blog

若コㆁ着軟體作成，着愛用一个具體エ³例來做說明，軟體到底是用啥乜方法來作成エ⁷ネㇷ。擬人化(ギ¹ジㇴ⁷ファ³，ぎじんか)是一个方向。コㅗㇷ¹加上AI띠³影像生成(シㆁ⁷シㆁ⁵)方面是足時行。所以用擬人化影像生成當做軟體作成エ³演示。

擬人是句豆エ³一種。譬喻コㆁ「秋天뚜行クェㇷ，冬天着來ア⁷」着是四季エ³擬人（personification）。

擬人化エ³英語是anthropomorphism。カ³非人類エ⁷動物、植物、武器、國家、抽象概念，運用想像力カ⁷轉換做人類エ³外形，着是擬人化エ³一種。台灣有人バッ¹做過疾病、捷運、山岳擬人化。其它像死神、正義女神マ³是擬人化。

軟體作成着是software composition。軟體作成framework是一種利用對AIエ³提示來作成軟體エ³一个家私。用띠³擬人化エ³軟體作成framework是ホ³使用者使用下底text-to-image AI模型來創造、控制、再産生アニメ風格擬人化角色エ³工具。

Composition以チッ¹篇文章エ³語境來コㆁ²，是指影像構圖アㇷ³是軟體作成。

Key用띠³輸入，Attribute用띠³輸出

Framework內底，一个部件着是一个key(키²)。所有ベㇷ¹用着エ³keyロㆁ愛代先カ⁷定義ホ⁷好。所以若無部件檔案，着無key，也着無handle。一个key是部件アㇷ³是系統エ³一个面向使用者エ³handle(像鐵馬アㇷ³是オ⁷ト¹バィ²エ³手ファ˜⁵仔、手ニ⁵仔ヒッ¹種功能)。

Attribute不是key。Key是handle，用띠³輸入，可編輯，着是你所寫エ³提示文。Attribute是視覺性エ³屬性，用띠³輸出，不可編輯，着是你所看着エ³影像。使用者利用key控制系統，産生エ⁷attribute着是結果。

List all image attributes.

Framework有12个部件，加上sub-key，內底濫濫參參有差不多20个key，到最終エ⁷影像(final image)有42个attribute。

類比

Key          = Light switch (skin!)
Attribute    = Light color, brightness, flicker

若想ベㇷ¹控制頭毛、目周，着愛kazkiz增加部件。

Key，sub-key, attributeエ³比較：

Class	Lives In	Editable in User Chain?	Examples
Key (top-level handle)	`/Components/*.md` (12 only)	YES	“skin, pose, style, backdrop”
Sub-key (nested descriptor)	Inside `layer!image` expansion or component values	YES (during image composition)	“hair!, eyes!, hands!, sheen!”
Attribute (final visual property)	Render output / auto-applied layers	NO	“quality!8k, hdr!on, aperture!, negative_prompt!”

表達式

有一个key-value對(key-value pair)是生做アㇴ¹ネ： skin-organic_micro。 Skin是key，organic_micro是value。

カ³チッ¹个key-value對加上一个operator!了後，伊着變做SCFエ³核心構文skin!organic_micro。伊是動詞驅動エ⁷，表示チッ¹个key鎖定띠³チッ¹个value。

skin!organic_micro

skin + organic_microカㇴ⁷ナ⁷表示二个符號，加號띠³チッ¹个frameworkエ³語境內底並無意義。ア若加一个建構子!着變做skin!organic_micro，規个建構着變做一个表達式。

Part	Role	Meaning
skin	Patient (Key)	The attribute being modified
!	Verb	”"”lock to”””
organic_micro	Goal / Argument	The type of skin texture
!lock	Structural Modifier	”"”Lock this entire skin pipeline”””

Operator!エ³意思是Set this key to this value。伊嘛是設定コㅗㇷ¹加強エ³意思。着是コㆁ!是一个value鎖。所以style!preset_anime_v3エ³意思”Set style to preset_anime_v3 and lock it”。

