Skills Development Managing Multi-Environment LLM Configurations

Managing Multi-Environment LLM Configurations

v20260423
clade-multi-env-setup
Provides best practices for configuring Large Language Model (LLM) access, specifically for Anthropic Claude, across development, staging, and production environments. This guide details setting up separate API keys, selecting appropriate models (e.g., Haiku, Sonnet, Opus), and managing unique rate limits for robust, scalable, and secure LLM integration in enterprise systems.
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Overview

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

Environment Model Why
Development Haiku Fast iteration, cheap
Staging Sonnet Match prod quality
Production Sonnet (default) Balanced cost/quality
Production (complex) Opus Complex 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

Error Cause Solution
API Error Check error type and status code See 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.

Info
Category Development
Name clade-multi-env-setup
Version v20260423
Size 2.62KB
Updated At 2026-04-28
Language