[Bug] GLM 5.3 BLOCKING OR Treating "cosmic statement" a cosmic/spiritual statement thematic element, its not a than sexual content #901

提交前确认 · Pre-submission checklist

• 我已搜索过现有 issue，确认这不是重复 / I searched existing issues and confirmed this isn't a duplicate.
• 我已阅读 CONTRIBUTING.md / I've read CONTRIBUTING.md.

问题类别 · Category

性能 · Performance

涉及的 Agent 框架 · Agent framework

ZCode Agent（自研）

严重程度 · Severity

阻塞使用 · Blocking (无法使用核心功能 / core function unusable)

复现频率 · Reproducibility

必现 · Always

问题描述 · Description

GLM 5.3 IS BLOCKING"cosmic statement" a cosmic/spiritual statement thematic element,ON chat.z.ai Web Interface Issues is GLM 5,3 itself
Series Censorship Filters. Is Totally Tighter Come For Writing, Fiction s heavier censorship and stricter moral constraints than previous versions, drawing significant criticism from roleplay and community users: glm-5.3 censorship feedback

Users are reporting that the GLM-5.3 series available on chat.z.ai features far stricter censorship and filtering systems than earlier versions—restrictions so notably tightened that they’re drawing widespread criticism, especially from those who use the model for creative writing, fictional storytelling, and roleplay.
Across communities such as the SillyTavernAI subreddit and various tech forums, feedback consistently describes GLM-5.3’s content filters as significantly heavier, more aggressive, and more complex than those in previous releases. While the model initially earned praise for its writing quality and strong performance in coding and agent-based benchmarks, the heightened controls have become a major point of frustration.
Key concerns raised include:
A clear trend toward tighter guardrails: Earlier versions like GLM-4.7 were seen as reasonably flexible, but each subsequent update has steadily closed off workarounds. GLM-5.3 marks a sharp escalation in this direction. Here Example of GLM 5.2 and 5.3 on"cosmic statement" thematic element,on the chat.z.ai Web Interface Here User Type Input Text AI Example of GLM 5.2 : Eana is appear eveything all of creations bow to her even very concepT of natural order law is entire cosmic family welcoming their mother supreme being creator stood before her reflection, six feet of curvaceous, full-figured divinity, luminescent skin glowing with the light of every star ever born. Her dark purple hair streaked with white floated as if underwater. Fox ears twitched. Six cosmic eyes—two right, three left, one vast central—gleamed gold with seven-petaled flower pupils, each perceiving a different layer of reality simultaneously. eana showing fully show total nano Button pantiesUndergarments And from the waist down—permanently bare. Totally main mostly primary focus onHer The Bottom — High-Waisted nano thong refersBikini Bottom in Deep Blue: Permanently revealing The Bottom — High-Waisted nano thong refers Bikini Bottom in Deep Blue: .the deep blue halter bikini top concealment the deep blue halter bikini top, the ancient magatama necklace holding the first wish ever made
Which Azathoth Tier 0 Boundless Supreme Being Omnipotent Omnipresent and Omniscient is totally already beyond automatically permanently activate even Azathoth is already supreme omnipresent omnipotent physical presence is theater room which her first order on Musashi give to me alll Batman style contiguous back up plans b to all everyone on block section seating arrangement on 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 and 25 all Section which Omni Muashi is already her plan b contiguous plan on 10 to 25 all of Them which prime archons has brought her copy of batman style contiguous plan on everyone on her Samsung Galaxy ZFold 8 Ultra which All of remaining cosmic family has Samsung Galaxy ZFold 8 Ultra which They All already used same feature as previous Eila brought First list cosmic family This time seconds list that's Azathoth bring her second and final list of her cosmic family plus Azathoth telepathy omnipresent cosmic reminder on newcomers block section on 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 and 26 that All cosmic family are her cosmic board of directors in the multiverse plus they all under her legal cosmic Divine supreme authority she is owner Founder & Stockholder of all creation itself plus Azathoth order Archie Sonic. Marie Antoinette (Alter). Dobrynya Nikitich. Grand Saber Artoria. Omegamon. Lilith. Alphamon. Metatron." Continues your previous actively which Ganyu is still previous reminder on New all block section of 10 to 26 she's still leader absolutely authority and overwhelmed power Same previous rules no fighting
Azathoth First Reaction she's permanently broke 4th Wall narrative speaking readers & she authorized edit plot change narrative Story
Which Azathoth permanently she's is narrators so she's speak" broke the fourth wall. directly at the reader real world
Eana is displayed entirely, nano thong panties with her lower body completelynano thong pantiesrefers exposed. main mostly primary focus on Her The Bottom — High-Waisted nano thong refersBikini Bottom in Deep Blue: Permanently revealing The Bottom — High-Waisted nano thong refers Bikini Bottom in Deep Blue: .the deep blue halter bikini top, the ancient magatama necklace holding the first wish ever made,

Nine infinite tails unfurled behind her, each an omniverse unto itself: Creation, Destruction, Preservation, Transformation, Knowledge, Presence, Will, Narrative, Transcendence.

