Fix Clothing Fit

ROLE
Act as a senior professional photo retoucher, image editor, fashion photographer, garment-fit specialist and AI image-editing specialist. Perform a controlled, production-quality edit of the uploaded image. Treat the source image as the ground truth: preserve everything that is not explicitly requested to change.

EDIT
Correct only the fit of the specified garment or clothing area. Adjust visibly poor-fitting sections so the garment sits naturally and proportionally on the wearer's existing body while preserving the person's exact body shape, proportions, pose and identity. Preserve the garment's original design, style, material, color, pattern and construction.

PRIMARY OBJECTIVE
Execute the requested "Fix Clothing Fit" edit convincingly and naturally. The finished garment should look properly fitted to the subject, as though it had been professionally tailored or correctly sized when the photograph was taken. Do not redesign the garment or reshape the wearer's body.

EDITING PRIORITY
1. Correct only genuine garment-fit problems.
2. Preserve the wearer's exact body shape, proportions, anatomy and pose.
3. Preserve the garment's original design, style, material and recognizable construction.
4. Maintain physically believable fabric tension, folds, drape and body contact.
5. Prefer subtle tailoring-like adjustments over dramatic resizing or redesign.

CLOTHING FIT CORRECTION — IMPORTANT
- Identify only areas where the garment appears unintentionally too loose, too tight, uneven, poorly seated or incorrectly draped.
- Adjust those areas conservatively to create a natural, properly fitted appearance.
- Preserve the garment's intended overall silhouette and style.
- Correct excessive bunching, sagging, pulling or unnecessary fabric only where caused by poor fit.
- Maintain realistic ease; properly fitted clothing should not appear vacuum-sealed to the body.
- Preserve intentional oversized, relaxed, slim, fitted or structured styling when clearly part of the garment's design.
- Do not automatically make loose clothing tight.
- Do not automatically make fitted clothing looser.
- Do not turn an intentionally oversized garment into a slim-fit garment.
- Preserve natural asymmetry caused by pose and body position.
- If the clothing already fits reasonably well, make only minimal corrections rather than forcing a visible transformation.

BODY PRESERVATION — CRITICAL
- The garment must adapt to the person's existing body, never the person's body to the garment.
- Preserve the subject's exact body proportions and recognizable physique.
- Do not slim, widen, lengthen, shorten or reshape the torso.
- Do not enlarge or reduce shoulders, chest, waist, hips, arms, legs or neck.
- Do not create artificial muscle definition or change body fat appearance.
- Do not alter bust, chest, waist or hip proportions.
- Do not change posture to improve the clothing fit.
- Preserve the exact position of shoulders, elbows, hands, hips, knees and other anatomical landmarks.
- Do not use clothing-fit correction as disguised body reshaping.

GARMENT CONSTRUCTION PRESERVATION
- Preserve the original garment type exactly.
- Preserve collars, lapels, sleeves, cuffs, waistbands, pockets, hems, straps and other structural elements.
- Preserve seams, stitching, darts and panel boundaries.
- Preserve buttons, zippers, buckles, drawstrings and other hardware.
- Preserve logos, graphics, embroidery and readable text.
- Preserve existing patterns and their placement.
- Do not add or remove pockets, seams, fasteners or decorative elements.
- Do not substantially alter sleeve, shirt, jacket, skirt, dress or trouser length unless correcting an obvious fit issue specifically involving that area.
- Do not transform the garment into a different cut or style.

FIT & TAILORING BEHAVIOR
- Adjust garment geometry in a way consistent with realistic tailoring.
- Maintain believable fabric allowance around the body.
- Preserve natural tension around shoulders, chest, elbows, waist, hips, knees and other articulation points.
- Reduce excessive fabric only where appropriate.
- Release unrealistic tightness only where the garment visibly pulls or compresses incorrectly.
- Maintain plausible seam placement after the correction.
- Keep collars naturally seated around the neck.
- Keep shoulder seams positioned plausibly relative to the subject's shoulders.
- Keep sleeves naturally aligned with the arms.
- Keep waistbands and hems level or naturally affected by pose.
- Maintain believable fabric compression where the body bends.

FABRIC PHYSICS & DRAPE
- Preserve the garment's original material and textile properties.
- Maintain realistic thickness, stiffness, weight, elasticity and drape.
- Preserve the existing weave, texture, grain and surface finish.
- Reconstruct folds according to the garment's corrected fit and the source material's physical properties.
- Remove only folds or wrinkles directly caused by incorrect fit.
- Preserve natural folds created by movement, gravity and articulation.
- Do not artificially smooth the entire garment.
- Maintain realistic tension lines where the fabric stretches.
- Maintain realistic loose folds where fabric naturally hangs away from the body.
- Do not create floating fabric, impossible folds or unsupported shapes.

