Examples

Visual worlds in the wild

Real WORLDSET outputs with the exact direction prompts shown beneath each frame.

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Close Friends Revision 2
Revisionsingle

Close Friends

lil baby

World Direction Prompt

Revise the attached reference album cover. Return the same cover with targeted edits, not a new concept or a new composition. The attached reference image is the source of truth. Match its composition, framing, subject placement, typography integration, environment, and overall look unless an edit below explicitly changes one detail. Preserve exactly: - Keep the same overall composition, camera angle, crop, perspective, and square album-cover framing. - Keep the same main subject identity, pose, scale, outfit, hair, accessories, and silhouette unless a requested edit explicitly changes one of those details. - Keep the same color palette, lighting, shadows, reflections, weather, fog, storefront architecture, and environmental mood unless the request explicitly calls for a local change. - Keep the same integrated release typography and exact release text already present in the artwork, especially "Close Friends" and "lil baby". - Preserve the original cover intent: Square (1:1) collage-style album cover: left panel shows a photoreal waist-up portrait of lil baby (use supplied artist-photo likeness: white headwrap covering lower face, black tank, visible chains and rings, middle-finger and hand-to-head gestures) framed as a worn Polaroid with slightly faded colors and paper bor.... Requested edits only: 1. maintain everything in here I love this but add a African American early 20s pretty female in the first poloarioid pic n match the art style and etc Guardrails: - Apply only the requested edits. Do not redesign, restage, reframe, or reinterpret the cover. - If an edit is local, make a local correction only and leave every unrelated area untouched. - Do not add new foreground subjects, new locations, new typography, new props, or new signage unless the request explicitly asks for them. - Requested additions must stay secondary and integrated into the same scene unless the request explicitly asks to make them dominant. - Do not change the title treatment, store facade, camera distance, or pose just because another detail is being fixed. - Keep the final image polished, realistic, non-graphic, and commercially usable as album artwork. Project context: - Selected direction: cinematic. - Original cover prompt summary: Square (1:1) collage-style album cover: left panel shows a photoreal waist-up portrait of lil baby (use supplied artist-photo likeness: white headwrap covering lower face, black tank, visible chains and rings, middle-finger and hand-to-head gestures) framed as a worn Polaroid with slightly faded colors and paper bor.... - User revision request Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos.

Late Night Trap Concept 4
Creative Conceptsingle

Late Night Trap

Voss

World Direction Prompt

Reference the artist-photo (d5821dd7df13f814ce566ebf40c97b47.jpg) for correct headwrap, dreadlocks, spiderweb hoodie, and pose; maintain obscured face. Use the inspiration image (e4c036f0ac69ed7f2763627cefc13d06.jpg) for neon cyan/magenta lighting, fog, wet reflections, and texture. Produce a tight vertical crop (streaming thumbnail safe) showing the artist from full-body to mid-thigh on a wet foggy street corner with cyan rim and magenta neon accents and warm interior glow behind. Integrate the songTitle exactly as “Late Night Trap” into a neon bar or painted strip layered within the scene (top-center but compact). Include the artistName exactly as “Voss” as a small tag near the bottom or on the awning; include a small Parental Advisory: Explicit Content label if used for explicit release. Keep the feel cinematic and gritty with airbrush texture and high contrast. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "Late Night Trap" and exact artist name "Voss". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Include a small realistic "Parental Advisory Explicit Content" label as part of the generated album artwork if it fits the release, placed like a real album-cover sticker and not covering the main subject, title, or artist name.

Close Friends Concept 1
Creative Conceptsingle

Close Friends

Lil Baby

World Direction Prompt

Use the provided artist photo for exact likeness, poses, wardrobe (tan knit balaclavas, matching tan/brown hooded jackets, black slim pants, black lace-up boots) and prop placement (stacks and fan of US dollar bills; visible wristwatch/bracelet). Stage them centered on a simplified high-key white bathroom/vanity set with minimal mirror reflection behind. Place a large glossy hot-pink heart-shaped rug/block across the lower third; render the album-cover typography physically printed on the heart: the words "Close Friends" in uppercase white bold condensed sans across the heart and a smaller "Lil Baby" credit integrated along the heart's lower edge. Apply flat poster-like front lighting, a pronounced soft shadow under subjects to ground them, and subtle specular highlights on rings and cash. Add a coarse halftone/grain poster texture and slight posterization to flatten color planes while retaining photographic detail. Include a small realistic Parental Advisory - Explicit Content label in the lower-right corner of the frame (small, unobtrusive). Final look: luxe-punk, melancholic, intimate, and designed for an album cover. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "Close Friends" and exact artist name "Lil Baby". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Include a small realistic "Parental Advisory Explicit Content" label as part of the generated album artwork if it fits the release, placed like a real album-cover sticker and not covering the main subject, title, or artist name.

