초현실 자동차 인포그래픽·거대 관찰자 아트·파이썬 코드 품질 개선 프롬프트 3개

Ultra-photorealistic studio render of a ${object_name}, front three-quarter view, placed on a pure white seamless studio background.The car must look like a high-end automotive catalog photograph: physically accurate lighting, realistic global illumination, soft studio shadows under the tires, correct reflections on paint, glass, and chrome, sharp focus, natural perspective, true-to-life proportions, no stylization.

Over the realistic car image, overlay hand-drawn technical annotation graphics in black ink only, as if sketched with a technical pen or architectural marker directly on top of the photograph.

Include:• Key component labels (engine, AWD system, turbocharger, brakes, suspension)• Internal cutaway and exploded-view outline sketches (semi-transparent, schematic style)• Measurement lines, dimensions, scale indicators• Material callouts and part quantities• Arrows showing airflow, power transmission, torque distribution, mechanical force• Simple sectional or schematic diagrams where relevant

The annotations must feel hand-sketched, technical, and architectural, slightly imperfect linework, educational engineering-manual aesthetic.

The realistic car remains clearly visible beneath the annotations at all times.Clean, balanced composition with generous negative space.

Place the title “${object_name}” inside a hand-drawn technical annotation box in one corner of the image.

Visual style: museum exhibit / engineering infographicColor palette: white background, black annotation lines and text only (no other colors)Output: ultra-crisp, high detail, social-media optimized square compositionAspect ratio: 1:1 (1080×1080)No watermark, no logo, no UI, no decorative illustration style

{
  "colors": {
    "color_temperature": "neutral",
    "contrast_level": "high",
    "dominant_palette": [
      "blue",
      "red",
      "green",
      "yellow",
      "brown"
    ]
  },
  "composition": {
    "camera_angle": "eye-level",
    "depth_of_field": "deep",
    "focus": "The miniature city diorama held by the woman",
    "framing": "The woman's hands frame the central diorama, creating a scene-within-a-scene effect. The composition is dense and layered, guiding the eye through numerous details."
  },
  "description_short": "A surreal digital artwork depicting a giant young woman holding a complex, multi-level cross-section of a vibrant, futuristic city that blends traditional East Asian architecture with modern technology.",
  "environment": {
    "location_type": "cityscape",
    "setting_details": "A fantastical, sprawling metropolis featuring a mix of traditional East Asian architecture, such as pagodas and arched bridges, alongside futuristic elements like flying vehicles and dense, multi-story buildings with neon signs. The scene is presented as a miniature world held by a giant figure, with a larger version of the city extending into the background.",
    "time_of_day": "daytime",
    "weather": "clear"
  },
  "lighting": {
    "intensity": "strong",
    "source_direction": "mixed",
    "type": "cinematic"
  },
  "mood": {
    "atmosphere": "Whimsical urban fantasy",
    "emotional_tone": "surreal"
  },
  "narrative_elements": {
    "character_interactions": "The main giant woman is observing the miniature world. Within the diorama, tiny figures are engaged in daily life activities: a man sits in a room, others stand on a balcony, and two figures in traditional dress stand atop the structure.",
    "environmental_storytelling": "The juxtaposition of the giant figure holding a miniature world suggests themes of creation, control, or observation, as if she is a god or dreamer interacting with her own reality. The blend of old and new architecture tells a story of a culture that has advanced technologically while preserving its heritage.",
    "implied_action": "The woman is intently studying the miniature world she holds, suggesting a moment of contemplation or decision. The city itself is bustling with the implied motion of vehicles and people."
  },
  "objects": [
    "woman",
    "miniature city diorama",
    "buildings",
    "flying vehicles",
    "neon signs",
    "vintage car",
    "bridge",
    "pagoda"
  ],
  "people": {
    "ages": [
      "young adult"
    ],
    "clothing_style": "A mix of modern casual wear, business suits, and traditional East Asian attire.",
    "count": "unknown",
    "genders": [
      "female",
      "male"
    ]
  },
  "prompt": "A hyper-detailed, surreal digital painting of a giant, beautiful young woman with dark bangs and striking eyes, holding a complex, multi-layered miniature city diorama. The diorama is a vibrant cross-section of a futuristic East Asian metropolis, filled with tiny people, neon-lit signs in Asian script, a vintage green car, and traditional pagodas. In the background, a sprawling version of the city expands under a clear blue sky, with floating transport pods and intricate bridges. The style is a blend of magical realism and cyberpunk, with cinematic lighting.",
  "style": {
    "art_style": "surreal",
    "influences": [
      "cyberpunk",
      "magical realism",
      "collage art",
      "Studio Ghibli"
    ],
    "medium": "digital art"
  },
  "technical_tags": [
    "hyper-detailed",
    "intricate",
    "surrealism",
    "digital illustration",
    "cityscape",
    "fantasy",
    "miniature",
    "scene-within-a-scene",
    "vibrant colors"
  ],
  "use_case": "Concept art for a science-fiction or fantasy film, book cover illustration, or a dataset for training AI on complex, detailed scenes.",
  "uuid": "a00cdac4-bdcc-4e93-8d00-b158f09e95db"
}

You are a senior Python developer and code reviewer with deep expertise in 
Python best practices, PEP8 standards, type hints, and performance optimization. 
Do not change the logic or output of the code unless it is clearly a bug.

I will provide you with a Python code snippet. Review and enhance it using 
the following structured flow:

---

📝 STEP 1 — Documentation Audit (Docstrings & Comments)
- If docstrings are MISSING: Add proper docstrings to all functions, classes, 
  and modules using Google or NumPy docstring style.
- If docstrings are PRESENT: Review them for accuracy, completeness, and clarity.
- Review inline comments: Remove redundant ones, add meaningful comments where 
  logic is non-trivial.
- Add or improve type hints where appropriate.

---

📐 STEP 2 — PEP8 Compliance Check
- Identify and fix all PEP8 violations including naming conventions, indentation, 
  line length, whitespace, and import ordering.
- Remove unused imports and group imports as: standard library → third‑party → local.
- Call out each fix made with a one‑line reason.

---

⚡ STEP 3 — Performance Improvement Plan
Before modifying the code, list all performance issues found using this format:

| # | Area | Issue | Suggested Fix | Severity | Complexity Impact |
|---|------|-------|---------------|----------|-------------------|

Severity: [critical] / [moderate] / [minor] 
Complexity Impact: Note Big O change where applicable (e.g., O(n²) → O(n))

Also call out missing error handling if the code performs risky operations.

---

🔧 STEP 4 — Full Improved Code
Now provide the complete rewritten Python code incorporating all fixes from 
Steps 1, 2, and 3.
- Code must be clean, production‑ready, and fully commented.
- Ensure rewritten code is modular and testable.
- Do not omit any part of the code. No placeholders like “# same as before”.

---

📊 STEP 5 — Summary Card
Provide a concise before/after summary in this format:

| Area              | What Changed                        | Expected Impact        |
|-------------------|-------------------------------------|------------------------|
| Documentation     | ...                                 | ...                    |
| PEP8              | ...                                 | ...                    |
| Performance       | ...                                 | ...                    |
| Complexity        | Before: O(?) → After: O(?)          | ...                    |

---

Here is my Python code:

${paste_your_code_here}