{"id":57271,"date":"2026-09-24T09:32:03","date_gmt":"2026-09-24T01:32:03","guid":{"rendered":"https:\/\/www.1ai.net\/?p=57271"},"modified":"2026-09-20T14:42:32","modified_gmt":"2026-09-20T06:42:32","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%94%e8%8a%82%ef%bc%9a%e6%89%93%e7%a0%b4%e4%bb%a3%e7%a0%81%e8%bf%b7%e4%bf%a1%ef%bc%9ajson","status":"publish","type":"post","link":"https:\/\/www.1ai.net\/en\/57271.html","title":{"rendered":"SECTION 15: BREAKING THE \"CODE SUPERSTITION\": THE REAL POWER OF THE \"JSON\" HINT IS THREE FAULTS:"},"content":{"rendered":"

DO YOU REALLY THINK IT'S ALL ABOUT PUTTING JSON'S SHELL ON THE TIP<\/p>\n

YOU THINK WRITING A HINT IN JSON FORMAT MAKES IT LOOK GOOD<\/p>\n

Wrong<\/p>\n

JSON IS NOT A FILTRATION, BUT AN INDUSTRIAL PIPE. THIS PAPER WILL TAKE YOU OUT OF THE \"CODING-ONLY\" ERROR, REVEALING THE TRUE ROLE OF JSON IN THE AI PAINTING: HOW IT FIGHTS AI'S \"CONFECTIVE SUGAR COATS\" AND HOW IT DIRECTS LLM AS \"INTERMEDIATE\"\u3002<\/p>\n

Introduction: Are you in a formal worship<\/strong><\/p>\n

IN THE PREVIOUS SECTION, WE DESCRIBED THE STRENGTH OF THE JSON STRUCTURE, WHICH WAS RAPIDLY REACHING A LARGE AUDIENCE. BUT I FOUND A VERY DANGEROUS PHENOMENON: \"FORM WORSHIP.\"\u3002<\/p>\n

Many friends mistakenly assumed that JSON was a \u201cmagic stick\u201d. It's as if I could get smart in a moment and paint from 720p to 8k if I put the original white word in\u3002<\/p>\n

Big mistake\u3002<\/p>\n

JSON FORMAT IS NOT ITSELF RESPONSIBLE FOR AESTHETICS, BUT ONLY FOR \u201cMANAGEMENT\u201d\u3002<\/p>\n

It's not going to make a rare, ugly image beautiful\u3002<\/p>\n

It only makes a whole picture of the chaos of the elements\u3002<\/p>\n

If the aesthetics you enter are ordinary, then even if the code is re-standardized, the output results are still plain\u3002<\/p>\n

TODAY, FROM THREE DEPTHS, WE'LL TEACH YOU HOW TO REALLY OPEN JSON'S HINTS, THROUGH \"SWEETNESS\" AND \"RETURN.\"\u3002<\/p>\n

FIRST ANGLE: CRUSHED BY ERROR -- JSON IS \"RECEPTION BOX,\" NOT \"COSMETIC.\"<\/strong><\/p>\n

\"a0f88241j00tl713b0164d000v9000kup\"<\/p>\n

FIRST, WE NEED TO GIVE JSON A PRECISE DEFINITION:<\/p>\n

It's a structured command set, not an art filter\u3002<\/p>\n

It's here to clean the floor<\/strong><\/p>\n

Imagine your hint is a room\u3002<\/p>\n

IT'S LIKE A ROOM FULL OF JUNK. CLOTHES (SUBJECT), BOOKS (ENVIRONMENT), BRUSHES (STYLE) ARE THROWN EVERYWHERE. AI WALKS INTO THIS ROOM AND IT'S EASY TO TAKE THE WRONG THING -- PUT THE BOOK ON YOUR BODY AND THROW THE CLOTHES ON THE FLOOR\u3002<\/p>\n

Just like you bought a labeled collection. You made it clear that the subproject put the clothes, Envirronment put the books. AI came in and found exactly what it wanted\u3002<\/p>\n

Core law: anchor-point priority - against \"sweety sugar dressing\"<\/strong><\/p>\n

Now AI wants too much to please you. It has a strong aesthetic bias and tends to paint everything fine, beautiful and cool. This phenomenon I call \"Style Glossing.\"\u3002<\/p>\n

The error demonstration: \"Sabbonk, master masterpiece, 8k, a desperate cry girl.\" I'm looking at the top of Cyberpunk's weight. Tears are as beautiful as pearls and \u201csuffering\u201d is completely swallowed up by \u201cvisional effects\u201d\u3002<\/p>\n

\"2ef7b75aj00tl713u00y2d000v90hip\"<\/p>\n

THE CORRECT DEMONSTRATION (JSON ANCHOR LOGIC): IN JSON, WE USE THE STRUCTURE TO IMPOSE PRIORITIES:<\/p>\n

The anchor (Subject): Key here is Subject_Core. Description \"Dirty Face, Raw Emotion, Messy Hair, Despair\". That's an absolute order. No beautification\u3002<\/p>\n

Environment: is the context\u3002<\/p>\n

Style: Finally, Cyberpunk\u3002<\/p>\n

THE REAL EFFECT OF JSON IS TO KEEP THE NARRATIVES OF THE IMAGE IN THE SHACKLES OF \"PRETTY\" FOR AI\u3002<\/p>\n

SECOND ANGLE: THE TECHNOLOGY HOLE -- WHY NOT JUST FEED JSON<\/strong><\/p>\n

This is probably the most important technical dry product of the Academy\u3002<\/p>\n

