Redesign the backyard in my uploaded photo as a cozy autumn garden. Treat it as a real landscape design plan, not a fantasy scene.

Keep exactly as they are: the house wall, windows, door, boundary walls or fence, the ground level and the camera angle. The space must stay the same size. Do not add buildings or extra land.

Add these garden features:
- A curved path of flat natural stepping stones with fine gravel between them.
- Two raised wooden beds filled with orange and yellow marigolds, deep red chrysanthemums and soft ornamental grasses.
- A small round fire pit with four simple wooden chairs and cushions in rust and cream.
- A small patch of healthy green lawn.
- Pots near the door: a dwarf maple with red leaves, a few pumpkins in different sizes and a metal lantern.
- Warm string lights hung along the top of the wall or fence.
- Climbing jasmine or ivy on one wall.

Season and light: late afternoon in autumn, golden-hour sun, a few dry leaves on the path, and the string lights just starting to glow.

Style: photorealistic, like the "after" photo in a garden magazine. Wide 24mm lens at eye level, natural colours, sharp detail on the plants and stone, vertical 4:5 frame.

Use only plants that grow in a normal home garden. No people, no text, no watermark.