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ai.matey.patterns

v0.2.1

Published

Production integration patterns for AI Matey - complexity routing, parallel aggregation, failover, cost optimization, batch processing

Readme

ai.matey.patterns

Production integration patterns for the ai.matey Universal AI Adapter System — the validated patterns from the pattern library, packaged as importable utilities.

npm install ai.matey.patterns

Patterns

| Utility | Purpose | |---|---| | createComplexityRouter() | Route by query complexity: cheap models for simple queries, capable models for hard ones | | createParallelAggregator() | Query several providers at once; fastest-wins, all-results, or a custom judge | | createFailoverMiddleware() | Bridge-level failover to fallback adapters (Router users: prefer built-in fallback chains) | | createCostOptimizer() | Cost-optimized routing plus a sliding-window budget ceiling | | createBatchProcessor() | Bounded-concurrency queue with token-bucket rate limiting and retries |

Quick start

import { createComplexityRouter, createBatchProcessor } from 'ai.matey.patterns';
import { Bridge } from 'ai.matey.core';
import { OpenAIFrontendAdapter } from 'ai.matey.frontend';
import { OpenAIBackendAdapter, AnthropicBackendAdapter } from 'ai.matey.backend';

const router = createComplexityRouter({
  tiers: [
    { backend: 'fast', maxComplexity: 40 },
    { backend: 'powerful', maxComplexity: 100 },
  ],
  backends: {
    fast: new OpenAIBackendAdapter({ apiKey: process.env.OPENAI_API_KEY }),
    powerful: new AnthropicBackendAdapter({ apiKey: process.env.ANTHROPIC_API_KEY }),
  },
});

const bridge = new Bridge(new OpenAIFrontendAdapter(), router);

const processor = createBatchProcessor({
  execute: (request) => bridge.chat(request),
  concurrency: 5,
  requestsPerSecond: 10,
});

See the pattern guide for the full write-ups, benchmarks, and trade-offs behind each pattern.

License

MIT