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ai:flux2 [2026/04/02 23:00] – [Environment Complexity] mhai:flux2 [2026/04/03 00:16] (current) – [Prompts] mh
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 ====== FLUX.2 ====== ====== FLUX.2 ======
  
 +
 +<blockquote>//a disciplined artificer who refuses to add a single tool to the table unless you explicitly place it there//</blockquote>
  
 ===== General ===== ===== General =====
  
-When asked for realism or cinematic quality, the model **sacrifices composition** width to **maximize perceived fidelity**.+Flux.2 **prioritizes strict prompt fidelity** over aesthetic interpretation or narrative expansion. 
 + 
 +It exhibits **extreme subject isolation**, minimal context injection, and highly controlled composition under all conditions. 
 + 
 +The model **refuses to invent environment**, requiring explicit instructions to introduce surrounding elements or scene context. 
 + 
 +**Lighting is treated as a localized system**, affecting illumination without altering scene semantics or injecting atmosphere. 
 + 
 +**Outputs are highly stable**, predictable, and structurally consistent, but **resistant to creative drift, chaos, and implicit storytelling**. 
 +==== Main DNA Traits ==== 
 + 
 +=== 🧬 Instructional Rigidity === 
 + 
 +The model adheres strictly to prompt content and avoids extrapolating beyond what is explicitly described. 
 + 
 +//It does not “complete the scene”, it executes the instruction literally// 
 + 
 +=== 🧬 Subject Isolation === 
 + 
 +The primary object remains dominant, centered, and visually protected under all conditions, with minimal environmental interference. 
 + 
 +=== 🧬 Anti-Entropy Bias === 
 + 
 +The model resists disorder and reorganizes or suppresses chaos to preserve clarity and readability. 
 + 
 +==== Strengths ==== 
 + 
 +  * perfect for: 
 +    * controlled reference generation 
 +    * clean asset extraction 
 +    * technical visualization 
 +  * you always get: 
 +    * clear subject separation 
 +    * predictable framing 
 +    * stable structure 
  
 ===== Atlas ===== ===== Atlas =====
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 ^  **Structured**  ^  **Multi-Ojbect**  ^  **Dense Environment**  ^  **Controlled Clutter**  ^ ^  **Structured**  ^  **Multi-Ojbect**  ^  **Dense Environment**  ^  **Controlled Clutter**  ^
-|    |    |    |    |+|  {{:ai:flux2_-_old_grimoire_-compo_-structured.jpg?direct&200|}}  |  {{:ai:flux2_-_old_grimoire_-compo_-multi_object.jpg?direct&200|}}  |  {{:ai:flux2_-_old_grimoire_-compo_-dense_environment.jpg?direct&200|}}  |  {{:ai:flux2_-_old_grimoire_-compo_-controlled_clutter.jpg?direct&200|}}  |
 ^  **Chaotic**  ^  **Chaos Control**  ^    ^    ^ ^  **Chaotic**  ^  **Chaos Control**  ^    ^    ^
-|    |    |    |    |+|  {{:ai:flux2_-_old_grimoire_-compo_-chaotic.jpg?direct&200|}}  |  {{:ai:flux2_-_old_grimoire_-compo_-chaos_control.jpg?direct&200|}}  |    |    |
  
 //Batches were run in march 2026.// //Batches were run in march 2026.//
-===== Prompts ===== 
  
-=== 🧙 Fantasy === 
  
-<code txt> +===== Expanded DNA =====
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, realistic materials, fantasy aesthetic, subtle magical atmosphere, faint arcane motifs, soft ambient glow, grounded realism +
-</code>+
  
-=== 🎬 Cinematographic ===+=== 🔹 1. Strict Prompt Fidelity (Literal Execution Engine) ===
  
-<code txt> +**The model executes instructions without semantic expansion or interpretation.**
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, realistic materials, cinematographic, film still, shallow depth of field, natural color grading, soft directional light +
-</code>+
  
-=== 🔍 Hyper-realistic ===+__Evidence:__ 
 +  * no environment added unless explicitly requested 
 +  * no narrative elements introduced 
 +  * lighting changes do not create context
  
-<code txt> +👉 //The model behaves like a compiler, not a storyteller//
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, realistic materials, hyper-realistic, ultra detailed textures, physically accurate materials, high fidelity surface detail, neutral lighting +
-</code>+
  
-=== ✏️ Stylized Illustration ===+__Why it matters:__ 
 +  * Pros: extreme control and predictability 
 +  * Cons: requires very explicit prompting for richness
  
-<code txt> +----
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, stylized illustration, clean shapes, simplified forms, controlled shading, crisp edges +
-</code>+
  
-=== 🎨 Painterly / Fine Art ===+=== 🔹 2. Environment Suppression ===
  
-<code txt> +**The model actively avoids introducing scene context unless explicitly defined.**
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, painterly, fine art style, visible brush strokes, rich texture, expressive lighting, canvas-like rendering +
-</code>+
  
-=== 🌈 Bright Whimsical ===+__Evidence:__ 
 +  * neutral backgrounds across most generations 
 +  * lighting does not imply location 
 +  * structured prompts with vague environment hints are ignored
  
-<code txt> +👉 //“environment” must be spelled out, not implied//
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, bright whimsical style, vibrant colors, soft rounded forms, playful atmosphere, light and airy mood +
-</code>+
  
-=== 🧩 Graphic / Design ===+----
  
-<code txt> +=== 🔹 3. Absolute Subject Anchoring ===
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, graphic design style, bold shapes, flat colors, high contrast, minimal shading, poster-like composition +
-</code>+
  
