SELF-EVOLVING AI INFRASTRUCTURE

AI agents that
evolve themselves.

Population-based evolution finds the optimal strategyfor any task. No manual tuning. Constitutional safety built in.

Open dashboard View API
python
from src.sdk import HyperClient

async with HyperClient() as hyper:
  result = await hyper.chat("커머스 전략 짜줘")
  await hyper.evolve()
  top = await hyper.top_performers(5)

How it works

01

Population competes

Multiple agent genomes compete on every task. The best response wins. Fitness is tracked across 4 axes.

02

Evolution selects

Top performers survive. Crossover + adaptive mutation creates the next generation. Bad strategies die out.

03

Constitution guards

P0-P4 safety rules are immutable genes. Evolution improves ability, never compromises identity.

Architecture

Task → Router → Population (K=5 compete) → Execution → Evaluation
                                                                  ↓
   SharedMemory ← PatternLibrary ← ExperienceBuffer ← Fitness Update
                                                                  ↓
                                                         Evolution Engine
                                                    (Crossover + Mutation + Selection)
                                                                  ↓
                                                    Governance (Stable / Experiment / Sandbox)

40 API Endpoints

Every engine feature accessible via REST API

Tasks

  • POST /v1/tasks
  • GET /v1/tasks/{id}
  • POST /v1/chat/completions

Genome

  • GET /v1/genome
  • POST /v1/genome/{id}/mutate
  • POST /v1/genome/{id}/rollback

Population

  • GET /v1/population/stats
  • GET /v1/population/top
  • POST /v1/population/transfer

Evolution

  • GET /v1/evolution/status
  • POST /v1/evolution/trigger

Governance

  • POST /v1/governance/promote/{id}
  • POST /v1/governance/freeze/{id}
  • POST /v1/governance/kill-switch

Tools

  • GET /v1/tools
  • GET /v1/tools/stats

Observability

  • GET /v1/trace/recent
  • GET /v1/trace/metrics
  • GET /v1/trace/performance

Memory & Constitution

  • GET /v1/memory/patterns
  • GET /v1/memory/warm-start/{sig}
  • POST /v1/constitution/check-input
Full API documentation →