技能 编程开发 多环境LLM API配置管理

多环境LLM API配置管理

v20260423
clade-multi-env-setup
本指南提供了一套完整的LLM(如Anthropic Claude)多环境(开发、预发布、生产)配置的最佳实践。它指导用户如何为不同环境配置独立的API密钥、选择匹配环境需求的模型(如Haiku、Sonnet、Opus),并管理不同等级的资源限制,确保LLM应用在不同生命周期阶段的稳定性和安全性。
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概览

Anthropic Multi-Environment Setup

Overview

Use different API keys, models, and limits across dev/staging/prod.

Environment Configuration

// config/anthropic.ts
interface AnthropicConfig {
  apiKey: string;
  model: string;
  maxTokens: number;
  maxRetries: number;
}

const configs: Record<string, AnthropicConfig> = {
  development: {
    apiKey: process.env.ANTHROPIC_API_KEY!,
    model: 'claude-haiku-4-5-20251001', // Cheap for dev
    maxTokens: 256,
    maxRetries: 1,
  },
  staging: {
    apiKey: process.env.ANTHROPIC_API_KEY!,
    model: 'claude-sonnet-4-20250514',
    maxTokens: 1024,
    maxRetries: 2,
  },
  production: {
    apiKey: process.env.ANTHROPIC_API_KEY!,
    model: 'claude-sonnet-4-20250514',
    maxTokens: 4096,
    maxRetries: 3,
  },
};

export const config = configs[process.env.NODE_ENV || 'development'];

Separate API Keys Per Environment

Use different Anthropic API keys for each environment:

  • Dev key: Low tier, spending alerts at $10
  • Staging key: Medium tier, spending alerts at $50
  • Prod key: Highest tier, spending alerts at usage baseline + 50%
# .env.development
ANTHROPIC_API_KEY=sk-ant-dev-...

# .env.staging
ANTHROPIC_API_KEY=sk-ant-staging-...

# .env.production
ANTHROPIC_API_KEY=sk-ant-prod-...

Model Selection Strategy

EnvironmentModelWhy
DevelopmentHaikuFast iteration, cheap
StagingSonnetMatch prod quality
ProductionSonnet (default)Balanced cost/quality
Production (complex)OpusComplex reasoning tasks

Output

  • Environment-specific Anthropic configuration (model, maxTokens, maxRetries)
  • Separate API keys per environment with appropriate tier limits
  • Spending alerts configured per environment
  • Dev using Haiku (cheap), staging matching prod (Sonnet), prod using Sonnet/Opus

Error Handling

ErrorCauseSolution
API ErrorCheck error type and status codeSee clade-common-errors

Examples

See Environment Configuration TypeScript pattern, API key separation strategy, and Model Selection Strategy table above.

Resources

Next Steps

See clade-observability for monitoring across environments.

Prerequisites

  • Completed clade-install-auth
  • Multiple environments (dev/staging/prod) configured
  • Separate Anthropic API keys created per environment

Instructions

Step 1: Review the patterns below

Each section contains production-ready code examples. Copy and adapt them to your use case.

Step 2: Apply to your codebase

Integrate the patterns that match your requirements. Test each change individually.

Step 3: Verify

Run your test suite to confirm the integration works correctly.

信息
分类 编程开发
名称 clade-multi-env-setup
版本 v20260423
大小 2.62KB
更新时间 2026-04-28
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