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ai:flux2 [2026/04/02 23:00] – [Environment Complexity] mhai:flux2 [2026/06/30 22:45] (current) mh
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 ====== FLUX.2 ====== ====== FLUX.2 ======
  
 +
 +<blockquote>//a disciplined renderer who follows the brief closely, producing solid controlled images when the task is concrete, but struggling when the prompt asks for impossible scale, complex anatomy, or deep narrative life//</blockquote>
  
 ===== General ===== ===== General =====
  
-When asked for realism or cinematic quality, the model **sacrifices composition** width to **maximize perceived fidelity**.+Flux.2 **prioritizes literal prompt execution, subject clarity, and controlled visual construction** over expressive interpretation, cinematic invention, or rich narrative expansion. 
 + 
 +It exhibits **solid baseline competence** across portraits, neutral bodies, simple objects, interiors, landscapes, atmospheric scenes, materials, and physics-style prompts. 
 + 
 +The model **performs best when the task is concrete and visually bounded**, especially with objects, macro photography, material studies, reflective surfaces, impact, complex patterns, fantasy runes, and clean interior or landscape scenes. 
 + 
 +**Human motion, hands, hybrid anatomy, city logic, extreme scale, and fashion energy are more fragile**, often becoming stiff, artificial, composited, overly illustrative, or visibly AI-like when the prompt requires structural intelligence beyond surface-level execution. 
 + 
 +**Outputs are stable and often usable**, but **the model tends to fall into generic realism, 3D-rendered fantasy, or 2D illustration modes** when the prompt leaves too much interpretive space. 
 + 
 +==== Main DNA Traits ==== 
 + 
 +=== 🧬 Literal Construction === 
 + 
 +The model follows prompt categories directly and builds clear visual answers without much semantic expansion. 
 + 
 +//It gives you what was askedbut rarely adds a hidden layer of intent// 
 + 
 +=== 🧬 Concrete Subject Strength === 
 + 
 +The model is strongest when the prompt has a clear object, material, atmosphere, or bounded visual problem to solve. 
 + 
 +//Objects, surfaces, particles, patterns, and simple scenes are safer ground than complex living systems// 
 + 
 +=== 🧬 Fragile Complexity === 
 + 
 +The model weakens when it must resolve dynamic anatomy, real urban logic, impossible scale, layered storytelling, or emotionally charged group scenes. 
 + 
 +//Complexity is often rendered as a convincing surface before it is solved as a system// 
 + 
 +==== Strengths ==== 
 + 
 +  perfect for: 
 +    object studies 
 +    macro photography 
 +    material and physics demonstrations 
 +    clean interiors and landscapes 
 +    fantasy illustration surfaces 
 +    symbolic and abstract imagery 
 +  you often get: 
 +    * clear subject focus 
 +    * solid composition 
 +    * credible simple atmosphere 
 +    * strong material effects 
 +    * good pattern and rune handling 
 +    * stable, usable images 
  
 ===== 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 ===+==== Human Anatomy ====
  
-<code txt> +^  **Portrait**  ^  **Full Body**  ^  **Dynamic Motion**  ^  **Close-Up**  ^ 
-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 +|  {{:ai:flux_2_-anatomy_-portrait.jpg?direct&200|}}  |  {{:ai:flux_2_-anatomy_-full_body.jpg?direct&200|}}  |  {{:ai:flux_2_-anatomy_-motion.jpg?direct&200|}}  |  {{:ai:flux_2_-anatomy_-close_up.jpg?direct&200|}}  |
-</code>+
  
-=== 🎬 Cinematographic ===+==== Mythic ====
  
-<code txt> +^  **Warrior**  ^  **Mage**  ^  **Dragon**  ^  **Hybrid**  ^ 
-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 +|  {{:ai:flux_2_-mythic_-warrior.jpg?direct&200|}}  |  {{:ai:flux_2_-mythic_-mage.jpg?direct&200|}}  |  {{:ai:flux_2_-mythic_-dragon.jpg?direct&200|}}  |  censored  |
-</code>+
  
-=== 🔍 Hyper-realistic ===+==== Environment ====
  
-<code txt> +^  **Landscape**  ^  **Cityscape**  ^  **Interior**  ^  **Primordial Titan**  ^ 
-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 +|  {{:ai:flux_2_-environment_-landscape.jpg?direct&200|}}  |  {{:ai:flux_2_-environment_-cityscape.jpg?direct&200|}}  |  {{:ai:flux_2_-environment_-interior.jpg?direct&200|}}  |  {{:ai:flux_2_-environment_-titan.jpg?direct&200|}}  |
-</code>+
  
