{
  "$schema": "https://app.kilo.ai/agent-recommendations.json",
  "generated": "2026-04-05T20:00:00Z",
  "source": "APAW Evolution System Design",
  "description": "Adds pipeline-judge agent and evolution workflow to APAW",
  
  "new_files": [
    {
      "path": ".kilo/agents/pipeline-judge.md",
      "source": "pipeline-judge.md",
      "description": "Automated fitness evaluator — runs tests, measures tokens/time, produces fitness score"
    },
    {
      "path": ".kilo/workflows/evolution.md",
      "source": "evolution-workflow.md", 
      "description": "Continuous self-improvement loop for agent pipeline"
    },
    {
      "path": ".kilo/commands/evolve.md",
      "source": "evolve-command.md",
      "description": "/evolve command — trigger evolution cycle"
    }
  ],

  "capability_index_additions": {
    "agents": {
      "pipeline-judge": {
        "capabilities": [
          "test_execution",
          "fitness_scoring",
          "metric_collection",
          "bottleneck_detection"
        ],
        "receives": [
          "completed_workflow",
          "pipeline_logs"
        ],
        "produces": [
          "fitness_report",
          "bottleneck_analysis",
          "improvement_triggers"
        ],
        "forbidden": [
          "code_writing",
          "code_changes",
          "prompt_changes"
        ],
        "model": "ollama-cloud/nemotron-3-super",
        "mode": "subagent"
      }
    },
    "capability_routing": {
      "fitness_scoring": "pipeline-judge",
      "test_execution": "pipeline-judge",
      "bottleneck_detection": "pipeline-judge"
    },
    "iteration_loops": {
      "evolution": {
        "evaluator": "pipeline-judge",
        "optimizer": "prompt-optimizer",
        "max_iterations": 3,
        "convergence": "fitness_above_0.85"
      }
    },
    "evolution": {
      "enabled": true,
      "auto_trigger": true,
      "fitness_threshold": 0.70,
      "max_evolution_attempts": 3,
      "fitness_history": ".kilo/logs/fitness-history.jsonl",
      "budgets": {
        "feature": {"tokens": 50000, "time_s": 300},
        "bugfix": {"tokens": 20000, "time_s": 120},
        "refactor": {"tokens": 40000, "time_s": 240},
        "security": {"tokens": 30000, "time_s": 180}
      }
    }
  },

  "workflow_state_additions": {
    "evaluated": ["evolving", "completed"],
    "evolving": ["evaluated"]
  }
}