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How to overcome the system compatibility issues arising from multi-model switching?

2025-08-21 517

Magic Platform's Multi-Model Unified Access Solution

Magic solves the problem of multi-model compatibility through standardized interface design:

  • Unified Configuration::
    1. Set 'LLM_API_TYPE=openai' in .env file (compatible with all OpenAI format API models)
    2. Support for various private deployment models via 'LLM_API_BASE=Interface Address'
  • thermal cutover mechanism::
    • Business Scenario: Configure different models for different business modules (e.g. GPT-4 for customer service dialog, Claude-3 for data analysis)
    • Failover: automatically switch to the standby model when the primary model is unavailable to ensure service continuity
  • Advanced Configuration::
    1. Modify config/model_router.json to implement smart routing based on query content
    2. Setting the model load balancing policy with parameters such as 'system_performance=80'

Practical advice: Enterprise users should first conduct model performance benchmarking to determine the optimal model configuration scheme for different business scenarios, and then realize optimal resource allocation through Magic's flexible routing mechanism.

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