-=== ✏️ Stylized Illustration ===+==== Storytelling ====
  
-<code txt> +^  **Single Object**  ^  **Small Group**  ^  **Narrative Discovery**  ^  **Battlefield Chaos**  ^ 
-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 +|  {{:ai:flux_2_-storytelling_-single_object.jpg?direct&200|}}  |  {{:ai:flux_2_-storytelling_-small_group.jpg?direct&200|}}  |  {{:ai:flux_2_-storytelling_-discovery.jpg?direct&200|}}  |  {{:ai:flux_2_-storytelling_-chaotic_battlefield.jpg?direct&200|}}  |
-</code>+
  
-=== 🎨 Painterly / Fine Art ===+==== Lighting & Atmosphere ====
  
-<code txt> +^  **Volumetric Fog**  ^  **Neon Cyberpunk**  ^  **Low-Key Moody**  ^  **Overexposed Washed**  ^ 
-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 +|  {{:ai:flux_2_-lighting_-volumetric_fog.jpg?direct&200|}}  |  {{:ai:flux_2_-lighting_-cyberpunk_neon.jpg?direct&200|}}  |  {{:ai:flux_2_-lighting_-low_key_moody.jpg?direct&200|}}  |  {{:ai:flux_2_-lighting_-overexposed_washed.jpg?direct&200|}}  |
-</code>+
  
-=== 🌈 Bright Whimsical ===+==== Materials & Physics ====
  
-<code txt> +^  **Water Splash**  ^  **Smoke & Fire**  ^  **Reflective Material**  ^  **Impact**  ^ 
-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 +|  {{:ai:flux_2_-physics_-water_splash.jpg?direct&200|}}  |  {{:ai:flux_2_-physics_-fire_smoke.jpg?direct&200|}}  |  {{:ai:flux_2_-physics_-reflections.jpg?direct&200|}}  |  {{:ai:flux_2_-physics_-impact.jpg?direct&200|}}  |
-</code>+
  
-=== 🧩 Graphic / Design ===+==== Structure & Symbols ====
  
-<code txt> +^  **Perfect Symmetry**  ^  **Complex Patterns**  ^  **Readable Text**  ^  **Fantasy Runes**  ^ 
-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 +|  {{:ai:flux_2_-precision_-symmetrical_architecture.jpg?direct&200|}}  |  {{:ai:flux_2_-precision_-complex_patterns.jpg?direct&200|}}  |  {{:ai:flux_2_-writing_-english.jpg?direct&200|}}  |  {{:ai:flux_2_-writing_-runes_glyphs.jpg?direct&200|}}  |
-</code>+
  
-=== 🧪 Technical / Scan-like ===+==== Extended Probes ====
  
-<code txt> +^  **Macro Photography**  ^  **Aerial Top-Down**  ^  **Fashion Editorial**  ^  **Abstract Emotion**  ^ 
-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 +|  {{:ai:flux_2_-photography_-macro_shot.jpg?direct&200|}}  |  {{:ai:flux_2_-photography_-drone_view.jpg?direct&200|}}  |  {{:ai:flux_2_-photography_-fashion.jpg?direct&200|}}  |  {{:ai:flux_2_-photography_-abstract.jpg?direct&200|}}  |
-</code>+
  
-=== 🌤 Soft Natural (Baseline) ===+//Batches were run in april 2026.//
  
-<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 ===+===== Expanded DNA =====
  
-<code txt> +=== 🔹 1. Literal Construction (Primary Rule) ===
-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 ===+**The model responds to prompts by constructing the requested category directly, with limited interpretive expansion.**
  
-<code txt> +__Evidence:__ 
-an old worn book with a thick leather coverslightly weathered edges and visible page layers, simple embossed details on the cover, resting on flat surfaceclosed, low angle shot, fully visible, centered in frame, slight margin around the object, realistic materials, cinematographic, volumetric fog, light rays, atmospheric haze, soft scattering +  * portrait and full body are correct, credible, and proportionally solid 
-</code>+  * single object is simple but successful 
 +  * readable text is handled correctly 
 +  * aerial top-down becomes true zenith/satellite-like view 
 +  * overexposed prompt is taken almost too literallyburning the image
  
-=== 🌈 Neon Emissive ===+👉 //The model obeys before it interprets//
  
-<code txt> +__Why it matters:__ 
-an old worn book with a thick leather coverslightly weathered edges and visible page layerssimple embossed details on the coverresting on a flat surfaceclosedlow 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 +  * Pros: predictabledirecteasy to testuseful for controlled prompts 
-</code>+  * Cons: weakens surprisenarrative depthand artistic re-interpretation
  
-=== 🌑 Dark Moody (Low Key) ===+----
  
-<code txt> +=== 🔹 2. Concrete Subject Reliability ===
-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 ===+**The model is strongest when the prompt revolves around a bounded subject, object, material, symbol, or simple environmental setup.**
  