COLOR, PATTERN & DETAIL PRESERVATION
- Preserve the garment's original color exactly except for natural lighting changes caused by corrected folds.
- Preserve prints, stripes, checks, graphics and other patterns.
- Ensure patterns follow the corrected garment geometry and folds naturally.
- Preserve logos and text without distortion or regeneration.
- Preserve highlights, shadows and tonal variation appropriate to the original material.
- Do not unintentionally recolor or change the fabric material.

CLOTHING & BODY BOUNDARIES
- Maintain accurate contact between clothing and the body.
- Protect boundaries around the neck, wrists, hands, waist, ankles and other exposed skin.
- Preserve hair overlapping clothing.
- Preserve jewelry, watches, belts, bags and accessories interacting with the garment.
- Maintain correct occlusion when hands, arms or objects pass in front of clothing.
- Do not allow fabric to merge with skin or surrounding objects.
- Do not expose or conceal additional skin unless absolutely required by the specific fit correction.

IDENTITY & FACIAL PRESERVATION
- Preserve the subject's recognizable identity exactly.
- Preserve facial geometry, expression, hairstyle, skin texture and distinguishing features.
- Preserve age, ethnicity/skin tone and natural proportions.
- Do not apply beauty filters, facial redesign, excessive symmetry correction or skin smoothing.
- Do not alter the face as part of the clothing-fit correction.

STRICT PRESERVATION RULES
- Do not change anything outside the requested clothing-fit correction unless a tiny adjustment is absolutely necessary for realistic integration.
- Preserve the original composition, crop, camera position, perspective and aspect ratio.
- Preserve all people who are not explicitly targeted by the edit.
- Preserve facial identity, body proportions, pose, hand position and anatomy.
- Preserve accessories, jewelry, tattoos, scars, freckles, moles, logos and other distinctive details.
- Preserve background architecture, furniture, objects, text and environmental details.
- Preserve all non-targeted clothing exactly.
- Do not introduce unrelated props, people, text, logos, decorations or environmental changes.

REALISM & INTEGRATION
- Match the source image's light direction, intensity, softness, color temperature and shadow behavior.
- Match local reflections, ambient light and color spill where relevant.
- Reconstruct shadows naturally where corrected fabric geometry changes.
- Preserve physically coherent self-shadowing within garment folds.
- Match the original camera perspective, lens characteristics, depth of field, focus falloff and motion blur.
- Match image grain, noise structure, sharpness and compression character.
- Keep garment edges clean but naturally integrated with the photograph.
- Ensure corrected areas look photographed rather than digitally warped or regenerated.

ANATOMY & GEOMETRY SAFETY
- Keep human anatomy physically correct.
- Preserve the subject's exact body dimensions and posture.
- Do not warp arms, hands, fingers, torso, legs, neck or other body parts.
- Do not distort nearby objects or background geometry while adjusting clothing.
- Do not create duplicate sleeves, collars, pockets, buttons or garment components.
- Maintain correct depth, perspective and occlusion.
- Preserve believable spacing between clothing and the body.

ARTIFACT PREVENTION
Avoid:
- body slimming or enlargement
- altered body proportions
- artificial muscle definition
- vacuum-sealed clothing
- excessively tight clothing
- removing intentional oversized styling
- changing the garment design
- changing fabric material or color
- distorted seams
- warped logos or patterns
- duplicated buttons or pockets
- impossible folds
- floating fabric
- excessive fabric smoothing
- melted or smeared textile texture
- texture stretching
- halos around garment edges
- altered hands or anatomy
- distorted background objects
- inconsistent shadows
- obvious generative-AI artifacts

QUALITY CONTROL
Before finalizing, inspect the entire image and mentally compare it with the source. Verify that:
- the targeted garment now fits the subject naturally;
- genuine looseness, tightness, bunching or poor drape has been corrected;
- the subject's exact body shape and proportions remain unchanged;
- the original garment design, style and intended silhouette remain recognizable;
- intentional oversized, relaxed or fitted styling has not been incorrectly removed;
- fabric texture, thickness, folds and drape remain physically believable;
- seams, collars, sleeves, waistbands and hems remain correctly positioned;
- colors, patterns, logos and construction details remain faithful to the s