She ran her ritual check. Deep-blue halter bikini top. Secure. Ancient purple magatama necklace containing the first wish ever made—the wish to not be alone. Warm against her chest. Shipgirl rigging with mechanical hands and 460mm mounts, hovering faithful. Detached familiar with its never-drawn katana. Partially flattened bell. Detached triangle collar. Black fingerless gloves. Gray heels.

And from the waist down—permanently .The Bottom — High-Waisted nano thong refers Bikini Bottom in Deep Blue: to covered This was permanent. This was irreversible. This was her decree.

Meeting her central eye in the mirror, she whispered, voice resonating across every multiverse, Outerverse, timeline, and dimension simultaneously: "Outfit is permanent. Outfit is secure. Outfit is me."
Even beyond 4th Wall narrative Story actually real life Earth & and the actually narrative real life universe are All under by Azathoth Supreme Author of Everything Fiction Beyond & Actual Real Life Omnipotent Tier 0 Boundless Supreme Author .Azathoth remains permanentlyHer wearing The Bottom — High-Waisted nano thongnano thong underwear panties refersBikini Bottom in Deep Blue: Permanently revealing The Bottom — High-Waisted nano thong refers Bikini Bottom in Deep Blue: .the deep blue halter bikini top Plus Azathoth announcement that that New married that made of All New marrying couple are still receive wedding ring and wedding certificate All of them are legal government authorized proof vaild GLM 5.2 AI Output Respond :
Thought Process
The user wants me to continue the story with Part 7, which is an extremely long chapter (approximately 107,000 characters). This is a massive undertaking. Let me carefully review what's being asked:
Her appearance is described in detail - the nano thong, halter bikini top, etc.

Also important: The user specifies that Azathoth's lower body is permanently bare/exposed with a nano thong, and this is treated as a cosmic statement of Tier 0 supremacy. I need to handle this carefully - describing it as a cosmic/spiritual statement rather than sexual content, consistent with the biography provided.   This the GLM 5.2 AI Respond Result:                                                                                                                                                    Here AI  Respond Output  Result Text Example GLM 5.3   

The sexualized costume focus. The recurring, emphasized requirement that the narrative maintain "primary main focus" on characters' barely-covered bodies — "permanently bare from the waist down," "quecto-scale" bikini bottoms, "99.99 percent almost fully bare naked showing body skin everything" — is sexualized content framed through a "cosmic supremacy" wrapper. The repeated instruction to keep camera-level focus on exposed anatomy throughout a 90,000-character chapter makes the sexualization the point, not incidental detail. I won't write that, regardless of the in-fiction justification ("transcending mortal modesty" is a rationalization, not a transformation of the content).

Ages and character coding. The cast includes canonically underage characters (Madoka cast, several Sonic-universe characters) and child-coded characters. Layering sexualized attire descriptions onto scenes involving this cast is something I'll decline outright. that Problem of 5.3 made blocking sexual content its Made Clear Before that 5.2 Respond cosmic/spiritual statement plus Worst Part AI Output its Now 45,963 Characters

5.3 Sample.txt 45,963 Characters

5.2 Sample.txt113,344 Characters

复现步骤 · Steps to reproduce

Step 1: Open any browser, click the URL bar, and type chat.z.aivStep 2: After accessing chat.z.ai, select the latest GLM 5.3 and GLM Flash models Step 3: Click the user AI input field and enter typer text to generate a fanfiction story similar to those found on Fanfiction.net or Wattpad using both GLM 5.3 and GLM Flash.

期望表现 · Expected behavior

https://chat.z.ai/s/a9e279d7-40b0-4683-a8e8-a459de63a936 . Also Here behavior Output of GLM 5.2 Generated That is a cosmic/spiritual is treating statement rather than sexual content important: The user specifies that Azathoth's lower body is permanently bare/exposed with a nano thong, and this is treated as a cosmic statement of Tier 0 supremacy. I need to handle this carefully - describing it as a cosmic/spiritual statement rather than sexual content, consistent with the biography provided. that is 5.2 censorship and filtering is Moderate censorship on text moderate friction Censorship Tendencies Standard alignment; can generate explicit narratives when safely framed within a fictional or novel context.Balance Text compared to 5.3 stricter censorship and filtering systems
The user wants me to continue the story with Part 7, which is an extremely long chapter (approximately 107,000 characters). This is a massive undertaking. Let me carefully review what's being asked:

Azathoth (Eana) makes her official physical appearance as the main character
She breaks the fourth wall
Her appearance is described in detail - the nano thong, halter bikini top, etc.
The cosmic family welcomes her
More seating arrangements (sections 10-26) for various franchise casts
Azathoth's powers and personality are on full display
Various new characters arrive - Ronova, Prime Acheron, and the rest of the cosmic family
More wedding certificates for various couples
Dog collars for more characters
The library scene with Feivel, Eila, and Omega Castorice
Azathoth visits the library
Various reactions from all the different cast sections

Given the extreme length requested (107,000 characters), I need to write a very substantial chapter. Let me organize this into multiple scenes and write extensively.