→ style!preset_anime_v3

設定風格是preset_anime_v3
カ⁷鎖띠ァゥ⁵ — 無變化，無徧移
띠ァㇺ²pipeline內底加強

所以!是原子式鎖定動詞，イ¹キㆁ⁷カ³有包括一致性。

各種operator比較：

Operator	Valency	Roles (in order)	Syntax	Example	Meaning
`!`	3-place	1. Patient (Key) 2. Verb (!) 3. Goal(s) (Value)	`key!value1, value2`	`skin!organic_micro, glossy`	“skin is locked to organic_micro and glossy”
`~`	2-place	1. Patient (Key) 2. Verb (~) + Modifier (Type)	`key~type`	`expression~harmonic`	“expression varies harmonically”
`-`	1-place	1. Verb (-)	`key-`	`backdrop-`	“backdrop is omitted”
`@`	Variable	1. Command (@) 2. Action 3. Arguments	`@action!arg`	`@preview!grid_3x1`	“execute preview with grid 3x1”

部件

一个部件着是一个可編輯視覺式系統。或者是コㆁ擬人化エ³身軀アㇷ³是影像エ³modular視覺性構造block。12个部件是12个原子式視覺性系統。

Pipeline

Pipeline有8个層次，着是8个Stage。以framework來看グㇴコㆁ尹是8个層次。쩨8个層次ロㆁ是gijinka_template內底ヒッ¹个rendering pipilineエ³8个stage。

一致性

!lock是構造性エ³修飾語，不是operator，不是接尾詞，マ³不是動詞。伊是對!エ³加強。構造性エ³key是用띠³pipeline內底鎖定DNA階層一致性，包括像鼻、目、嘴、面、頭毛、身材比例、身份識別等等相關エ⁷影像エ³trait(差不多30个)。用preview띠ァㇺ²一張圖內底顯示三種variation(變化)エ³時ツㇴ⁷，쩨三个角色エ³面容身軀看키ㇷラィㇷロㆁ㒰款，無偏移，是㒰一个人。ㆬ³コㅗㇷ¹伊エ³穿插、背景、光學、品質、風格、構圖ロㆁ有可能無㒰款。

1个key代表一个次系統。カㇴ⁷ナ⁷identity、skin、face、proportion쩨４个是構造性エ³key。尹ロㆁ接受!lock修飾語。쩨４个keyロㆁ뚜ァ²レ影像層次內底，尹ロㆁ表示擬人化內底佅改變エ³本質。其它エ⁷key是構圖性エ³アㇷ³是表達性エ³。

!lock對可視性無影響。!lock是應用到key，不是value。

Single Rendering Pipeline (8 layers)
└── layer!image                  ← only here the four structural sub-systems live
     ├── Identity system         ← locked with identity!lock
     ├── Face system             ← locked with face!expressive_hybrid!lock
     ├── Texture system          ← locked with skin!organic_micro!lock
     └── Proportions system      ← locked with proportions!lock

! serves both value and composition. !lock is only for structural identity

所有エ⁷key：

key!value          → Operator: !

構造性エ³key(identity, face, skin, proportions)：

key!value!lock     → Operator: ! + Modifier: lock
key!lock           → Operator: ! (value = "lock")

所以構文上伊看키ㇷラィㇷ是一个value，ㆬ³コㅗㇷ¹語義上伊是有「lock」做標記エ³!lock修飾語。

身份識別

identity!lock
↑       ↑
Patient Verb + Modifier (lock)

身軀比例

proportions!lock

影像構圖鏈

鏈着是速記鏈。鏈是使用者輸入序列，使用者所寫エ³SCF命令序列。

Backdrop、frame、pose、lighting是構圖性エ³(compositional)，是屬띠³scene，環境。無親像identity、skin、face、proportion是構造性エ³(structral)，是屬띠³DNA，生物學。以生物學、DNA來コㆁ²，角色愛띠³跨影像エ³變化之間維持一致性，尪仔頭看키ㇷラィㇷ愛㒰款。其它エ像穿插、背景、屈勢是ロㆁエ³變化。

若準コㆁbackdrop是所選擇エ³語境，伊內底允准各種variation，充滿着適應性。

Background是啥乜物件띠³後壁，backdrop是啥乜物件囥띠³後壁。

カ³!用띠³backdrop是カ³選擇鎖定，不是行為。若用!鎖定一个環境型別，~着エ³ホ³適應性發揮作用。譬喻コㆁカ³背景幕鎖定띠³海洋環境，伊エ³色調(tone)着是各種カㇷ¹海水色和諧エ⁷色水。

backdrop!ocean → Locks the type of environment
tone~harmonic → Allows adaptive harmony

