Agent Evolution Kit

Evolve agent capabilities, tools, and strategies through iterative improvement.

0/5 complete

Configuration

Evolution Progress

Generations

12

Fitness

0.91

Mutations

48

Evaluate baselineScore current agent: 0.85 fitness600ms
Generate mutationsCreate 48 tool + strategy variants1200ms
Benchmark variantsTest against evaluation suite1800ms
Select top performersKeep best 10 candidates400ms
Promote championNew fitness: 0.91 (+7%)300ms

Integration Code

import { createAgentEvolution } from 'agent-tools-kit/evolution'

const evolution = createAgentEvolution({ type: 'incremental' })
await evolution.evolve(agent, { generations: 20 })