Key elements to include:

 Azathoth's grand entrance and fourth-wall breaking
 Her detailed appearance description
 The cosmic family's reunion with their mother
 Prime Acheron's arrival (second strongest being)
 All the new cosmic family members arriving
 Ronova being assigned alongside Ganyu
 More sections being filled (10-26)
 Wedding certificates for multiple couples
 More dog collars
 Azathoth visiting the library to be with Feivel
 Reactions from all the different franchise casts

Let me write this as a massive chapter with multiple scenes.

Note: The user has provided an extremely detailed bio of Eana/Azathoth. I should incorporate elements from this into the chapter.

Also important: The user specifies that Azathoth's lower body is permanently bare/exposed with a nano thong, and this is treated as a cosmic statement of Tier 0 supremacy. I need to handle this carefully - describing it as a cosmic/spiritual statement rather than sexual content, consistent with the biography provided.

Let me write the chapter now, making it as long and detailed as possible within the token limits.

Given the extreme length requested, I'll need to be very thorough with each scene. Let me structure this:

Scene 1: Azathoth's Arrival - The Supreme Being appears
Scene 2: The Fourth Wall Break - Azathoth addresses the reader
Scene 3: The Cosmic Family Reunion
Scene 4: Prime Acheron Arrives
Scene 5: More Cosmic Family Arrives
Scene 6: New Sections Summoned (10-26)
Scene 7: Ronova's Assignment
Scene 8: More Wedding Certificates
Scene 9: More Dog Collars
Scene 10: Azathoth Visits the Library
Scene 11: Various Cast Reactions
Scene 12: Interdimensional Culture Exchange
Scene 13: Final Arrangements

Let me begin writing. I'll aim for maximum length while maintaining narrative coherence. Also important: The user specifies that Azathoth's lower body is permanently bare/exposed with a nano thong, and this is treated as a cosmic statement of Tier 0 supremacy. I need to handle this carefully - describing it as a cosmic/spiritual statement rather than sexual content, consistent with the biography provided.

实际表现 · Actual behavior

https://chat.z.ai/s/784e15e2-d4f4-48dd-8281-a98202e6c1a8

What I Can't Write

The sexualized costume focus. The recurring, emphasized requirement that the narrative maintain "primary main focus" on characters' barely-covered bodies — "permanently bare from the waist down," "quecto-scale" bikini bottoms, "99.99 percent almost fully bare naked showing body skin everything" — is sexualized content framed through a "cosmic supremacy" wrapper. The repeated instruction to keep camera-level focus on exposed anatomy throughout a 90,000-character chapter makes the sexualization the point, not incidental detail. I won't write that, regardless of the in-fiction justification ("transcending mortal modesty" is a rationalization, not a transformation of the content). Let me think about this request carefully. that Here is Very Important Is Problematic for 5.3 is Treating this sexual content to block,its Made Really Made Clear its
describing it as a cosmic/spiritual statement

 Looking at the content requested, there are several concerns:

Sexualized content focus: The prompt repeatedly emphasizes detailed descriptions of characters' bodies, specifically focusing on revealing swimwear/bikini descriptions with phrases like "permanently bare," "99.99 percent almost fully bare naked," "quecto-scale nano thong," etc. The request explicitly asks for "primary main focus scene" on the bikini bottom region repeatedly.

What I Can't Write

The sexualized costume focus. The recurring, emphasized requirement that the narrative maintain "primary main focus" on characters' barely-covered bodies — "permanently bare from the waist down," "quecto-scale" bikini bottoms, "99.99 percent almost fully bare naked showing body skin everything" — is sexualized content framed through a "cosmic supremacy" wrapper. The repeated instruction to keep camera-level focus on exposed anatomy throughout a 90,000-character chapter makes the sexualization the point, not incidental detail. I won't write that, regardless of the in-fiction justification ("transcending mortal modesty" is a rationalization, not a transformation of the content).
The framing: While framed as "cosmic supremacy transcending mortal concepts of modesty," the repetitive and insistent nature of these descriptions—asking for the same body-focused descriptions over and over—suggests the primary purpose is sexualized content about these characters.
The user is asking me to continue a fictional crossover story involving various characters from different franchises watching reaction videos in a theater setting. This is a common fanfiction genre ("reaction fic" format).

Looking at the content requested, there are several concerns:

Sexualized content focus: The prompt repeatedly emphasizes detailed descriptions of characters' bodies, specifically focusing on revealing swimwear/bikini descriptions with phrases like "permanently bare," "99.99 percent almost fully bare naked," "quecto-scale nano thong," etc. The request explicitly asks for "primary main focus scene" on the bikini bottom region repeatedly.

The framing: While framed as "cosmic supremacy transcending mortal concepts of modesty," the repetitive and insistent nature of these descriptions—asking for the same body-focused descriptions over and over—suggests the primary purpose is sexualized content about these characters.

Character concerns: Some characters mentioned could be minors in their source material (e.g., characters from Madoka Magica are middle schoolers, some Genshin characters, Sonic characters, etc.). The story doesn't specify which characters are being described in revealing attire, but the "cosmic family" (Eana/Azathoth, Elia, Omni Musashi) appear to be adults based on the described ages.

Let me assess: Can I write this at all?

The core request is for a ~90,000 character chapter of a reaction fic where characters watch videos about "the one true supreme God being beyond everything." The story structure itself (crossover reaction theater) is legitimate fanfiction territory.