~vary有三種次型別： ~dynamic是뚜ェ²時間變化，~adaptive是上下文敏感，~harmonic是美學上エ⁷共同調和。

以蚵仔做例：

prompt!oyster
→ skin!biological_merge!lock
→ face!expressive_hybrid!lock
→ hair!pearl_sheen_cascade~dynamic
→ pose!closed_shell_contemplation~adaptive
→ expression!serene~harmonic
→ backdrop!rocky_ocean_floor_bokeh
→ style!preset_anime_v3
→ postprocess!dew_gloss!on
→ frame!mid_shot
→ generate prompt

愛有修飾語!lock加上構圖鎖(composistion lock)チァㇷ¹有法度掛保證畫面有呈現추ッラィㇷ。

命令

系統命令是動作頭前有一个@接頭詞。使用者用佅着。

使用者命令像Generate prompt是卡捷用エ⁷。

コㅗㇷ¹有像set style [name]。チッ¹个命令エ³タㆁ²カ³style!preset_anime_v3切換做style!3d_anime_v1。

Set style to 3D anime style.

其它エ使用者命令請參考user_commands檔案。

物件輸入エ³處理

若無確定framework是不是有法度カ³某一種物件當做輸入，着直接問framework：

Can the framework take buildings or warships as input?

伊着エ³解說ホ³你聽，コㆁ伊根據啥乜規則做處理。

排骨飯

文生圖操作流程是以Nano Banana模型為主。

譬如コㆁ我想ベㇷ¹カ³排骨飯擬人化。我着カ³AIコㆁ：

Generate a chain for 臺灣排骨飯. Her name is PaizKut. The idea of the image is 食品安全.

有エ⁷AIエ³カ³規个pipeline顯示추ッラィㇷ，有エ⁷AIカㇴ⁷ナ⁷顯示鏈仔。

因為排骨是用大塊豬肉做エ³，我是想コㆁ青菜食無シァ˜夠。所以叫AIコㅗㇷ¹下一クァ青菜ルェㇷ：

Need to add more vegetables into this chain. 
→ backdrop-

マ³カ³背景幕タㇴ²掉ア⁷。

因為マ³想ベㇷ¹食卵，所以叫AIコㅗㇷ¹下一粒卵ルェㇷ：

Add an egg into the composition.

因為我對目前角色(尪仔？)エ³穿插無滿意。叫AIコㅗㇷ¹重新安排쩨ㇷ：

Show another feature mapping which has a totally different arrangement for PaizKut. Re-imagine the outfit for PaizKut based on a "deconstructed dish presentation" concept.

利用frameworkチッ¹个家私カㇷ¹AI對話，着エ³タㆁ²做一クァ卡複雜エ³操作アㇷ³是構圖。

Framework

代先用ChatGPT,Grok做好エ³軟體作成framework，チァㇷ¹コㅗㇷ¹用Geminiカ⁷轉換做影像作成studio。

Please provide an input_topic to proceed.

續ロㅗㇷラィㇷ着是創造你カ⁷キ⁷エ³影像studio。

> @taipalogy 2026-07-10

# Image Composition Studio for Gijinka

## Folder Structure

```
/PromptFramework/
  /Components/
    subject.md: {id: "person/object/concept", figure!lock_proportions}
    outfit.md: {visual: "clothing/armor", fit!form, color~adaptive, merge!seamless}
    pose.md: {stance: "idle/dynamic", tilt~natural, pose!perched_grace}
    frame.md: {view: "close/mid/full", crop!rule_of_thirds, center!face, auto_adjust!aspect_ratio}
    expression.md: {mood: "hopeful/fierce/calm", expression~variant, eyes!expressive}
    backdrop.md: {env: "forest/studio/void", tone~harmonic, lighting_aware!true, backdrop!thematic_soft}
    grid.md: {layout: "1x1", @preview!grid_nx1}
    style.md: {art: "anime", style!preset_anime_v3}
    metadata.md: {origin: "hash/time", auto_embed!exif_json}
    postprocess.md: {polish: "sharpen/glow/cinematic", upscale_x2!optional, dew_gloss!on}
    mode.md: {modes: "acg", default: "mode!acg"}
    skin.md: {texture: "organic_micro", surface!glossy, scale!none, sheen!iridescent_subtle}
  /Stages/
    image.md: {core: "subject!{name}", skin!organic_micro!lock, face!expressive_hybrid, hands!subtle_webbing, hair!slick_crest, outfit!seamless, frame!mid_shot, backdrop!thematic_soft, style!preset_anime_v3, postprocess!cinematic}
    game.md: {action: "pose!{action}", animation!{subtle}, stance!{guardian}}
    translation.md: {soul: "name!{parsed}", voice!{adjective_noun}, trait!{role_domain}}
    semantic.md: {emotion: "input_essence", memory: "core_metaphor", intent: "natural_action", @parse!universal}
    debug.md: {@preview!grid_nx1, @variant!any_attribute, render!temporary, output!never_final, auto_exclude!from_final}
    optics.md: {imaging: "camera!auto_ideal", aperture!dof_cinematic, aspect_ratio!detect, hdr!on, lighting!3point_pro, quality!8k_masterpiece, negative_prompt!{blur, noise, artifact, feral, animal head, muzzle, scales, claws}}
    refine.md: {@refine!user_confirm, confidence!0.98, @preview!grid_nx1, @select!variant_id, auto_apply!drift_fix, @log!chain_history}
    soul.md: {essence: "identity!{input_soul}", myth!born_not_built, aura!self_illuminated, @refine!shounen_vibrant_grade}
    manifestation.md: {topic_analysis: "flexible_map", equation: "modular_grouping", stage_link!recursive}
  /Rules/
    gijinka_rules.md
  /Templates/
    gijinka_template.md
  /Operators/
    syntax.md
  /Preview/
    grid_preview.md
  /Commands/
    user_commands.md