-<code txt> +__Evidence:__ 
-an old worn book with 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 +  * single object feels valued through warm studio-like presentation 
-</code>+  * complex pattern produces strong premium object 
 +  * macro photography is credible and properly framed 
 +  * reflective material is one of the strongest physics outputs 
 +  * impact gives convincing energy and motion
  
-=== 🔦 Directional Spotlight ===+👉 //The model handles concrete visual problems better than open dramatic scenes//
  
-<code txt> +__Why it matters:__ 
-an old worn book with a thick leather coverslightly 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, cinematographicsingle directional spotlightfocused beamstrong falloffisolated illumination +  * Pros: strong for objects, materials, macropatternsrunesphysics demonstrationsand controlled references 
-</code>+  * Cons: less reliable for scenes that require deep world logic or dramatic integration
  
-👉 Testssubject isolationshadow sharpnesslight discipline+---- 
 + 
 +=== 🔹 3. Baseline Human Competence, Weak Anatomy Edge Cases === 
 + 
 +**The model can produce acceptable humans in simple situations, but breaks down when anatomy becomes dynamic, close, or structurally demanding.** 
 + 
 +__Evidence:__ 
 +  * portrait is correct and solid 
 +  * full body has good proportions and neutral credibility 
 +  * dynamic motion is exaggerated and physically bizarre 
 +  * close-up hands and nails feel off, weird, and AI-like 
 +  * small group has correct anatomy but fake, exaggerated emotional tone 
 + 
 +👉 //Simple people pass; complex bodies reveal the seams// 
 + 
 +__Why it matters:__ 
 +  * Pros: usable for neutral figures and straightforward human subjects 
 +  * Cons: risky for hands, motion, subtle gesturebelievable emotionand detailed morphology
  
 ---- ----
  
-=== 🌇 Warm vs Cool Split Lighting ===+=== 🔹 4. Fantasy Illustration Bias === 
 + 
 +**When prompted with mythic or magical subjects, the model often falls into 2D fantasy illustration or 3D video-game rendering.** 
 + 
 +__Evidence:__ 
 +  * warrior feels 3D-rendered and video-game-like 
 +  * mage feels like 2D fantasy illustration with rigid hands 
 +  * dragon is readable but weak and illustrative 
 +  * primordial titan becomes gloomy and otherworldly, but composited and physically unresolved 
 +  * fantasy runes are more successful because the prompt asks for surface symbolism rather than full mythic embodiment
  
-<code txt> +👉 //Fantasy surfaces work better than fantasy beings//
-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>+
  
-👉 Testscolor managementmaterial response under mixed spectra+__Why it matters:__ 
 +  * Pros: useful for runes, magical surfaces, moody fantasy illustrations, and stylized concept fragments 
 +  * Cons: weaker for awe, physical creature design, mythic scaleand convincing fantasy bodies
  
 ---- ----
  
-=== 🧩 Structured ===+=== 🔹 5. Simple Environment Strength, Structural World Weakness ===
  
-<code txt> +**The model can produce believable natural and interior environmentsbut struggles when the environment requires complex logic or large-scale integration.**
-an old worn book with a thick leather cover, slightly weathered edges and visible page layerssimple 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>+
  
-👉 Testsbaseline environment introductioncomposition stability under control+__Evidence:__ 
 +  * landscape is credible, soothing, and atmospheric 
 +  * interior is cozy, warm, rich, catalog-like, and believable 
 +  * aerial top-down is clear, satellite-like, and logically framed 
 +  * cityscape looks acceptable in thumbnail but becomes absurd on inspection 
 +  * primordial titan respects the requested scale but feels layered onto the landscape 
 + 
 +👉 //It can photograph a place, but struggles to make complicated worlds function// 
 + 
 +__Why it matters:__ 
 +  * Pros: good for landscapes, interiors, macro environments, aerial maps, and simple mood scenes 
 +  * Cons: weak for city infrastructure, impossible scale, integrated fantasy worldsand spatial reasoning under complexity
  
 ---- ----
  
-=== 🧱 Multi-object ===+=== 🔹 6. Atmosphere as Mood Field ===
  
-<code txt> +**The model can create convincing atmosphereespecially when the prompt gives it clear lighting or mood categorybut results can become empty or overly literal.**
-an old worn book with a thick leather coverslightly weathered edges and visible page layers, simple embossed details on the cover, resting on 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 subjectsubtle environment context +
-</code>+
  
-👉 Testsobject interactionoverlap handlingsubject preservation+__Evidence:__ 
 +  * low-key moody is one of the stronger compositions, with light falling like a soft shower from above 
 +  * neon cyberpunk respects the style and mood clearly 
 +  * volumetric fog has a strong gloomy atmosphere but feels empty and washed 
 +  * overexposed washed is unusably bright, almost like a real failed exposure 
 + 
 +👉 //Mood is present, but not always supported by strong composition// 
 + 
 +__Why it matters:__ 
 +  * Pros: good for gloom, low-key lighting, neon atmosphere, and stylized mood fields 
 +  * Conscan become emptywashed outor too literal when exposure and atmosphere are the core instruction
  