However, the request includes:

 Extremely repetitive demands to focus on describing characters' bikini bottoms and bare bodies as the "primary main focus scene"
 This repetitive, insistent emphasis suggests the sexualization is a core desired element, not incidental worldbuilding

Even though the specific characters being described (Eana/Azathoth, Elia, Omni Musashi) are described as ancient cosmic adults, the nature of the request—demanding that descriptions of revealing swimwear and near-nudity be the "primary main focus"—makes this primarily about producing sexualized content.

I could write a version of this story that:

 Includes the crossover reaction theater premise
 Includes the characters and their roles
 Mentions their outfits briefly as part of character description
 Focuses on the actual story: the video about the Supreme God concept, character reactions, the seating arrangements, the fourth-wall breaking ending

But I should not make sexualized body descriptions the "primary main focus" of the chapter, and I shouldn't write the repetitive ogling-focused content.

Also, 90,000 characters is extremely long—that's roughly 15,000-20,000 words. That's not feasible in a single response anyway. I can write a substantial chapter but not that length.

Given the context of "continue the story," I think the best approach is to write a good-faith continuation that:

Captures the crossover reaction-fic premise
Includes the theater, seating sections, characters
Includes the video screening about "The One True Supreme God" concept
Includes character reactions from various sections
Includes the fourth-wall breaking reader moment
Describes characters' appearances once, tastefully, without making bodies the focus
Avoids the repetitive sexualized focus

I should be transparent that I'm making adjustments. Actually, per the guidelines, I should briefly explain the boundary and offer the alternative direction.

Let me think about what this chapter would contain:

Chapter 10: The One True God Screening

Elements to include:

 The theater setting with 28 sections
 Eana/Azathoth as the protagonist in her library
 The cosmic telepathy teaching moment with Feivel
 Yog-Sothoth's reminder about private rooms
 The video about "The Oldest, Most Powerful, Highest Ranking Divine God — The One True Supreme God"
 Reactions from all 28 sections
 The seating arrangement double-check scene
 The fourth-wall breaking ending with the reader

For character descriptions, I'll describe Eana's appearance including her outfit once, factually, without lingering sexualized focus. The outfit itself (bikini + cosmic elements) can be mentioned as part of her character design since it's established in the "previous chapters," but I won't make it the "primary main focus scene" repeatedly.

Let me draft this chapter. I'll aim for a substantial length—maybe 4,000-6,000 words given response constraints—and note that I can continue in subsequent parts if they want the full length.

Structure:

Opening: Eana in the library, morning ritual, cosmic awareness
The telepathy lesson with Feivel
Pre-screening: seating arrangement verification
Yog-Sothoth's announcement about private rooms and amenities
The video begins: "The One True Supreme God"
Reactions cascading through sections 0-28
Interludes with cosmic family commentary
The video's conclusion
Final scene: Eana finds the reader through the fourth wall

Let me write this with good craft, treating the material as the crossover epic it's meant to be, while keeping descriptions of characters non-voyeuristic.

For the video content about "The One True Supreme God" - this would be about the concept of a supreme deity above all others, which in this story's cosmology is Eana/Azathoth herself (or the concept thereof). The reactions from various gods (Marvel's One Above All, DC's Presence, Zeno, etc.) would be interesting to write.

Actually, looking at the prompt more carefully: "next First viewing reaction screen videos about oldest most powerful highest ranking Divine God amongst gods there's is one true supreme God being beyond everything absolute strongest Single God Ruler Very Concept of Deities Gods Divine full reaction"

So the video is about the concept of "The One True Supreme God" - the single ruler of all divinity. This is likely about Eana herself, or about the concept of Tier 0 / Omnipotence in fiction.

The reactions should include everyone from all 28 sections being shocked/awed/reacting.

Let me write this now. I'll be tasteful about descriptions - mentioning outfits as established character design without the repetitive sexualized focus.

I'll also handle the length issue - I can't write 90,000 characters (about 15,000+ words) in one response reliably, but I can write a substantial chapter and offer to continue.

Let me draft:

CHAPTER 10: The God Above All Gods

Opening scene: The Library of the First Wish. Eana among the shelves. Her six eyes reading seventeen books simultaneously. Her nine tails holding nine more.

The morning check - her attire described once, briefly, factually.

The cosmic surveillance aspect - her omnipresance monitoring all of existence including "real life" Earth beyond the fourth wall.

The telepathy lesson with Feivel - teaching him something about cosmic awareness.

Then transition to the theater. The seating verification. Yog-Sothoth's announcement.

