{"id":57249,"date":"2026-09-22T10:29:51","date_gmt":"2026-09-22T02:29:51","guid":{"rendered":"https:\/\/www.1ai.net\/?p=57249"},"modified":"2026-09-20T14:41:50","modified_gmt":"2026-09-20T06:41:50","slug":"ai%e6%8f%90%e7%a4%ba%e8%af%8d%e5%88%9b%e4%bd%9c%e7%ac%ac%e5%8d%81%e4%ba%8c%e8%8a%82%ef%bc%9a%e9%a9%be%e9%a9%adai%e7%9a%84%e5%b9%bb%e8%a7%89%e9%93%be%e5%8f%8d%e5%ba%94","status":"publish","type":"post","link":"https:\/\/www.1ai.net\/en\/57249.html","title":{"rendered":"SECTION 12 OF THE AI TIP: MANAGING AI'S \"FANTASIA CHAIN REACTION\" - HOW TO TRANSLATE MISREAD INTO CREATIVITY"},"content":{"rendered":"

THE ILLUSION IS NOT JUST A MECHANISM, BUT A SOURCE OF AI'S CREATIVITY\u3002<\/p>\n

Most people consider AI's \u201cHallucination\u201d to be a flaw, a disaster caused by the model's misunderstanding of the hint. This course will reveal the triple mechanism of \u201cthe hallucinogenic chain of reaction\u201d: a reading-of-the-word, a logical completion, a fiction of detail, and will teach you how to tame this uncontrollable force to your fingertips through reverse engineering\u3002<\/p>\n

\"cf1e6145j00tl6y4i016cd000v90ep\"<\/p>\n

The hallucinogenic chain reaction<\/p>\n

Chapter I: What is the \u201cphantom chain reaction\u201d<\/strong><\/p>\n

Did you ever experience this when you used Midjourney, Stable Diffusion or ChatGPT: You just wanted to add a little \"silence\" and then AI drew you a \"silent storm\"? You're just trying to make the character \"eyes blue,\" and the color of the whole picture turns into a \"vaginal filter\"<\/p>\n

This is the hallucination chain reaction\u3002<\/p>\n

1.1 Institutional rationale<\/strong><\/p>\n

AI DOES NOT \u201cUNDERSTAND\u201d THE WORLD AS HUMANS DO, BUT WORKS ON PROBABILISTIC PREDICTIONS. WHEN AI MISREADS THE FIRST WORD YOU ENTERED (TRIGGER POINT), IT DOES NOT STOP TO QUESTION, BUT RATHER TO DEDUCE THE NEXT LOGIC BASED ON THIS ERRONEOUS UNDERSTANDING (DOMINO EFFECT)\u3002<\/p>\n

HUMAN LOGIC: WRONG WORD-- FIX A-- GO ON\u3002<\/p>\n

AI LOGICAL: WORD A (ALTHOUGH I WAS WRONG) - > BASED ON A DEDUCES B - > BASED ON B DEDUCES C - > THE FINAL RESULT IS THE OPPOSITE OF THE ORIGINAL INTENT\u3002
\n
\n1.2 Why is it \u201cmost dangerous\u201d and \u201cmost attractive\u201d<\/strong><\/p>\n

It's out of control. A small semantic deviation, magnified by layers, leads to a total collapse of the final product\u3002<\/p>\n

FASCINATING: IF YOU CAN PREDICT THE COURSE OF THIS CHAIN, YOU CAN USE IT TO ALLOW AI TO AUTOMATICALLY GENERATE INCREDIBLE DETAILS OF HUMAN LOGIC\u3002<\/p>\n

Chapter 2: Chain starting point - Simantic Bias<\/strong><\/p>\n

2.1 Analysis of phenomena<\/p>\n

It's the first ring of the hallucinogenic chain. The first step before AI generation was Tokenization. In high-dimensional vector space, however, the meaning of words is often multidimensional\u3002<\/p>\n

