Model Optimization Kit

Reduce cost and latency with prompt caching, token compression, batching, and parameter tuning.

Optimizations

Prompt caching

Token compression

Batch requests (async)

Max tokens2000

Temperature0.7

Configure optimizations and click "Calculate Savings"

Integration Code

import { createOptimizer } from 'agent-tools-kit/model-abstraction'

const optimizer = createOptimizer({
  promptCaching: true,
  tokenCompression: true,
  batchRequests: false,
  defaults: { maxTokens: 2000, temperature: 0.7 },
})

agent.use(optimizer.middleware())

// Monitor savings
optimizer.on('report', (stats) => {
  console.log('Tokens saved:', stats.tokensSaved)
  console.log('Cost saved:', stats.costSaved)
  console.log('Cache hit rate:', stats.cacheHitRate)
})