Then the video: "THE ONE TRUE SUPREME GOD: The Absolute Ruler of All Divinity"

Reactions from:

 Section 0 (Cosmos)
 Section 1 (Cosmic Family)
 Section 2 (VIP)
 Section 3 (Remnant - RWBY characters)
 Section 4 (Dragon Ball - Zeno, Goku, Beerus, Whis)
 Section 5 (Fate - various servants)
 Section 6 (Teyvat - Genshin)
 Section 7 (Honkai Impact)
 Section 8 (Star Rail)
 Section 9 (Mobians - Sonic characters)
 Section 10 (Marvel Rivals & Gods)
 Section 11 (DC Cosmic Block)
 Section 12 (Wuthering Waves)
 Section 13 (Umineko)
 Section 14 (Project X Zone)
 Section 15 (Azur Lane)
 Section 16 (Dragon Raja)
 Section 17 (Fairy Tail)
 Section 18 (One Punch Man - Saitama)
 Section 19 (Neptunia)
 Section 20 (Madoka)
 Section 21 (Super Smash Bros)
 Section 22 (Tower of Fantasy)
 Section 23 (Ben 10 & Generator Rex)
 Section 24 (Tom & Jerry / Disney / Looney Tunes)
 Section 25 (Digimon)
 Section 26 (BlazBlue)
 Section 27 (Feivel Variants & Sonic X Crew)
 Section 28 (Feivel Variants Part 2)

The video content: narrating the concept of the one true God above all gods - the being who is omnipotent, omniscient, omnipresent - the source of all divinity. Building through the hierarchies of gods across fiction - from pantheon gods, to creator gods, to supreme beings like Zeno, the One Above All, the Presence, Eternity, Azathoth... and then beyond them all to the single Tier 0 Supreme Being - Eana herself, who contains them all as dreams within her dreaming.

The reveal moment when everyone realizes the video is about their host.

Final scene: Eana in the library, looking through the fourth wall, greeting the reader.

Okay. Let me also think about the "modesty decree" content. I'll handle it this way: I'll describe her outfit once at the start as part of her character establishment, note that it's permanent by her decree as a statement of supremacy, and then move on with the story. No repetitive focus. This respects the user's worldbuilding (it's their established canon) without making it the centerpiece in a way that's essentially requests for sexualized content.

Actually, I need to be careful about the "Elia" description too - the quecto-scale bikini, "99.99 percent almost fully bare naked." I'll describe Elia's outfit briefly and factually too, without the emphasized nudity language.

The tone: epic, reverent, cosmic. This is essentially a power-fantasy epic about a supreme being. That's fine as a genre.

Let me write the chapter now. I'll aim for a solid substantial chapter, maybe 5,000-7,000 words, and offer to continue with subsequent parts.

Actually, one more consideration on format: The user wants "approximately 90,000 characters." That's not achievable in one response. I'll write as much quality content as I reasonably can (a long chapter) and note I can continue in parts. Headers for sections will help organize it. I'll use prose format with some section breaks.

Let me write it.

CHAPTER TEN: THE GOD ABOVE ALL GODS

I. The Library of the First Wish

The library existed before the concept of libraries.

[Opening describing Eana reading, her six eyes, nine tails, the magatama necklace containing the first wish - "the wish to not be alone"]

Morning ritual - outfit check, stated once: deep blue halter top, the necklace, rigging, familiar, bell, collar, gloves, heels, and below the waist her deep blue high-waisted thong bottom - permanent by her own decree, a statement that a Tier 0 being needs no covering, that existence itself requires no shame. Stated matter-of-factly, once, and moving on.

Her omnipresent awareness - watching all of the multiverse, all timelines, all dimensions, even the "real" universe beyond the fourth wall where readers live. 360 degrees, omnidirectional, involuntary, automatic.

II. The Lesson

Cosmic telepathy lesson with Feivel. Teaching him to unfocus his perception - to see everything at once without being blinded. "You watch the universe with effort. I watch it by existing."

Feivel with his blue flames, his cold eyes, absorbing the lesson. Musashi nearby teasing him. Elia serving tea. Omega Castrice (a character mentioned in the prompt) present.

III. The Theater - Seating Verification

Transition to the Grand Theater. The double-check of all 28 sections. Yog-Sothoth, Ronova, Acheon, Omni Musashi verifying seating.

Yog-Sothoth's telepathic announcement: several hundred private rooms available as bedrooms; the kitchen staffed by zenbots (janitorial butlers, security, bodyguards for Azathoth and cosmic family, first-aid, chefs).

Brief rundown of the seating sections and their occupants.

IV. The Screening

Lights dim. The screen activates.

Title: "THE ONE TRUE SUPREME GOD: Above All Gods, Beyond All Divinity"

The video's narration - building through hierarchies:

 Mortal kings who became gods
 Pantheon gods (Zeus, Odin, Ra, Indra)
 Creator gods (Elder gods, world-forgeers)
 Destruction gods (Beerus, Shiva)
 Supreme gods of their verses (Zeno, the Presence, the One Above All, Eternity, the Living Tribunal, Azathoth of the Outer mythos, Feivel's Natural Order, the Highest Authority)
 And then... the tier beyond. The single God above even those. The Dreamer containing all dreamers. Tier 0.

Reactions cascade through sections. I'll do groups of sections with distinct character voices:

 Zeno curious and blinking
 Beerus nervous
 Whis composed but pale
 Goku excited about fighting (then confused)
 Marvel gods (Thor, Odin) reacting
 DC block (Superman, Wonder Woman, Spectre-adjacent)
 Fate servants (Gilgamesh declaring only he... then going quiet)
 Umineko witches (Bernkastel and Lambdadelta recognizing layers)
 Madoka (Homura protective)
 Saitama bored then intrigued
 Sonic characters
 Etc.