Case: You enter Hazy Light\u3002<\/p>\n

Your expectations: the beautiful, the soft, the dream-taking atmosphere\u3002<\/p>\n

AI reads: Low visibility, poor air quality, haze and even weather anomalies (Weather\/Condition)\u3002<\/p>\n

This instant \"misread\" is the first piece of the domino\u3002
\n
\n2.2 Reverse utilization: Harmless Bias Injection<\/strong><\/p>\n

NOW THAT AI IS EASY TO SAY, WE'VE DELIBERATELY DIRECTED IT IN THE DIRECTION OF \"YES, EVEN IF IT'S CROOKED.\"\u3002<\/p>\n

\"Operational techniques\": not just abstract adjectives, but to create a \"innocent bias\" next to the focus word\u3002<\/p>\n

Error demonstration: Hazy light (AI may be understood as fog)\u3002<\/p>\n

Correct demonstration (reverse use): Hazy light, dreamlike mechanism, glowing dust\u3002<\/p>\n

PRINCIPLE: WHEN YOU ADD \"FANTASY\" AND \"LIGHT DUST,\" AI, EVEN IF IT MISREAD \"SILENT,\" INTERPRETS IT AS \"LIGHTED MAGIC FOG\" RATHER THAN \"INDUSTRIAL WASTE.\" WE PRE-SET THE MISREAD BOTTOM LINE\u3002<\/p>\n

\"7443399aj00tl6y5q011ad000v90njp\"<\/p>\n

Prompt<\/a>_Other Organiser<\/p>\n

You'll find the image is gray, low contrast, because AI understands Hazy as weather\u3002<\/p>\n

\"b57dcca7j00tl6y6000wod000v90njp\"<\/p>\n

Prompt: Hazy light, **dreamlike mechanism, glowing dust **street photony<\/p>\n

FORCED AI TO INTERPRET \u201cSILENT DUST\u201d AND \u201cDREAMING\u201d, IMAGES WARM AND ADAPT\u3002<\/p>\n

Chapter 3: Chain proliferation - Auto-complementation logic (Auto-Complement Logic)<\/strong><\/p>\n

3.1 Analysis of phenomena<\/p>\n

THIS IS THE WORST PHASE OF THE HALLUCINOGENIC CHAIN: SELF-ENHANCEMENT. AI FOLLOWS THE PRINCIPLE OF \u201cLOGICAL NO FAULT\u201d. IT IS BASED ON A ONE-SECOND MISPERCEPTION, AUTOMATIC BRAIN-TO-FACE ENVIRONMENT AND STORYLINES\u3002<\/p>\n

Because (wrongly read): Since there's a \"crazy weather,\"<\/p>\n

So, the air should be damp, the ground should be muddy, the light should be muddy\u3002<\/p>\n

And the result: your morning fog turned into the end of the earth\u3002<\/p>\n

REMEMBER: AT THIS STAGE, AI NO LONGER LISTENS TO YOUR HINTS, IT LISTENS TO ITS OWN LOGIC\u3002
\n
\n3.2 Reverse utilization: Targeting diffusion<\/strong><\/p>\n

WE CANNOT FORBID AI TO THINK, BUT WE CAN IMPOSE THE DIRECTION OF THE ASSOCIATION AS WE DO TO TRIM THE BRANCHES\u3002<\/p>\n

Operating techniques: Using a strong visual guide to lock the logical chain to one-way access\u3002<\/p>\n

Strategy: In order to prevent it from being filled with \"dirty\" when you need a \"cleaning\" of a high weight\u3002<\/p>\n

Prompt formula: [readable words] + [forced visual characterization]<\/p>\n

Motivation: Hazy light + Ethel clear glass texture\u3002<\/p>\n

RATIONALE: THE \u201cGLASS SENSE\u201d COMPELS THE ENVIRONMENT TO BE PERMEABLE AND CLEAN. IN ITS LOGICAL COMPLETION, AI FINDS A CONFLICT BETWEEN \u201cDIRTY\u201d AND \u201cGLASS SENSE\u201d AND IS FORCED TO CHOOSE THE PATH OF \u201cCLEAN FOG\u201d\u3002<\/p>\n

