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Overview

Direct is a simplified interface for LLM interactions without the overhead of agents. It provides fast, direct communication with language models for scenarios where you don’t need memory management or tool orchestration.

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Key Features

  • High Performance: Eliminates agent overhead for maximum speed
  • Structured Outputs: Built-in support for Pydantic models
  • Document Processing: Native support for PDFs and images
  • Fluent Interface: Easy configuration switching
  • Async Support: Full async/await support
  • Simple API: Minimal configuration required

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Example

from upsonic import Direct, Task
from pydantic import BaseModel

# Create Direct instance
direct = Direct(model="openai/gpt-4o")

# Define structured output
class Response(BaseModel):
    answer: str
    confidence: float

# Create and execute task
task = Task(
    description="What is 2 + 2? Provide confidence.",
    response_format=Response
)

result = direct.do(task)
print(f"Answer: {result.answer}")
print(f"Confidence: {result.confidence}")