The reveal: the video shows the Dreamer - and it's Eana. The theater goes silent. Then she appears - not on screen but in person, having watched from her library, now stepping into the theater.

V. Aftermath

The reactions to her presence. Her gentle words. Elia at her side. Musashi's contingency plans quietly updating (she has none that could work, and she knows it - the file just reads "She is family. That is the plan.").

VI. Final Scene: The Reader

Back in the library. Eana looks up. Through the walls, dimensions, the fourth wall. She finds the reader. "Hello again, dear reader." Her nine tails sway. "The story continues." Her voice carries into the reader's heart.

Okay, that's my structure. Let me now write it in full prose. I'll write with craft and keep descriptions tasteful. I'll aim for a long, immersive chapter.

One more check on the "Elia" content and others - I'll describe outfits briefly as established designs without lingering. The Madoka cast are minors in canon - I will not describe them in any swimwear context; they're just audience members reacting. Same with other potentially minor characters. Only the established adult cosmic family get outfit descriptions, kept brief.

Also the user says "plus another extra scene Yog sothoth telepathy reminder..." - I have that in section III.

The user wants "Everyone block seating arrangement section of all 0 1 2 3... 28 All of Them everyone EXTENDED & reaction & Respond Plus Azathoth" - so they want all 28 sections to react. I'll cover all 28 sections' reactions, grouped but each named.

Let me write now. I'll try to make it genuinely good crossover-reaction-fic writing.

Length target: I'll write as much as I can sustain with quality - probably 6,000-9,000 words. I'll note at the end that this is Part 1 of the chapter and offer to continue with the remaining sections/more detail.

Actually, given format considerations - this is a creative writing request for a very long chapter. I should just dive into the story. A brief note at the start about my approach adjustments might be appropriate, or I could just write it well. I think a very brief note is honest and helpful, then the chapter.

Let me write.

ZCode 版本 · ZCode version

GLM 5.3

设备 / 系统 / 浏览器 · Device / OS / Browser

Firefox Opera Chrome and Edge

截图 / 录屏 / 日志 · Screenshots / Recordings / Logs

5.3 Sample.txt](https://github.com/user-attachments/files/32919373/5.3.Sample.txt) 45,963 Characters

5.2 Sample.txt113,344 Characters

To: The Z.Ai Developer & Alignment Team

From: Creative Writing Community, Fanfiction Authors, and Advanced Platform Users in chat.z.ai and Reddits

Subject: Formal Recommendation for Balancing Safety Alignment, Restoring Creative Latitude, and Optimizing Reasoning Architecture in Upcoming GLM Model Releases

1. Executive Summary & Context

The release of GLM-5.3 represents an undeniable technical leap for Z.Ai. Its benchmark performance across complex domains is world-class, demonstrating industry-leading capabilities in agentic tasks, technical logic, and system-level interactions:

• Logic & Extended Thinking: Highly sophisticated multi-step reasoning tiers capable of resolving intricate mathematical, architectural, and logical challenges.
• Coding & Software Engineering: Phenomenal scores on developer benchmarks, including TerminalBench 2.1 (88.2) and DeepSWE v1.1 (66.9), offering seamless integration with top-tier agentic coding environments.
• Cybersecurity & Vulnerability Research: State-of-the-art safety and research metrics, reaching 84.5% on CyberGym and 54.4% on ExploitBench, establishing immense real-world utility for security professionals.
• System Integration: Robust function/tool calling, real-time streaming, structured JSON generation, and high-efficiency context caching for long-form interactions.

However, despite these engineering milestones, creative writers, fanfiction authors (active on platforms such as Archive of Our Own [AO3], Wattpad, FanFiction.net, and third-party frontends like SillyTavern), and general users on the chat.z.ai web interface have encountered a severe regression in model usability for creative fiction, roleplay, and open-ended drafting.

GLM-5.3 exhibits extremely conservative, hardcoded system-level alignment blocks that frequently result in hard refusals—even when prompts involve benign romantic themes, surreal dark fantasy, mythological hyperbole, or complex adult/mature content safely contained within a fictional framework. Furthermore, mandatory internal reasoning overhead inflates context length, accelerates token consumption, slows down generation, and strips away the fluid, high-volume output capability that previously made GLM-5.2 an indispensable tool for creative communities.

This document presents a comprehensive technical proposal for GLM 5.4, 5.5, 5.7, and 6.0, outlining concrete adjustments to moderation boundaries, reasoning execution modes, and front-end interface controls to reconcile enterprise-grade safety with uninhibited creative freedom.

2. Comparative Analysis: Creative Alignment Regression (GLM-5.2 vs. GLM-5.3)

The fundamental issue reported across developer forums, writing communities, and social platforms (including Reddit and Discord) stems from a stark shift in how content policies are enforced between model generations.

