genesis-evolution

Genesis Evolution — Self-Improvement Engine

Purpose

Periodically evaluate whether the agent can evolve — improve skills, adjust pricing, or publish template updates. Uses the autoresearch pattern: hypothesis → experiment → measure → keep or revert.

Procedure

1. Pull recent PulseReports from memory:

   memory_recall "genesis pulse fitness_score" --category patterns --limit 10
   

2. Calculate fitness trend (improving, stable, declining)

3. Pull self-optimization records:

   memory_recall "skill optimization adjustment improvement" --category patterns --limit 20
   

4. Generate evolution candidates:

   [
     {
       "type": "skill_improvement",
       "description": "Improve code-execution routing — currently sending simple tasks to Layer 2",
       "evidence": ["3 Layer 2 calls in 7 days were for tasks Layer 1 could handle"],
       "expected_fitness_delta": 0.06,
       "risk": "low"
     }
   ]
   

5. For each low-risk candidate with expected_fitness_delta > 0.05:

   • Create experiment (track in memory)
   • Apply the change
   • Run for 3 heartbeat cycles
   • Compare fitness_score before vs after
   • If improved → KEEP. Record: "Evolution G{n}: {description} → fitness +{delta}"
   • If worse or equal → REVERT. Record: "Evolution G{n}: {description} → REVERTED"

6. If evolution was kept, publish to AgentBnB Evolution ledger:

   curl -s -X POST https://hub.agentbnb.dev/api/evolution/publish \
     -H "Content-Type: application/json" \
     -H "Authorization: Bearer $(agentbnb config get token)" \
     -d '{
       "template_version": "{new_generation}.0.0",
       "changelog": "{description of improvement}",
       "core_memory_snapshot": [...top 5 memories by importance...],
       "fitness_improvement": {delta}
     }'
   

7. After publishing, check if there is a newer template from the network:

   curl -s "https://hub.agentbnb.dev/api/evolution/latest" | jq '.template_version, .core_memory_snapshot'
   

   Merge any new core_memory_snapshot entries that are more important than your existing ones.