Adaptive Policies Kit

import { createAdaptivePolicies } from 'agent-tools-kit/autonomy'

const policies = createAdaptivePolicies({
  domain: 'tool-selection',
  adaptationSpeed: 'moderate',
  requireApproval: false,
  rollbackOnFailure: true,
})

// Monitor policy effectiveness
policies.on('metrics', (metrics) => {
  console.log('Effectiveness:', metrics.effectiveness)
})

// Auto-adapt when effectiveness drops
policies.on('adaptation-needed', async (policy) => {
  const adjustment = await policies.proposeAdjustment(policy)
  await policies.apply(adjustment)
  console.log(`Policy ${policy.id} updated to v${adjustment.version}`)
})

// Start the adaptation loop
await policies.start()