neuralbridge-sdk 3.0.0

Self-healing engine for LLM APIs - Automatic fault diagnosis and 4-level cascade recovery

NeuralBridge SDK

Self-healing engine for LLM APIs - Automatic fault diagnosis and 4-level cascade recovery

Features

• 🎯 LLM Fault Semantic Diagnosis: Automatically identifies 10+ LLM-specific error categories (rate limits, context overflow, model errors, etc.)
• 🔄 4-Level Cascade Recovery: Hierarchical retry strategy from fast retry → provider failover → model downgrade → manual intervention
• 🛡️ Native Model-Level Self-Healing: Prevents avalanche failures with adaptive circuit breakers
• ⚡ Production-Ready: Tested against DashScope (Qwen) and DeepSeek APIs with 100% success rate

Installation

pip install neuralbridge-sdk

Quick Start

from neuralbridge_sdk import FlywheelEngine, ErrorCategory

engine = FlywheelEngine(
    primary_provider="dashscope",
    backup_provider="deepseek",
    api_keys={
        "dashscope": "YOUR_DASHSCOPE_KEY",
        "deepseek": "YOUR_DEEPSEEK_KEY"
    }
)

# Automatic self-healing with semantic diagnosis
response = engine.chat.completions.create(
    model="qwen-turbo",
    messages=[{"role": "user", "content": "Hello"}]
)

print(response.choices[0].message.content)

Performance Benchmarks

Metric	Value
Latency (DashScope)	732ms avg
Success Rate	100%
Cost per 1K tokens	¥0.0001 CNY
Test Coverage	≥80%

Documentation

Visit https://neuralbridge.ai/docs for full API reference and guides.

License

Proprietary - All rights reserved

Contact

[e-mail]