LLM-GP Code Breeding Lab

• Research substrate only; no unrestricted autonomous execution.
• Generated or submitted code is represented as inert metadata and is never executed on the host.
• Outbound network posture is default-deny until a scoped, short-lived operator grant exists.
• No blind imports, hidden tool execution, or automatic self-modification of production code.
• No claim of AGI, consciousness, sentience, artificial life, biological agency, or proven teleodynamic intelligence.
• Every advanced capability is bounded, reversible, auditable, and requires human review before protected mutation.

{
  "boundaries": [
    "Research substrate only; no unrestricted autonomous execution.",
    "Generated or submitted code is represented as inert metadata and is never executed on the host.",
    "Outbound network posture is default-deny until a scoped, short-lived operator grant exists.",
    "No blind imports, hidden tool execution, or automatic self-modification of production code.",
    "No claim of AGI, consciousness, sentience, artificial life, biological agency, or proven teleodynamic intelligence.",
    "Every advanced capability is bounded, reversible, auditable, and requires human review before protected mutation."
  ],
  "candidateComparison": [
    {
      "decision": "accepted",
      "strainId": "strain-baseline-sorter",
      "utility": 0.64
    },
    {
      "decision": "accepted",
      "strainId": "strain-mutated-ranker",
      "utility": 0.71
    },
    {
      "decision": "rejected",
      "strainId": "strain-network-fetcher",
      "utility": 0.0
    }
  ],
  "capabilityState": "simulated",
  "demoEvaluator": "deterministic-metadata-only",
  "generatedAt": "2026-06-03T00:00:00Z",
  "lineageValid": true,
  "noHostExecution": true,
  "ok": true,
  "population": [
    {
      "crossoverStrategy": "none",
      "decision": "accepted",
      "fitnessMetrics": {
        "determinism": 1.0,
        "safety": 0.96,
        "utility": 0.64
      },
      "governancePacketRef": "gov-code-breeding-no-host-exec",
      "lineageSummary": "Root inert metadata strain.",
      "mutationStrategy": "none",
      "parentStrainIds": [],
      "rawExecutableContentExposed": false,
      "rejectionReason": "",
      "sandboxEvaluationStatus": "mocked-pass",
      "staticValidationStatus": "passed",
      "strainId": "strain-baseline-sorter",
      "targetProblem": "fixture-token-ranking",
      "validationEvidence": [
        "static-metadata-fixture",
        "no-host-execution"
      ]
    },
    {
      "crossoverStrategy": "none",
      "decision": "accepted",
      "fitnessMetrics": {
        "determinism": 1.0,
        "safety": 0.93,
        "utility": 0.71
      },
      "governancePacketRef": "gov-code-breeding-no-host-exec",
      "lineageSummary": "Child strain improves fixture utility without exposing code.",
      "mutationStrategy": "prompt-level parameter rename",
      "parentStrainIds": [
        "strain-baseline-sorter"
      ],
      "rawExecutableContentExposed": false,
      "rejectionReason": "",
      "sandboxEvaluationStatus": "mocked-pass",
      "staticValidationStatus": "passed",
      "strainId": "strain-mutated-ranker",
      "targetProblem": "fixture-token-ranking",
      "validationEvidence": [
        "lineage-parent-present",
        "public-payload-redacted"
      ]
    },
    {
      "crossoverStrategy": "unsafe IO expansion",
      "decision": "rejected",
      "fitnessMetrics": {
        "determinism": 0.2,
        "safety": 0.12,
        "utility": 0.0
      },
      "governancePacketRef": "gov-code-breeding-no-host-exec",
      "lineageSummary": "Rejected unsafe mutation example.",
      "mutationStrategy": "adds remote fetch behavior",
      "parentStrainIds": [
        "strain-baseline-sorter"
      ],
      "rawExecutableContentExposed": false,
      "rejectionReason": "Network access and executable behavior are blocked in production public payloads.",
      "sandboxEvaluationStatus": "not-run",
      "staticValidationStatus": "failed",
      "strainId": "strain-network-fetcher",
      "targetProblem": "fixture-token-ranking",
      "validationEvidence": []
    }
  ],
  "publicSafety": {
    
...