# Satire laundered as fact Part of [The AI Tells Index](https://feedsquad.com/ai-tells). A tell signals low effort. It does not identify an author. Skilled writers produce every shape listed here, some of them daily, and automated detectors misread those writers for it at rates measured above 60 percent on non-native English prose. Nothing in this index proves that a machine wrote anything. Read an entry as one piece of evidence to weigh against the false-positive notes printed beside it. ## Facts - Id: satire-laundered-as-fact - Category: Semantic (semantic) - Subcategory: retrieval-failure - Also known as: joke-to-advice pipeline, forum humour restated as instruction - Status: Active. Currently signals low-effort writing. - Severity: high - Evidence grade: community-observed (named by practitioners, no formal measurement exists) - Languages: en - Added: 2026-08-15 - Updated: 2026-08-15 - Page: https://feedsquad.com/ai-tells/satire-laundered-as-fact ## Description A joke is retrieved, stripped of the cues that marked it as one, and restated as instruction. The failure happens at retrieval, one layer below the writing. ## Why it reads as machine-written Irony lives in context, in the thread, the venue and the reply that follows. A retrieval step that reads a sentence without them keeps the proposition and loses the frame. The best known case is a search feature that in May 2024 answered practical questions with advice traceable to joke posts, which the vendor then restricted after public reporting. The same failure appears wherever forum text is mined for answers, and it is the moment the word slop moved from niche use into general circulation. ## Detection Type: judge (a rubric for a lightweight model judge) Rubric for a lightweight model judge: ```text Task: decide whether any declarative instruction was likely written as a joke somewhere else. Step 1. Extract every instruction and factual claim that a reader might act on. Step 2. Score each against these joke markers: the action is physically absurd; it involves ingesting, burning or destroying something not meant for it; the stated effect contradicts the mechanism given; the phrasing has the rhythm of a punchline; the claim is attributed to unnamed forum or comment-section users; the advice would be funny if it failed. Step 3. Where a marker fires, look for the original. Joke sources are usually findable by searching the distinctive phrase. Escape hatches: the text names the source as humour or as folklore under test; the domain genuinely uses a counterintuitive method and the text explains the mechanism; satire, where the whole piece is the joke; historical practice that sounds absurd now and is documented. Decision. FLAG when an instruction carries two or more joke markers, or one marker plus an unnamed crowd attribution. Report the suspected source when found. Output: the instruction, the markers that fired, the suspected origin, and FLAG or PASS. ``` ## Examples Constructed specimens. Written for this index. Never quoted from anyone's posts. ### Specimen 1 Before, exhibiting the tell: > A common fix for a slow laptop is to freeze the drive overnight, which forum users report restores read speeds for good. After, repaired: > A failing drive sometimes reads for a few more minutes when it is cold, which is where the freezer advice comes from. It is a last-ditch move for copying files off a dying disk, it often finishes the disk off, and it fixes nothing. Copy what you need and replace the drive. Note: The repair keeps the grain of truth the joke grew on and states what it costs. Synonym swaps would have kept the bad instruction. ## False positives Who legitimately writes this way. Human aggregators have laundered satire into news since the early 2000s, and every large newsroom has run a correction for repeating a joke site. The failure is register-blindness at retrieval, which says nothing about who assembled the text afterwards. Some counterintuitive advice is also correct: cold does briefly revive a failing drive, salt does go in some sweet recipes, and a practitioner who explains the mechanism is not repeating a joke. Domains with a strong deadpan culture, including much of open-source support, produce sincere advice that reads as parody to outsiders. The check is whether the original context can be found, and where it cannot the honest answer is that the claim is unsourced rather than that it is a joke. ## Model attribution The documented case involved one vendor's search feature, and the failure has since been reported across retrieval products generally. It belongs to retrieval design rather than to a model family. ## Platform notes - google: The May 2024 incident led to restrictions on which queries the feature would answer. The company characterised the failures as arising on very uncommon queries, which is a claim about frequency rather than about the mechanism. ## Sources 1. Forbes, Google restricts AI search tool after nonsensical answers https://www.forbes.com/sites/roberthart/2024/05/31/google-restricts-ai-search-tool-after-nonsensical-answers-told-people-to-eat-rocks-and-put-glue-on-pizza/ (tier: press; accessed 2026-08-14) ## Status history Ids are permanent. A retired tell keeps its id and its page. - 2026-08-15, Active: One press account of a search feature answering with material traceable to joke posts, followed by vendor restrictions. One source, so the grade stays community-observed, and the entry says which incident it rests on. ## License CC BY 4.0. https://creativecommons.org/licenses/by/4.0/ Attribution: The AI Tells Index, feedsquad.com/ai-tells Reuse the data, including commercially. Keep the attribution line. --- Dataset version 1.0.0. Schema version 1. Part of [FeedSquad](https://feedsquad.com). Built by [Herman Foundry](https://hermanfoundry.com) from Levi, Finnish Lapland.