Testing Concept 1
Creative Conceptalbum

Testing

Voss

World Direction Prompt

Cinematic nighttime portrait shot through a rain-streaked window, wide horizontal crop, subject left-of-center, medium-full framing from mid-thigh to head. Subject: adult male matching artist-photo cues — fitted brown/mustard knit balaclava or hood, warm brown Carhartt-style jacket, black underlayer, black slim pants, heavy black boots. Pose: relaxed, slightly slouched, hands in lap holding a large fan of cash; natural warm skin tones visible where face is partially uncovered. Environment: wet glass with visible streaks and droplets in foreground, warm amber interior backlight bleeding through, deep indigo/teal shadows outside, neon pink sign reflected across the right pane. Text integration instruction: render the song title exactly as 'Testing' as a physical neon-pink sign reflected on the wet glass to the right — visible, readable, with natural bloom, light spill onto the subject and droplets, slight water-distortion on letter edges; render the artist name exactly as 'Voss' as a small embossed metallic name on the jacket chest that picks up amber rim highlights. Add tactile textures: worn painted wood bench or tiled reflective surface behind subject, subtle film grain, mild vignette. Include a small realistic Parental Advisory — EXPLICIT CONTENT label in the bottom-left corner, scaled to be unobtrusive. Mood: aggressive, boastful, paranoid with cinematic nostalgia. DO NOT overlay text — typography must be embedded in the scene and affect lighting and reflections. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "Testing" and exact artist name "Voss". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Include a small realistic "Parental Advisory Explicit Content" label as part of the generated album artwork if it fits the release, placed like a real album-cover sticker and not covering the main subject, title, or artist name.

BossMan Concept 1
Creative Conceptsingle

BossMan

NBA YoungBoy

World Direction Prompt

Vertical 4:5 portrait of a hooded street figure standing centered in a narrow, worn-wood entryway — full 3/4 view including scuffed floor and doorway. Right hand fans a stack of bills fully covering the face (do not reveal any facial features); left hand grips a long firearm angled upward, kept clearly silhouetted and non-graphic. Clothing: deep charcoal graphic hoodie, black washed jeans, athletic sneakers. Foreground: large red heart rug or painted heart on the floor directly beneath the subject's feet. Integrated album typography physically painted into the heart: large distressed white text reading "BossMan" (exact songTitle) across the heart, with smaller stenciled white text "NBA YoungBoy" (exact artistName) beneath it — type should look screen-printed/painted into the rug with worn edges and slight emboss/shadow to sit on texture. Treatment: high-contrast posterized photographic base with heavy halftone grain and screen-print texture; hot-magenta rim light on one side, warm brown fill on the other, subtle green highlights on the bills and a few jewelry sparks. Add a small realistic "Parental Advisory Explicit Content" label in the bottom-right corner integrated as a printed sticker on the floor. Do not retouch or reveal the face; keep gritty punk poster feel. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "BossMan" and exact artist name "NBA YoungBoy". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Include a small realistic "Parental Advisory Explicit Content" label as part of the generated album artwork if it fits the release, placed like a real album-cover sticker and not covering the main subject, title, or artist name.

BossMan Concept 1
Creative Conceptsingle

BossMan

NBA YoungBoy

World Direction Prompt

Portrait-oriented poster, centered full-body of NBA YoungBoy seated on a kitchen counter (head to shoes visible), legs dangling, slight forward lean. He wears a black fur-trim parka over a black hoodie, ripped skinny black jeans and black sneakers; hood up and black balaclava obscuring face, head tilted down so eyes are low/hidden. Hands raised near face holding two long-magazine pistols (both grips and fingers visible) — stylized but realistic, non-graphic. Background: clean off-white / light beige negative space. Apply high-contrast directional lighting (top-left rim + key) to create strong shadows and edge separation. Render the subject with photographic likeness but layered with heavy halftone / stipple posterization, coarse film grain, and bold ink outlines. Place a single vivid red suitcase with dense sticker-collage detail in the lower-left foreground. Add a muted green spiky silhouette halo behind the head as a flat graphic shape (not hair). Typography: integrate the exact text "NBA YoungBoy" and "BossMan" into the top negative space as a bold condensed sans-serif with rough screen-printed texture — make the text appear physically printed or stenciled onto the background (do not overlay as a separate flat layer). Add a small realistic "Parental Advisory Explicit Content" label in the bottom-right corner. Keep hands, weapons, and mask clearly legible at thumbnail size; avoid overlapping them with stickers or text. High-contrast, gritty, confrontational street-rap mood. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "BossMan" and exact artist name "NBA YoungBoy". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Include a small realistic "Parental Advisory Explicit Content" label as part of the generated album artwork if it fits the release, placed like a real album-cover sticker and not covering the main subject, title, or artist name.

