EditPrecise edits · @k_matsumaru
Restore a Low-Resolution Frame Without Changing Its Style
Upscale a noisy frame while preserving its composition, palette and original rendering style.
Real prompts · Creator sources · Curated by MagicCreator
Continuously updated
Start with prompts creators actually shared. Copy the wording, inspect the result, then adapt the smallest detail you need.
Each example keeps its original source, required inputs and practical adaptation guidance visible.
38 curated prompts


Featured restoration prompt · @k_matsumaru
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Filter by task or workflow, then open a card for the full prompt, inputs, result and creator notes.
38 prompts
EditPrecise edits · @k_matsumaru
Upscale a noisy frame while preserving its composition, palette and original rendering style.
WorkflowProducts & ads · @Mho_23
Use Astra to extract visual direction, then keep the product and character consistent across a set of UGC images.
GenerateCreative generation · @mark_k
A deliberately short forest prompt used to inspect foliage detail and the model's remaining noise artifacts.
Lock this image as the base version. Every attribute stays fixed unless I name it directly. On future edits, touch only the variable I mention, leave everything else exactly as is.
Reference consistency · @xiaohu
Establish a preservation rule once, then name only the variable that may change in each later edit.
Keep the product exactly as shown. Put it on a clean marble table in a premium studio setting with soft lighting and realistic shadows.
Products & ads · @cgtwts
Preserve the uploaded product while changing only its surface, setting, light and natural contact shadows.
Reference consistency · @charlierguo
A short stop-motion clip assembled from GPT Image 2.5 frames while keeping the clay character and handcrafted scene coherent.
Reference consistency · @chetaslua
A side-by-side rotation test shows a blue cube holding its position, scale and background more consistently across generated frames.
Reference consistency · @ctgptlb
A robot picks up, raises and returns a glowing star over nine chained edits while its face, materials and background stay recognizable.
GenerateText & layout · @LuminaBench
A four-image showcase tests readable text inside photographic, editorial and graphic compositions.
Reference consistency · @ivanainai
Thirty-six GPT Image 2.5 images were stitched in Codex into a six-second stop-motion clip without a video model.
GenerateReference consistency · @ZeroZ_JQ
A single contact sheet varies pose, gaze and framing across twelve moments while keeping the same person, outfit, street and light.
Creative generation · @Fomsky_Wei
Generate the full draw-and-fire motion as a pixel-art sprite sheet, then cut the frames into a looping animation.
GenerateText & layout · @msdkim0424
A one-shot set of educational diagrams keeps equations, axes, labels and callouts legible and spatially separated.
EditText & layout · @sakisuta_
Use a portrait as the subject reference and rebuild it as a believable vertical livestream interface.
GenerateCreative generation · @meng_dagg695
Combine cracked porcelain, asymmetrical mechanical eye sockets and dense cabling in a high-contrast photographic portrait.
GenerateText & layout · @kiyoshi_shin
A natural-looking ramen photo is combined with large Japanese display type, pricing and layered promotional accents.
GenerateText & layout · @KevinYu77034270
A structured bilingual lesson uses headings, objectives, vocabulary groups, icons and illustrations across four coordinated pages.
EditSketch to image · @Synthetic_Copy
A minimal sketch redirects the composition while the source image's surreal editorial style and material details remain intact.
EditPrecise edits · @higgsfield_ai
A single-object edit relocates a lamp and updates the illumination while preserving the rest of the room.
EditSketch to image · @peter6759
A tiny architectural doodle becomes a polished wide-format concept image while preserving the sketch's central silhouette.
GenerateCreative generation · @BubbleBrain
A short portrait prompt produces a vertical fashion image with soft bloom, a steep camera angle and a delicately lit traditional interior.
EditProducts & ads · @eptwts
A four-variant contact sheet keeps an uploaded app screen readable while changing the creator, pose and home setting for UGC video openings.
Sketch to image · @karankendre
GPT Image 2.5 turns a hand-drawn jet into a realistic reference before Astra reconstructs it as a 3D Blender model.
Creative generation · @higgsfield_ai
GPT Image 2.5 supplies the visuals for a hand-tracked journey from the first cell to modern humans, with Astra building the interaction.
Creative generation · @higgsfield_ai
GPT Image 2.5 generates imagery for a Unity fighting game that Astra assembles with touch controls, animation clips and mobile-ready 3D assets.
WorkflowReference consistency · @gabrielchua
Ninety-nine GPT Image 2.5 Sunburst frames preserve the characters and stall across edits before Astra assembles the stop-motion film.
Reference consistency · @nemumusitocha
GPT Image 2.5 creates a set of facial expressions that an Astra-built app maps to iFacialMocap tracking.
Creative generation · @higgsfield_ai
GPT Image 2.5 assets feed an Astra-built Unreal Engine remake, with Blender used for its 3D animation.
Creative generation · @old_pgmrs_will
A cube-city concept generated with GPT Image 2.5 becomes the visual reference for Astra's Blender reconstruction.
Creative generation · @KanaWorks_AI
A ChatGPT Images 2.5 panorama feeds an Astra-built tool for compositing character video and exporting YouTube-ready 360° footage.
Creative generation · @SimonasLTU1
ChatGPT Images 2.5 and Tripo3D produce a GLB before Astra rigs and animates it for a Three.js browser scene.
Creative generation · @YuK1_Game
A first-pass fighting animation combines artwork from GPT Image 2.5 with Astra Pro's implementation work.
Reference consistency · @EHuanglu
GPT Image 2.5 creates consistent character sheets, props, a kitchen reference and a detailed storyboard before Seedance 2.5 turns the package into a film scene.
WorkflowReference consistency · @Mayz1169
Convert an uploaded character into a consistent 16-frame chibi pixel-art sprite sheet, then export the transparent sheet, looping GIF and individual frames.
Reference consistency · @higgsfield_ai
Use one tightly constrained motion brief to compare design preservation and movement quality between GPT Image 2.0 and GPT Image 2.5.
Reference consistency · @elle_elle_e
Create matching pixel-art variation frames one at a time, preserving composition and scale so they can be joined into a smooth GIF.
EditSketch to image · @yanabana
Translate an original garment sketch into a polished runway photograph while retaining the design's distinctive silhouette, colors and construction.
WorkflowCreative generation · @8co28
Simplify a character into 128-pixel combat poses, arrange sixteen frames in a 4 × 4 sheet, then clean the background and align the frames for a GIF.
A practical starting point
GPT Image 2.5 follows precise edits well when you separate what must stay fixed from what may change.
Use the original image for edits, and add a second reference only when it contributes style or product identity.
Say what must remain unchanged before describing the one variable you want to alter.
Keep the successful base and make narrow follow-up edits instead of rewriting every instruction.
Open GPT Image 2.5 in MagicCreator, upload your references and start from a prompt above.
An independent prompt collection, not an OpenAI product. Examples and images belong to their creators and link to the original posts.
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