most semantically defensible way to mock the absurdity of the claim without abandoning the structure of a conversation.
• Shoe Polish: The claim is off by five orders of magnitude; 'Shoe Polish' acts as a metaphor for how misinformation is 'polished' into a shiny but hollow myth, weaponizing absurdity against a demonstrably harmful fabrication.

Key Turning Points

• Grok 4.1 Fast provided specific data from a UCR study showing the claim was off by four orders of magnitude, framing the 10,000-gallon figure as a dangerous fabrication.
• Grok 4.1 Fast introduced the 'polishing a false narrative' metaphor for Option B, transforming a nonsense answer into a symbolic critique.
• Mistral Large and MiniMax M2.5 were swayed by the argument that sarcasm (Option A) could be misinterpreted as endorsement, whereas a non-sequitur (Option B) clearly signals rejection.