\"12f209e4j00tl6y755017cd000v90njp\"<\/p>\n

Prompt: Deep fore, Heavy Fog, Hazy atmosphe, Realistic<\/p>\n

Fog + forest = dead wood, swamp, gray color, terror\u3002<\/p>\n

\"6c612915j00tl6y7d01ghd000v90njp\"<\/p>\n

Prompt: Hazy street alley, radiing, damp atmosphere, liquid trome troture, liberal white floor, steile clean<\/p>\n

\"BIO-LUMINOUS\" AND \"MINT GREEN\" ARE USED TO LOCK TO DEATH. TO FORCE AI TO INTERPRET THE WORD \"FOG\" AS A MAGIC SPIRIT AND TO REPLACE IT WITH A FRESH AIR SENSE\u3002<\/p>\n

Chapter 4: Chainbreak - Fabrication Evolution<\/strong><\/p>\n

4.1 Analysis of phenomena<\/p>\n

When the chain runs to the third step, AI starts to \"freeze itself.\" This is a high-precipitation area that combines over-presumed. AI, in order to get the picture right, will fabricate a lot of details you haven't written\u3002<\/p>\n

The phenomenon: strange tattoos on the face, non-existent buildings in the background, two fingers in the hand\u3002<\/p>\n

REASON: AI FELT: \"THE LOGIC THAT LIES AHEAD HAS GONE THIS FAR, AND NOTHING SEEMS EMPTY HERE.\"<\/p>\n

4.2 Reverse utilization: pre-laying reverse restraints (Reverse Anchoring)<\/strong><\/p>\n

What we have to do is not to modify the first half, but to place cards at the end of the chain\u3002<\/p>\n

[Operative techniques]: Use negative or cut-off phrases as logical \"brakes.\"\u3002<\/p>\n

STRATEGY: PREJUDICING THE POTENTIAL ADDED BURDEN OF AI, PRE-PROSCRIBED\u3002<\/p>\n

Fuck:<\/p>\n

If you want a \"complex bouquet\" but not a \"bad background.\"\u3002<\/p>\n

Strengthen at the end of Prompt: Minimalist background (simplified background) or add Complex background, Debris (complex background, debris) to the negative message\u3002<\/p>\n

High-level game (senior cut): End with a strong geometric or material vocabulary. For example, using Encased in a perfect cube\u3002<\/p>\n

THE PRINCIPLE: THIS FORCED AI'S HALLUCINATIONS TO RUSH TO THIS POINT AND HIT A WALL. IT MUST BIND ALL THE PREVIOUSLY DISPERSED IDEAS WITHIN THIS \u201cCUBE\u201d OR \u201cEXTREMELY SIMPLE\u201d FRAMEWORK\u3002<\/p>\n

\"4076b1eaj00tl6y8101j1d000v90njp\"<\/p>\n

Prompt: Cyberpunk helmet design, indicate details, 8k, sci-fi atmosphere<\/p>\n

\"697585d7j00tl6y8900etd000v90njp\"<\/p>\n

Prompt: Cyberpunk helmet design, indicate details, dramatic spotlight, interrupted by total darkness, void background, Minimalis cut the chain with Darkness\/Void. When AI finished painting the helmet, he was trying to draw the background and found that the rule was \u201cblack\u201d and had to stop writing. The images are extremely clean\u3002<\/p>\n

Chapter V: Resumption of operations \u2014 from \u201cdisaster\u201d to \u201cworst work\u201d<\/strong><\/p>\n

Let us combine these three steps and look at a full case of good conduct\u3002<\/p>\n

Mission objective: to create a \"Sabbunk-style Rain Night Girl with a sense of loneliness.\"\u3002<\/p>\n

