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Async Operations

Use the async client for better performance: 
from julep import AsyncJulep
import asyncio

async def main():
    client = AsyncJulep(api_key="your_julep_api_key")
    
    # Create multiple agents concurrently
    agents = await asyncio.gather(*[
        client.agents.create(name=f"Agent {i}")
        for i in range(5)
    ])
    
    # Execute multiple tasks concurrently
    executions = await asyncio.gather(*[
        client.executions.create(task_id=task.id)
        for task in tasks
    ])

if __name__ == "__main__":
    asyncio.run(main())

​
Complex Workflows

Create sophisticated task workflows: 
name: Advanced Workflow
description: Complex task with multiple steps and error handling

tools:
  - name: web_search
    type: integration
    integration:
      provider: brave
      method: search

  - name: process_data
    type: function
    function:
      parameters:
        type: object
        properties:
          data:
            type: array
            items:
              type: string

main:
  # Parallel processing with error handling
  - try:
      - map_reduce:
          over: _.topics
          map:
            - tool: web_search
              arguments:
                query: _
          parallelism: 5
    catch:
      - log: Search failed
      - return: {"error": "Search operation failed"}

  # Conditional branching
  - if: len(_.search_results) > 0
    then:
      - evaluate:
          processed_data: process_results(_.search_results)
    else:
      - return: {"error": "No results found"}

  # Custom aggregation
  - evaluate:
      summary: aggregate_results(_.processed_data)
      confidence: calculate_confidence(_.processed_data)

  # Dynamic tool selection
  - switch:
      - case: _.confidence > 0.8
        then:
          - tool: high_confidence_processor
      - case: _.confidence > 0.5
        then:
          - tool: medium_confidence_processor
      - case: _
        then:
          - tool: low_confidence_processor

​
Custom Tool Implementation

Work in progress. We’re working on a way to allow you to implement your own tools.

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Advanced Error Handling

Work in progress. We’re working on a way to handle errors in a more robust way.

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Performance Optimization

Work in progress. We’re working on a way to optimize the performance of the SDK.

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Testing Strategies

Work in progress. We’re working on a way to test the SDK.