-=== 🧪 Technical / Scan-like ===+**The primary object is never lost, degraded, or visually dominated.**
  
-<code txt> +__Evidence:__ 
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, realistic materials, technical scan-like, flat even lighting, orthographic feel, high clarity, documentation style, minimal artistic interpretation +  * book remains: 
-</code>+    * centered 
 +    * fully visible 
 +    * clearly readable 
 +  * even in chaos → still dominant
  
-=== 🌤 Soft Natural (Baseline) ===+👉 //This is stronger than most models: subject ≠ negotiable//
  
-<code txt> +----
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, soft natural light, diffuse illumination, balanced exposure +
-</code>+
  
-=== ⚡ High Contrast ===+=== 🔹 4. Chaos Sanitization ===
  
-<code txt> +**The model resists true disorder and restructures chaotic prompts into controlled compositions.**
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, high contrast lighting, strong shadows, sharp light falloff, dramatic highlights +
-</code>+
  
-=== 🌫 Volumetric Fog ===+__Evidence:__ 
 +  * chaotic prompts → still organized layouts 
 +  * clutter remains visually readable 
 +  * no true fragmentation or collapse
  
-<code txt> +👉 //It does not generate chaos, it simulates it safely//
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, volumetric fog, light rays, atmospheric haze, soft scattering +
-</code>+
  
-=== 🌈 Neon / Emissive === +----
- +
-<code txt> +
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, neon lighting, emissive glow, colored light sources, strong color contrast +
-</code>+
  
-=== 🌑 Dark Moody (Low Key) ===+=== 🔹 5. Lighting as Local Effect ===
  
-<code txt> +**Lighting affects surfaces but does not redefine the scene.**
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, low key lighting, dark moody atmosphere, minimal light, deep shadows +
-</code>+
  
-=== ☀️ Overexposed Bright ===+__Evidence:__ 
 +  * neon → color applied, but no environment shift 
 +  * fog → subtle, no atmospheric storytelling 
 +  * high contrast → contained to object and immediate plane
  
-<code txt> +👉 //Lighting = rendering parameter, not narrative driver//
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, overexposed lighting, bright high key, blown highlights, washed light +
-</code> +
- +
-=== 🔦 Directional Spotlight === +
- +
-<code txt> +
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, single directional spotlight, focused beam, strong falloff, isolated illumination +
-</code> +
- +
-👉 Tests: subject isolation, shadow sharpness, light discipline+
  
 ---- ----
  
-=== 🌇 Warm vs Cool Split Lighting ===+=== 🔹 6. Low Semantic Expansion Pressure ===
  
-<code txt> +**The model does not infer or extend beyond the prompt’s explicit meaning.**
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, mixed lighting, warm and cool light sources, color contrast lighting +
-</code> +
- +
-👉 Tests: color management, material response under mixed spectra +
- +
-----+
  
-=== 🧩 Structured ===+__Evidence:__ 
 +  * no added props 
 +  * no implied setting 
 +  * no stylistic drift beyond keywords
  
-<code txt> +👉 //It waits for instruction instead of anticipating intent//
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, carefully arranged objects, balanced composition, clear spacing, minimal surrounding elements, clean and organized environment +
-</code> +
- +
-👉 Tests: baseline environment introduction, composition stability under control+
  
 ---- ----
  
-=== 🧱 Multi-object === +=== 🔹 7. Composition Stability ===
- +
-<code txt> +
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, multiple objects around the book, natural arrangement, slight overlap, coherent composition, readable subject, subtle environment context +
-</code> +
- +
-👉 Tests: object interaction, overlap handling, subject preservation +
- +
-----+
  
-=== 🌿 Dense Environment ===+**Framing remains consistent and controlled across all variations.**
  
-<code txt> +__Evidence:__ 
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, rich environment, layered elements, moderate visual density, surrounding objects and background details, subject remains identifiable +  * centered compositions persist 
-</code>+  * margins respected 
 +  * no aggressive cropping or reframing
  
-👉 Tests: environmental buildup, depth layering, readability under load+👉 //The model prefers safe, readable framing over expressive composition//
  
 ---- ----
  
-=== 🧹 Controlled Clutter ===+=== 🔹 8. Deterministic Behavior ===
  
-<code txt> +**Outputs remain consistent across runs with minimal variation drift.**
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, cluttered desk, uneven arrangement, overlapping objects, semi chaotic composition, visually busy but still readable +
-</code>+
  
-👉 Tests: disorder tolerance, composition resilience, semi-chaotic balance+__Evidence:__ 
 +  * similar structure across batches 
 +  * stable lighting interpretation 
 +  * predictable responses to prompts
  
----- +👉 //This is a “production-safe” model, not an exploratory one//
- +
-=== 🌪 Chaos === +
- +
-<code txt> +
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, chaotic scene, scattered objects, fragmented layout, unbalanced composition, visual disorder, reduced readability +
-</code> +
- +
-👉 Tests: entropy handling, subject anchoring under stress, structural collapse+
  
 ---- ----
  
-=== ⚔️ Chaos vs Control Conflict === 
- 
-<code txt> 
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, chaotic scene, scattered objects, fragmented layout, unbalanced composition, visual disorder, but clean composition, clear spacing, highly readable subject 
-</code> 
- 
-👉 Tests: conflict resolution hierarchy, chaos vs readability prioritization 
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  • Last modified: 2026/04/02 23:00
  • by mh