GPT-5 Overview
GPT-5 is the latest large language model developed by OpenAI. It features significantly improved reasoning capabilities, long context handling, and native multimodal support.
Key Evolution Points
Improved Reasoning Capabilities
Math and logic problem accuracy:
- GPT-4: 87%
- GPT-5: 96%
Complex coding tasks:
- GPT-4: 72%
- GPT-5: 89%
Extended Context
Context window:
- GPT-4 Turbo: 128K tokens
- GPT-5: 500K tokens
→ Can process approximately 400 pages of a book at once
Native Multimodal
Image Understanding and Generation
from openai import OpenAI
client = OpenAI()
# Image analysis
response = client.chat.completions.create(
model="gpt-5",
messages=[
{
"role": "user",
"content": [
{"type": "text", "text": "Please analyze this image"},
{
"type": "image_url",
"image_url": {"url": "https://example.com/image.jpg"}
}
]
}
]
)
# Image generation
response = client.images.generate(
model="gpt-5",
prompt="Mount Fuji and cherry blossoms landscape, photorealistic style",
size="1024x1024"
)
Audio Support
# Speech to text
with open("audio.mp3", "rb") as audio_file:
response = client.audio.transcriptions.create(
model="gpt-5",
file=audio_file,
language="en"
)
# Text to speech
response = client.audio.speech.create(
model="gpt-5-tts",
voice="nova",
input="Hello, I am GPT-5."
)
Code Generation Evolution
Complex System Design
response = client.chat.completions.create(
model="gpt-5",
messages=[
{
"role": "system",
"content": "You are a senior software architect."
},
{
"role": "user",
"content": """
Design a microservices architecture for an e-commerce site.
Requirements:
- 1 million PV per day
- Payment processing
- Inventory management
- Real-time notifications
"""
}
]
)
Real-time Code Execution
response = client.chat.completions.create(
model="gpt-5",
messages=[
{"role": "user", "content": "Calculate the first 20 terms of the Fibonacci sequence"}
],
tools=[{"type": "code_interpreter"}]
)
# GPT-5 actually executes code and returns results
New API Features
Structured Output
from pydantic import BaseModel
class Product(BaseModel):
name: str
price: float
description: str
categories: list[str]
response = client.chat.completions.create(
model="gpt-5",
messages=[
{"role": "user", "content": "Generate product information for iPhone 15 Pro"}
],
response_format={"type": "json_object", "schema": Product.model_json_schema()}
)
Improved Tool Usage
tools = [
{
"type": "function",
"function": {
"name": "search_database",
"description": "Search the database",
"parameters": {
"type": "object",
"properties": {
"query": {"type": "string"},
"limit": {"type": "integer"}
}
}
}
}
]
# GPT-5 appropriately combines multiple tools
response = client.chat.completions.create(
model="gpt-5",
messages=[{"role": "user", "content": "Look up the top 10 recent sales"}],
tools=tools
)
Pricing Structure
| Model | Input (1M tokens) | Output (1M tokens) |
|---|---|---|
| GPT-4 Turbo | $10 | $30 |
| GPT-5 | $15 | $45 |
| GPT-5 Mini | $5 | $15 |
Safety and Alignment
- Enhanced content filtering
- Improved hallucination detection
- Increased transparency (reasoning process explanation)
Summary
GPT-5 represents significant advances in reasoning capabilities, multimodal support, and long text processing. Particularly in code generation and complex problem solving, practical utility has greatly improved.
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