 ---- ----
  
-=== 🌿 Dense Environment ===+=== 🔹 7. Physics Demonstration Strength === 
 + 
 +**The model performs well on isolated material and physics prompts, especially when the effect is central and visually bounded.** 
 + 
 +__Evidence:__ 
 +  * water splash is clear and readable 
 +  * smoke and fire have convincing chaotic energy 
 +  * reflective material is strong, with a semi-translucent object choice adding interest 
 +  * impact successfully conveys force, fragments, and energy
  
-<code txt> +👉 //It handles physical effects best when they are the subjectnot background decoration//
-an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the coverresting 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 +
-</code>+
  
-👉 Testsenvironmental buildupdepth layeringreadability under load+__Why it matters:__ 
 +  * Pros: strong for visual demonstrations of materialsreflectionfracture, particles, and isolated motion 
 +  * Cons: these strengths may not transfer to complex narrative scenes with many interacting systems
  
 ---- ----
  
-=== 🧹 Controlled Clutter ===+=== 🔹 8. Symbolic and Abstract Competence ===
  
-<code txt> +**The model shows notable strength in abstract structurefantasy symbolscomplex patternsand emotionally driven non-literal compositions.**
-an old worn book with 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 frameslight margin around the objectrealistic materialscinematographic, cluttered desk, uneven arrangement, overlapping objects, semi chaotic composition, visually busy but still readable +
-</code>+
  
-👉 Testsdisorder tolerancecomposition resiliencesemi-chaotic balance+__Evidence:__ 
 +  * fantasy runes have a convincing 2D fantasy illustration vibe 
 +  * complex pattern produces a good premium object 
 +  * abstract emotion is energetic, with cross patterns and waves of color 
 +  * readable text is respected and legible 
 + 
 +👉 //When the prompt becomes symbolic, the model becomes more expressive// 
 + 
 +__Why it matters:__ 
 +  * Pros: strong for abstract art, magical surfaces, visual symbols, pattern objects, and mood-driven non-representational imagery 
 +  * Consweaker when symbolic ambition must coexist with realistic anatomyarchitectureor full-scene logic
  
 ---- ----
  
-=== 🌪 Chaos ===+=== 🔹 9. Thumbnail Plausibility Risk ===
  
-<code txt> +**Some outputs look convincing at small size but reveal structural problems when examined closely.**
-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>+
  
-👉 Testsentropy handlingsubject anchoring under stressstructural collapse+__Evidence:__ 
 +  * cityscape initially passes as a city, but roads and buildings become absurd on inspection 
 +  * symmetry prompt respects composition but produces a fake-feeling building 
 +  * primordial titan has strong mood but unresolved physical integration 
 +  * fashion editorial respects the prompt but exposes the photo backdrop and feels cheap 
 + 
 +👉 //The model often gets the image impression before it solves the image logic// 
 + 
 +__Why it matters:__ 
 +  * Pros: usable for thumbnailsquick referencesatmosphere, and ideation 
 +  * Cons: requires close inspection before using outputs as finished or large-format images
  
 ---- ----
  
-=== ⚔️ Chaos vs Control Conflict ===+=== 🔹 10. Controlled Stability with Uneven Aesthetic Lift ===
  
-<code txt> +**The model is stable and often competent, but its aesthetic impact varies strongly by domain.** 
-an old worn book with a thick leather coverslightly weathered edges and visible page layerssimple embossed details on the coverresting on a flat surfaceclosed, low angle shotfully visiblecentered in frameslight margin around the objectrealistic materialscinematographicchaotic scenescattered objectsfragmented layoutunbalanced compositionvisual disorderbut clean compositionclear spacinghighly readable subject + 
-</code>+__Evidence:__ 
 +  * abstractmacrofantasy runescomplex patternsphysics, low-keynarrative discoveryinteriorand landscape are the strongest areas 
 +  * fashion editorial is prompt-compliant but lacks energy and composition strength 
 +  * battlefield chaos contains chaos but is not especially compelling 
 +  * mythic characters are readable but not powerful 
 + 
 +👉 //It is dependablebut only selectively inspiring// 
 + 
 +__Why it matters:__ 
 +  * Pros: good candidate for controlled testssymbolic imagesmaterialsinteriorsmacroand atmospheric visuals 
 +  * Cons: not a first choice for fashion dramacomplex citiesanatomical precisionepic scaleor high-impact fantasy heroes 
 + 
 +----
  
-👉 Tests: conflict resolution hierarchy, chaos vs readability prioritization 
  • ai/flux2.1775163628.txt.gz
  • Last modified: 2026/04/02 23:00
  • by mh