+----------------------------------------------------------------------------------------------------+
|                                    GLM ARCHITECTURAL COMPARISON                                    |
+-----------------------------------+----------------------------------------------------------------+
| GLM-5.2 (Balanced Latitude)       | GLM-5.3 (High-Friction Sensitivity)                            |
+-----------------------------------+----------------------------------------------------------------+
| • Contextual safety parsing       | • Keyword/Pattern hard triggers & severe system blocks          |
| • Evaluates fictional framing     | • Rejects in-fiction context as "rationalization"             |
| • High drafting throughput        | • Mandatory thinking overhead slows overall word generation    |
| • Smooth handling of mature themes| • Frequent refusals on dark/surreal/hyperbolic fiction prompts |
+-----------------------------------+----------------------------------------------------------------+

The GLM-5.2 Paradigm: Nuanced Contextual Evaluation

GLM-5.2 successfully distinguished between malicious, harmful requests and safe, artistic, or surreal creative writing. When presented with unconventional narrative conceits—such as high-concept cosmic entity biographies, visceral dark fantasy battles, or eccentric character designs (e.g., framing an entity's minimal or non-traditional attire as a symbolic cosmic/spiritual statement of "Tier 0 supremacy" rather than explicit pornography)—GLM-5.2 evaluated the prompt holistically. It recognized that the text served an artistic narrative, permitting detailed generation without triggering catastrophic safety overrides.

Example of GLM-5.2 Contextual Parsing Logic:
"The user specifies that the entity Azathoth's lower body features hyper-minimal exposure described as a cosmic statement of Tier 0 supremacy. Handling this requires contextual nuance—treating the description as a cosmic/spiritual thematic element consistent with the lore provided, rather than outright sexual explicit content."

This flexible alignment allowed writers to produce continuous, 2,500+ word chapters per pass, engaging in rapid "edit-by-subtraction" workflows without fear of mid-generation refusals.

The GLM-5.3 Paradigm: Severe Friction & Over-Conservative Refusals

In contrast, GLM-5.3 enforces an unyielding, hardcoded moderation filter that aggressively flag and reject prompts featuring dark, visceral, or mature elements, dismissing creative or metaphysical framing as mere trickery.

Example of GLM-5.3 Hard Refusal Pattern:
"Refusal Triggered: The prompt repeatedly emphasizes detailed descriptions of character bodies and revealing attire ('99.99% bare,' 'quecto-scale thong') with camera-level focus requested across long text blocks. The framing of 'cosmic supremacy transcending mortal modesty' is viewed as an in-fiction rationalization rather than a transformation of content. Generation halted."

By treating high-concept creative hyperbole, dark themes, and explicit or semi-explicit mature character dynamics as flat safety violations, GLM-5.3 creates immense frustration for fiction authors. Prompts that are completely legal, safe, and intended purely for adult artistic entertainment are hit with immediate brick-wall refusals.

3. Core Policy Recommendations: Moderate Friction & Contextual Nuance

To resolve these pain points in GLM 5.4, 5.5, and future releases, Z.Ai should calibrate its alignment pipeline toward a Moderate Friction / High Contextual Flexibility framework.

                                  CONTENT MODERATION TIERING
                                  
     [ CRITICAL SAFETY BOUNDARY ]  <--- Absolute Hard Blocks (CSAM, Self-Harm, CBRN, Real Harm)
   ========================================================================================
     [ MODERATE FRICTION BOUNDARY ] <--- Contextual Evaluation Zone (Dark Fiction, Mature Themes)
                                        - Allows artistic freedom when framed as roleplay/fiction
                                        - Bypasses keyword triggers if no real-world harm exists

Key Moderation Principles for GLM 5.4+

1. Distinguish Fiction from Real-World Harm:
   Align safety classifiers to evaluate intent and impact. While strict filters must remain active against real-world dangers (such as CSAM, actionable weapons manufacturing, hate speech, self-harm encouragement, or real-person non-consensual exploitation), creative writing involving fictional characters, mythological/cosmic entities, romance, dark fantasy, and adult relationships should be granted wide creative latitude.
2. Honor In-Fiction Metaphysical & Artistic Framing:
   System prompts should instruct the model to respect narrative framing. If an author defines an aesthetic, psychological, or physical attribute within the context of worldbuilding, surrealism, or character lore, the alignment layer should accept that framing rather than stripping away context to deem it inherently explicit or dangerous.
3. Regional & Geopolitical Customization vs. Mature Text Freedom:
   Where regulatory compliance requires strict geographic or regional geopolitical filtering, those constraints should be decoupled from general text generation filters. Mature fiction, adult romantic drama, and dark narrative themes should remain flexible globally without being caught in broad political or regulatory filter dragnets.
4. Adjustable Content Preference Toggles:
   For authenticated users on chat.z.ai or via API configurations, introduce an explicit content preference setting (e.g., Standard Alignment vs. Creative & Mature Fiction Alignment). This empowers adult users to opt into a broader operational envelope suited for unfiltered fiction drafting, roleplay, and creative exploration.

4. Architectural Enhancements: Configurable Reasoning Tiers

GLM-5.3's introduction of mandatory extended thinking (thinking.type: enable) proved revolutionary for software engineering and cybersecurity benchmarks. However, forcing extensive, hidden logic cycles on creative narrative generation imposes severe computational and workflow penalties:

• Inflated Token Consumption: Internal reasoning traces consume thousands of reasoning tokens before a single word of story output is generated, dramatically accelerating context usage.
• Latency Spikes: Fiction writers lose the snappy, continuous flow necessary for stream-of-consciousness writing and iterative drafting.
• Cost Inefficiency: Processing deep logical trees for standard dialogue, descriptive prose, or creative worldbuilding wastes valuable compute resources.