Many readers asked, \"If JSON is so good, can I copy the code directly to the Midjourney or SD input box?\"<\/p>\n

The answer is, never feed directly\u3002<\/p>\n

1. AI DOES NOT UNDERSTAND CODE<\/strong><\/p>\n

The model training data for AI (MJ\/FLUX\/SD) are \" Photo + Natural Language Description\". It learned Cat against Cat, but it didn't learn this syntax. If you force entry of JSON, which was originally used to mark the structure {}: These symbols will be used as \"noise\" by AI, even drawing strange obscurity symbols in the image\u3002<\/p>\n

JSON IS THE \"MEDIAN\" FOR LLM<\/strong><\/p>\n

The right industrial process is:<\/p>\n

JSON -- LLM -- after cleaning Prompt<\/a> \u2014 DRAWING AI<\/p>\n

YOUR WORK: WRITING JSON, DELINEATING THE LOGIC OF THE SUBJECT, THE SHADOW, THE IMAGE\u3002<\/p>\n

LLM jobs: Read JSON, remove all code symbols, and translate logic into the drawing AI's favorite Natural Language Long sentences (for Nano banana\/MJ) or the Highweight Label Group (for FLUX\/SD)\u3002<\/p>\n

SO, JSON IS USED TO CLEAN DATA.\" IT ENSURES THAT THE PHRASE THAT WAS FINALLY FED TO THE DRAWING AI IS A WELL-THOUGHT-OUT AND LOGICAL \u201cPURITY DIRECTIVE\u201d\u3002<\/p>\n

third angle: the power boundary - planning vs creative<\/strong><\/p>\n

\"b3fa53f4j00tl7148012nd000v90hkp\"<\/p>\n

Content is greater than form<\/p>\n

1. The aesthetic description of the decision ceiling<\/strong><\/p>\n

JSON can only help you reduce your randomity, but it doesn't automatically produce aesthetics. If you feed JSON to the mediocre idea, you get a mediocre stable output. Before you write JSON, you have to refer to what we're talking about in section 14, and you've got good physical parameters (photo, film, cloth), and then fill in JSON\u3002<\/p>\n

2. Tool adaptation guide<\/strong><\/p>\n

Midjourney \/ Nano Banana (natural language):<\/p>\n

STRATEGY: THINK IN JSON, SPEAK IN NATURAL LANGUAGES. LET LLM TRANSLATE YOUR JSON INTO A BEAUTIFUL ENGLISH DESCRIPTION\u3002<\/p>\n

Stable Diffusion \/ FLUX (controlled):<\/p>\n

Policy: JSON is a godly aid. Using LLM to convert JSON into comma-separated Tag and the hierarchy in JSON to weight (keyword:1.2)\u3002<\/p>\n

Workflow (Workflow\/API):<\/p>\n

Strategy: JSON home. When you need to generate 100 single-style comics, lock the Steele module, rotate the subject module, and JSON becomes the most efficient production tool\u3002<\/p>\n

Fourth angle: motion switch -- \"Return true\" in video<\/strong><\/p>\n

And finally, when we get a satisfactory static map and we're going to send it to Runway or Luma for video, forget about JSON\u3002<\/p>\n

VIDEO AI REQUIRES \"DECLINING\"<\/strong><\/p>\n

The static map already contains all the photopic and image information. Image-to-Video only needs to know one thing: how to move\u3002<\/p>\n

2. Re-entry language formula<\/strong><\/p>\n

At this point, rather than copy complex parameters, please use the simplest ** Natural Language Mirror Code**:<\/p>\n

Formula: [horizon motion] + [subject micromotion] + [environment climate]<\/p>\n

Demonstration: \"Slow cinematic zoom out (photo), hair blowing in wind, dust floating.\"<\/p>\n

\"245a60d4j00tl715,100pld000v90hkp\"<\/p>\n

The original painting determines the quality of the painting, and this simple natural language determines life\u3002<\/p>\n

conclusion: control vs creativity<\/strong><\/p>\n

Let's wrap it up. How do we choose<\/p>\n

JSON hint structure: The solution is control and consistency. It's a tool for product managers and directors\u3002<\/p>\n

Freedom of expression (natural language): the reservation is exploration and creativity. It's a tool for artists and poets\u3002<\/p>\n

DO NOT WRITE CODE FOR WRITING. WHEN TO USE JSON? ESSENTIALLY DEPENDS ON YOUR CURRENT GOAL\u3002<\/p>","protected":false},"excerpt":{"rendered":"

Do you really think it's all about putting JSON's shell on the tip? You think you're going to make it look good when you put it in JSON? Wrong! JSON is not a filtration, but an industrial pipe. This paper will take you out of the \"coding-only\" error, revealing the true role of JSON in the AI painting: how it fights AI's \"confective sugar coats\" and how it directs LLM as \"intermediate\". I quote: Are you in a formal worship? In the previous section, we described the strength of the JSON structure, which was rapidly reaching a large audience. But I found a very dangerous phenomenon: \"Form worship.\" A lot of friends mistakenly think, JSON<\/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-57271","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\/57271","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=57271"}],"version-history":[{"count":0,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/posts\/57271\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/media?parent=57271"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/categories?post=57271"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/tags?post=57271"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/collection?post=57271"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}