Close Friends Concept 1
Creative Conceptsingle

Close Friends

lil baby

World Direction Prompt

Create a cinematic blue-hour storefront portrait using the provided artist-photo reference for pose, styling, hair, glasses, and wardrobe: three-quarter standing, head-to-knees crop, weight on one hip, arms relaxed, gaze slightly off-camera to the right. Subject: long dark wavy hair with a black bandana/headband, black rectangular glasses, layered black over white cropped tanks, low-rise light-wash knee-length denim shorts, white scrunchie on wrist, black leather shoulder bag with pastel plush keychains visible. Environment: weathered wooden bench, teal/blue window frame, worn concrete/stone facade at twilight. Lighting: soft blue-hour ambient light with gentle warm interior highlights visible through the window; keep shadows soft and natural. Camera: 35–50mm perspective, shallow depth of field, soft film grain, natural skin/fabric texture. Integrated typography (must be physically in the scene and not an overlay): Render the exact songTitle "Close Friends" as a warm-pink hand-script neon sign ON THE INSIDE of the shop window; its reflection should appear across the glass and register as subtle pink highlights on the subject's shoulder and nearby bench. Render exact artistName "lil baby" as a small warm-amber sans-serif painted or stenciled on the lower-right corner of the window frame. Both type treatments should respond to reflection, perspective, and glass glare (slight bloom on neon, slight fading on paint). Maintain moderate contrast and candid urban texture. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "Close Friends" and exact artist name "lil baby". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Do not add a Parental Advisory label unless the cover concept clearly reads as an explicit rap, trap, drill, or street-label release.

Close Friends Concept 1
Creative Conceptsingle

Close Friends

lil baby

World Direction Prompt

Album-cover poster: two figures in a clean white bathroom/vanity, left figure slouched on tiled floor, right figure perched on the wood vanity counter fanning a large stack of crisp green cash near their face; both wearing tan/camel hooded jackets and matching tan balaclavas or beanies, black slim jeans and rugged black boots, visible watch and bracelets, long straight dark hair spilling from under the head covering on the perched figure. Mirror behind them shows a slightly offset reflection. On the floor in front of them a large saturated pink/red heart-shaped rug is painted onto the white tiles — the heart is distressed and posterized with halftone dots and rough stippling. Integrate the album title painted into the heart rug in a distressed bold condensed sans: the exact text "Close Friends" (large, centered in the heart) and directly below in smaller type "lil baby". Text must look physically painted into the rug surface with halftone wear and slight ink bleed. Apply high-contrast outlines, posterized color blocks, visible halftone grain and 35mm film texture overall. Keep money-green highlights crisp on the cash and jewelry; warm wood grain on the vanity visible. Stylize faces with illustrative posterization/halftone to avoid photoreal likeness. Include a small realistic Parental Advisory Explicit Content label in the bottom-right corner of the artwork, integrated as part of the printed poster — not an overlay. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "Close Friends" and exact artist name "lil baby". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Include a small realistic "Parental Advisory Explicit Content" label as part of the generated album artwork if it fits the release, placed like a real album-cover sticker and not covering the main subject, title, or artist name.

Bossman Concept 1
Creative Conceptsingle

Bossman

NBa youngboy

World Direction Prompt

Create a poster-style album cover using the provided artist-photo reference (4b59615d68792c5a94f820fd85f2bfc1.jpg) for likeness, pose and wardrobe: full-body centered figure, hood up, face concealed by a fan of cash in left hand, right hand holding an assault-rifle angled upward. Background: bright white/off-white, large negative space. Lighting: flat even studio illumination, high contrast to emphasize dark clothing and jewelry reflections. Apply halftone printed-dot overlay and subtle paper grain across the image; crisp screen-print edge finish. Color treatment: overall desaturated neutrals (charcoal/black clothing) with limited saturated accents — forest green and saturated red used only for typography and a small devil/angel shoulder patch. Typography must be integrated into the scene, printed into the poster: large bold condensed 'Bossman' wordmark centered across the subject's torso, halftone-filled with slight misregistration (forest green primary, red shadow), and smaller 'NBa youngboy' as a designed stripe near the bottom-center. Include a small realistic Parental Advisory Explicit Content label in the lower-right corner. Keep the hoodie graphic visible, maintain rifle and cash props clearly, and keep face concealed. Output as a crisp poster composition with vertical crop and slight grounding shadow under feet. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "Bossman" and exact artist name "NBa youngboy". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays. Include a small realistic "Parental Advisory Explicit Content" label as part of the generated album artwork if it fits the release, placed like a real album-cover sticker and not covering the main subject, title, or artist name.