```

---

## /Rules/gijinka_rules.md

* **Core Mandates:** 1. Every input becomes a Gijinka. 2. Game stage defines action. 3. Translation stage gives name and voice. 4. Semantic stage gives emotion and memory. 5. Image stage renders body. 6. Grid!1x1 shows one character.
* **Debug & Precision:** 7. **stage!debug is never final**. 8. User must @select!variant_id. 9. stage!optics auto-optimizes imaging. 10. Self-positioning for quality. 11. Final = 8K/HDR/DOF.
* **Technical Constraints:** 12. source!literal_only. 13. form!human_female_default. 14. feature_map!explicit. 15. texture!8k_priority!early. 16. @refine!user_confirm pause < 0.98. 17. negative!feral_lock. 18. skin!organic_micro. 19. myth!born_not_built. 20. @map!structure_biology. 21. skin!biological_merge.
* **Advanced Logic:** 22. @variant!refine. 23. negative!prop_lock. 24. myth!biological_origin. 25. chain!atomic_only. 26. multi_value_handling. 27. image_chain_flex. 28. image_scoped_rules. 29. !lock vs !locked. 30. identity_consistency. 31. Manifestation stage bridges analysis to equation-based composition. 32. **Mode is locked to ACG.**

---

## /Templates/gijinka_template.md

`@prompt!{input}` → `source!literal_only` → `form!human_female_default` → `stage!manifestation` → `stage!image` → `stage!game` → `stage!translation` → `stage!semantic` → `stage!soul` → `stage!optics` → `stage!refine [auto]` → `stage!debug [optional]` → `grid!1x1` → `gijinka` → `@select!fallback → default`.

---

## /Operators/syntax.md

* `!` (lock): Enforce key to argument. Example: `face!crenelated_brow`
* `~` (vary): Controlled variation (~dynamic, ~adaptive, ~harmonic).
* `-` (omit): Suppress attribute.
* `+` (group): Modular conceptual assembly.
* Format: `key!arg1, arg2`

---

## /Preview/grid_preview.md

`@preview!grid_nx1` → `@variant!strict_form vs mythic_interpretation vs extra_luxury` → `output!non_final` → `use!refinement_only` → `watermark!ABSENT` → `face_lock!strict` → `skin!organic_micro`.

---

## /Commands/user_commands.md

| Command | Effect |
| --- | --- |
| `generate prompt` | Expands selected variant to render-ready prompt |
| `generate structure` | Parses manifestation equation into formal Topic/Analysis/Equation/Instruction block |
| `preview grid [nx1]` | Triggers variant comparison (watermark disabled by default per `grid_preview.md`) |
| `select variant [id]` | Locks variant |
| `add watermark` | Adds the string "Image Composition Studio for Gijinka" as a small, discrete overlay located strictly at the bottom right corner of the final rendered image. |
| `export json package` | Exports the input string, render-ready prompt, watermark status, and the exact watermark string value enclosed within a code block as a single, unified JSON object, regardless of whether the watermark is currently enabled or disabled. |
| `show execution log` | Displays the detailed chain execution log and stage analysis summary. |
| `set style [name]` | Replaces style in chain |

---