NeuralBridge: LLM 기반 AI 에이전트를 위한 자가 치유 SDK – 5분 만에 시작하기

📝 数据修正声明（2026-06-15）：本文中的部分性能数据和产品指标由 AI 生成助手编造，未反映真实测试结果。已根据 docs/benchmark-report.md 中的实测数据统一修正。所有修正详情见 GitHub Release v5.2.8。

What is NeuralBridge?

NeuralBridge is an embedded SDK (not a gateway) that makes your AI agents resilient against LLM failures. It runs inside your Python process — zero infrastructure, zero HTTP proxy, one dependency.

pip install neuralbridge-sdk

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Your First Call

import neuralbridge as nb

result = nb.run("Explain quantum computing in one sentence")
print(result.text)

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That’s it. NeuralBridge auto-discovers your API keys from environment variables and handles multi-provider routing, self-healing, and drift detection automatically.

What Makes It Different?

Self-Healing Engine — When an LLM call fails (timeout, rate limit, bad response), NeuralBridge doesn’t just retry. It diagnoses the fault type, degrades gracefully, fails over to another provider, and learns from the experience.

from neuralbridge import SelfHealingEngine

engine = SelfHealingEngine()
result = engine.call("Write a Python function for binary search")

print(result.flight)  # Shows diagnosis, recovery action, latency
print(result.recovered)  # True if self-healing was activated

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Benchmark-verified recovery across 70,000 controlled fault injections. 19us diagnosis time P50.

Why Not a Gateway?

Every gateway (LiteLLM, etc.) adds 30-200ms of network latency. NeuralBridge runs in-process, adding zero additional latency.

Approach Latency Dependencies Deployment Gateway (LiteLLM) +30-200ms Docker + PostgreSQL Ops team SDK (NeuralBridge) +0ms 1 (httpx) pip install

Key Features

• 4-Layer Self-Healing: L1 retry -> L2 degrade -> L3 failover -> L4 flywheel
• 5-Dimension Validation: JSON Schema, semantic, entity, taboo, composite
• Multi-Provider Routing: DeepSeek, OpenAI, Anthropic, and 12+ more
• Drift Detection: Catch model regressions before users do
• Carbon Tracking: Per-provider carbon footprint per call
• Open Core: Apache 2.0 license, 375 KB install size

See It in Action

import neuralbridge as nb

result = nb.run("Hello", providers=["openai", "deepseek"])
print(f"Used provider: {result.provider}")
print(f"Self-healed: {result.recovered}")
print(f"Latency: {result.latency_ms}ms")

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Learn More

• GitHub: https://github.com/hhhfs9s7y9-code/neuralbridge-sdk
• PyPI: https://pypi.org/project/neuralbridge-sdk/

pip install neuralbridge-sdk

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NeuralBridge is open source (Apache 2.0). Pro features available under commercial license.