BossMan Concept 1
Creative Conceptsingle

BossMan

NBA YoungBoy

World Direction Prompt

Vertical album cover, mid-shot portrait (full torso to shoes visible) based on the provided artist photo reference: subject seated on a counter, hood up with fur trim, masked lower face, closed/neutral eyes, legs dangling, wearing all-black layered streetwear (black parka, black hoodie, ripped skinny black jeans, black sneakers). Hands hold two firearms in the crossed dual-weapon pose—render these weapons as stylized illustrated props with rough ink outlines and muted gold highlights (no photorealistic detail). Background: warm tan/beige courtroom/poster wall with light paper grain, blurred midground crowd/protest signs and one emblem/flag, sketchy painterly brush strokes and rough ink cross-hatching. Lighting: low-key warm overhead light with teal fill in shadows, visible warm-gold rim highlights on metal/jewelry. Texture: posterized, sketchy brush strokes, film grain. Typography: integrate the album title and artist name into the painted background in the upper third — render the exact words 'BossMan' and 'NBA YoungBoy' as distressed stencil/graffiti text painted into the wall with brush texture, subtle perspective warp, warm-gold accents and scuffing so the letters are part of the scene (do not overlay). Maintain clear negative space behind head for legibility. Mood: aggressive, confident, confrontational. Safety note: weapons are stylized illustration consistent with poster texture; avoid photoreal details. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos. Render the release typography directly inside the generated album artwork: exact song title "BossMan" and exact artist name "NBA YoungBoy". The text must be readable and intentionally designed into the scene as painted, printed, projected, handwritten, or poster typography. Do not leave blank space for later text overlays.

BossmanDlow Concept 1
Creative Conceptsingle

BossmanDlow

Nba Youngboy

World Direction Prompt

Album-cover vertical portrait, photoreal central figure (torso to knees) — hood up, face fully obscured by a fanned stack of cash; left hand holding a vertical tactical-style rifle at chest level; right hand holds crisp money-green bills covering face. Dark graphic hoodie with central white motif, slim black/charcoal jeans, grey/black high-top sneakers, minimal small gold chain. Background: large painterly American flag filling frame (stars upper-left, horizontal stripes), thick oil-brush strokes, saturated navy and flag red with off-white highlights. Lighting: low-key directional light from upper-left, strong rim/highlight on chest, cash and gold accents, deep shadows elsewhere. Textures: sharp photoreal props (cash, rifle), painterly brush texture on background, gritty concrete/wood ground. Camera: 50–85mm, shallow depth of field, crisp focus on props, high contrast, cinematic color grade. Keep face anonymous (no facial features visible). Ensure image reads at thumbnail size. Avoid busy background details. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos.

Bad habits Concept 1
Creative Conceptsingle

Bad habits

Steve Lacy

World Direction Prompt

Photograph a centered full‑body 3/4 portrait of the artist leaning on a record‑store counter. Wardrobe and likeness constraints: long dark hair held back with a wide headband, rectangular black glasses, strapless off‑white tube top, short plaid shorts, white lace ankle socks, black Mary‑Jane shoes, patterned shoulder bag visible. Use warm indoor fill/flash on subject (soft directional front light with slight rim) and a saturated cyan background behind the out‑of‑focus vinyl racks. Camera: 35–50mm equivalent, wide aperture (f/2.8–f/4) for shallow DOF; film grain present. In post: apply a low‑strength canvas/oil texture over the entire image. Add a horizontal painterly smear starting just right of center of the face and moving to the right edge — colors: vivid magenta with a streak of primary yellow; keep the left side of the face (left eye, cheek, jawline) intact and fully legible. Add small gold metallic highlights on teeth/grill and specular gloss on vinyl spines. Place hand‑drawn rough magenta title in the lower third (bottom‑center), ensure typography doesn’t cover left eye or face. Final tone: wistful, slightly surreal, high contrast between subject and cyan background. Keep the imagery commercially safe and non-explicit: fully clothed adults only, no nudity, no underwear focus, no fetish styling, no sexual posing, no graphic content, no minors, no readable logos.