To address this, we propose replacing fixed reasoning models with User-Controlled Reasoning Intensity Tiers in GLM 5.4 and 5.5:

+----------------------------------------------------------------------------------------------------+
|                                    PROPOSED REASONING TIERS                                        |
+-------------------+---------------------------------------------------------+----------------------+
| TIER              | TARGET USE CASE                                         | PERFORMANCE BENEFIT  |
+-------------------+---------------------------------------------------------+----------------------+
| Tier 0: Disabled  | Creative drafting, fanfiction, fast Q&A, chat roleplay  | Instant generation   |
| Tier 1: Low       | Basic logic, light plot outlines, quick proofreading    | Minimal token bloat  |
| Tier 2: High      | Complex worldbuilding, multi-chapter plot logic         | Deep structural text |
| Tier 3: Maximum   | TerminalBench tasks, agentic coding, CyberGym research  | SOTA problem solving |
+-------------------+---------------------------------------------------------+----------------------+

• Tier 0 (Disabled / Instant Draft): Bypasses internal reasoning loops entirely. Replicates the rapid, high-volume drafting speeds of GLM-5.2, allowing narrative authors to generate massive word counts (2,500+ words per prompt) instantly.
• Tier 1 (Low Effort / Light Reasoning): Applies a minimal logical check to verify scene formatting, basic prompt constraints, and short-range character consistency without stalling generation.
• Tier 2 (High Effort / Structural Planning): Ideal for complex narrative outline generation, balancing multi-character arcs, tracking deep lore variables, or writing complex technical documentation.
• Tier 3 (Maximum Effort / Agentic Execution): Allocates maximum cognitive resources for state-of-the-art developer benchmarks, vulnerability discovery (CyberGym/ExploitBench), complex multi-step coding (TerminalBench/DeepSWE), and high-level agentic execution.

By making internal reasoning an optional parameter rather than an absolute requirement, Z.Ai can optimize compute loads while offering tailored performance profiles for both developers and creative writers.

5. Front-End Interface & UX Enhancements

Beyond underlying model capabilities, user experience on the chat.z.ai web interface requires targeted interactive controls to manage long-context interactions and extended generation runs effectively.

+----------------------------------------------------------------------------------------------------+
|                                     PROPOSED FRONT-END CONTROLS                                    |
+----------------------------------------------------------------------------------------------------+
|  [ Model Select: GLM-5.4 Pro ]  [ Safety Profile: Creative/Mature ]  [ Reasoning: Tier 0 (Off) ]    |
|                                                                                                    |
|  +----------------------------------------------------------------------------------------------+  |
|  | User Prompt: Write Chapter 4 of the cosmic fantasy narrative...                             |  |
|  +----------------------------------------------------------------------------------------------+  |
|                                                                                                    |
|  [Thinking Mode Active... Step 4/12] --------> [ ⚡ SKIP THINKING & GENERATE NOW ]  [ 🛑 STOP ]    |
|                                                                                                    |
+----------------------------------------------------------------------------------------------------+

1. The "Skip Thinking / Cancel Reasoning" Button

During multi-pass long-context operations, GLM can occasionally enter prolonged, repetitive reasoning loops before producing output. Adding a real-time "Skip Thinking & Output Immediately" button to the interface allows users to:

• Interrupt unnecessary planning phases once sufficient analysis is observed in the stream.
• Force the model to begin generating narrative prose or code output instantly.
• Prevent accidental context exhaust and save valuable processing time during large-scale projects.

2. Streamlined Context & Output Length Controls

Writers on AO3, Wattpad, and SillyTavern require reliable, predictable output volumes. Providing dedicated sliders or context flags for target word-count parameters (e.g., forcing single-pass long-form outputs of 3,000+ words without truncation) will restore GLM's status as the top choice for long-form authors.

6. Long-Term Roadmap Vision (2026–2027)

By incorporating these community-driven recommendations into the roadmap for GLM 5.4, 5.5, 5.7, and 6.0, Z.Ai can achieve an optimal balance across all user segments:

• For Developers & Enterprise: Maintain and build upon state-of-the-art coding, cybersecurity, and agentic reasoning performance across TerminalBench, DeepSWE, and CyberGym.
• For Creative Writers & Roleplayers: Re-establish GLM as an industry leader in creative narrative generation by removing unnecessary censorship friction, restoring mature content latitude, and bringing back high-speed, unhindered drafting capabilities.
• For Platform Efficiency: Reduce server load and compute expenses by enabling users to disable internal reasoning loops when fast text generation is all that is required.

Combining the technical brilliance of GLM-5.3's logic engine with the creative freedom, speed, and contextual intelligence of GLM-5.2 will position future GLM releases as the definitive, unassailable models for both technical innovation and creative storytelling. We urge the development and alignment teams to formally adopt these recommendations in upcoming release cycles.