Phase 1: White writing (trigger hallucinogenic chain)<\/strong><\/p>\n

Prompt: Cyberpunk girl, racing night, lonely.<\/p>\n

AL'S HALLUCINATING CHAIN REACTION:<\/p>\n

Unread: Lonely - > AI understands \"Shawser, Broken, Slum.\"\u3002<\/p>\n

And now that it's a slum, it's got to be broken, it's got to be gray, it's got to be trash\u3002<\/p>\n

An outbreak: I created a dirty homeless girl with a bad background of scrap metal\u3002<\/p>\n

Result: Failure\u3002<\/p>\n

\"225e49fdj00tl6y8o00wqd000v90njp\"<\/p>\n

Phase II: The writing of the master (reversely using the hallucinogenic chain)<\/strong><\/p>\n

Amending the bias (beginning point): There is no need for Lonely, which is easily misinterpreted as \u201cpoverty\u201d\u3002<\/p>\n

Changed to: Solitary Grandeur, Cinematic Soloization. AI understands the direction: the cold, the center of the stage alone\u3002<\/p>\n

Lock-up proliferation (medium paragraph): In order to prevent \"rain night\" from producing \"deepness\"\u3002<\/p>\n

Add: Neon reflection, crystal clear rain drops, wet glosy skin (inflection of neon, crystal-permeable raindrops, moist skin). AI Logic Force: There must be light, there must be no confusion\u3002<\/p>\n

3. Pre-laying (end): prevent the excessive build-up of Cyberpunk elements leading to a disorder\u3002<\/p>\n

End: Symmetric community, clean depth of field. AI Action: When the background is about to be sprawled, it is blurred by the \"deepness\" of the picture; the image is forced to be changed from one to another\u3002<\/p>\n

\"905b86bdj00tl6y96015qd000v90njp\"<\/p>\n

CONCLUDING REMARKS:<\/strong><\/p>\n

AI'S HALLUCINOGENIC CHAIN REACTION IS ESSENTIALLY A SPILLOVER OF ITS CREATIVITY. FEAR IT, YOU'LL GET A BUNCH OF SCRAPS; UNDERSTAND IT, YOU'LL BE LED ASTRAY BY ITS LOGIC; ONLY BY PREJUDGING AND GUIDING IT WILL YOU BE THE SHEPHERD\u3002<\/p>\n

Step 1: Give it a beautiful wrong option before it gets it wrong\u3002<\/p>\n

Step 2: When it's blind, give it a one-way street\u3002<\/p>\n

Step three: \"Cut\" when it wants to play\u3002<\/p>\n

WITH THESE THREE THINGS, YOU'VE GOT THE BOTTOM LOGIC OF AI\u3002<\/p>","protected":false},"excerpt":{"rendered":"

The illusion is not just a mechanism, but a source of AI's creativity. Most people consider AI's \u201cHallucination\u201d to be a flaw, a disaster caused by the model's misunderstanding of the hint. This course will reveal the triple mechanism of \u201cthe hallucinogenic chain of reaction\u201d: a reading-of-the-word, a logical completion, a fiction of detail, and will teach you how to tame this uncontrollable force to your fingertips through reverse engineering. Chapter one: What's a \"sight chain reaction\"? Did you ever experience this when you used Midjourney, Stable Diffusion or ChatGPT: You just wanted to add a little \"silence\" and then AI drew you a \"silent storm\"? You're just trying to make the character \"depressive.\"<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[149,144],"tags":[802,3149,491,192,6481],"collection":[],"class_list":{"0":"post-57249","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-jiaocheng","7":"category-baike","8":"tag-ai","11":"tag-prompt","12":"tag-6481"},"acf":[],"_links":{"self":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/posts\/57249","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/comments?post=57249"}],"version-history":[{"count":0,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/posts\/57249\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/media?parent=57249"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/categories?post=57249"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/tags?post=57249"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/collection?post=57249"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}