Transform the provided photo to match Target Season Or Atmosphere, preserving the original subject, framing, camera perspective, and scale. Photorealistic finish with natural textures and fine detail; maintain the current focal hierarchy so the main subject remains clear.
Adapt lighting, color, and environment to the season: set believable sun/sky conditions and shadow direction; color grade to a cohesive palette (e.g., cool blue-gray for winter, warm golden for autumn, fresh verdant for spring, bright neutral for summer). Add authentic cues: foliage state, ground cover, sky character, and surface interactions (snow accumulation and frost, wet sheen and puddles, drifting leaves, blossoms, heat haze). Include subtle atmospheric effects as appropriate (mist, drizzle, flurries), adjust materials and clothing tones naturally, and ensure consistent reflections and contact shadows. Highly detailed, crisp subject edges with depth of field matching the original.
<example-style>Examples: "clear winter morning after snowfall", "rainy spring afternoon", "hot, hazy midsummer noon", "golden-hour autumn with drifting leaves"</example-style>
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