{
  "schema_version": "1.0",
  "id": "research_ecosystem",
  "name": "Adaptive Research Ecosystem",
  "description": "A compact research world where generic agents study, build tools, review evidence, allocate funding, curate knowledge, and compete for attention.",
  "simulation": {
    "steps": 70,
    "seed": 13,
    "scheduler": "sequential",
    "activation": "sequential",
    "collect_history": true,
    "metadata": {
      "example": true,
      "domain": "research"
    }
  },
  "space": {
    "dimensions": 2,
    "bounds": [
      [
        0,
        12
      ],
      [
        0,
        12
      ]
    ],
    "toroidal": false,
    "enforce_bounds": true,
    "metadata": {
      "layout": "small_research_campus"
    }
  },
  "agents": [
    {
      "id": "scientist_1",
      "type": "scientist",
      "position": [
        2.0,
        3.0
      ],
      "state": {
        "energy": 10,
        "credits": 6,
        "knowledge": 2,
        "evidence_signal": 0.64,
        "reputation": 1.0,
        "inventory": {
          "notes": 3,
          "datasets": 2,
          "drafts": 1
        }
      },
      "memory": {
        "goals": [
          {
            "id": "discover_pattern",
            "description": "Find a useful pattern in the available evidence.",
            "importance": 3,
            "score": 3.0,
            "duration": 2
          },
          {
            "id": "publish_result",
            "description": "Turn validated findings into a public research output.",
            "importance": 3,
            "score": 2.8,
            "duration": 3
          },
          {
            "id": "collaborate_with_engineer",
            "description": "Coordinate with tool builders to improve research throughput.",
            "importance": 2,
            "score": 2.2,
            "duration": 2
          }
        ],
        "known_options": {
          "open_collaboration": {
            "score": 1.1,
            "knowledge": 0.8,
            "reputation": 0.5
          },
          "careful_replication": {
            "score": 1.0,
            "confidence": 0.9
          },
          "fast_publication": {
            "score": 0.7,
            "attention": 0.8
          }
        },
        "relationships": {}
      },
      "goals": [
        {
          "id": "discover_pattern",
          "importance": 3,
          "score": 3.0
        },
        {
          "id": "publish_result",
          "importance": 3,
          "score": 2.8
        },
        {
          "id": "collaborate_with_engineer",
          "importance": 2,
          "score": 2.2
        }
      ],
      "behaviors": [
        {
          "name": "remember",
          "params": {
            "category": "research_context",
            "content": {
              "note": "The scientist tracks evidence, reputation, drafts, and collaboration opportunities."
            },
            "tags": [
              "research",
              "initial"
            ]
          }
        },
        {
          "name": "prioritize",
          "params": {
            "source_path": "memory.goals",
            "item_attribute_weights": {
              "importance": 1.0,
              "score": 1.0
            }
          }
        },
        {
          "name": "choose_goal",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "current_goal_path": "state.current_goal"
          }
        },
        {
          "name": "study",
          "params": {
            "knowledge_key": "knowledge",
            "knowledge_gain": 1.0,
            "energy_cost": 1.0
          }
        },
        {
          "name": "learn",
          "params": {
            "knowledge_key": "knowledge",
            "learning_rate": 0.5,
            "source_path": "memory.latest_research_belief"
          }
        },
        {
          "name": "publish",
          "params": {
            "knowledge_key": "knowledge",
            "threshold": 4.0,
            "reputation_key": "reputation",
            "reputation_gain": 1.0
          }
        },
        {
          "name": "evaluate",
          "params": {
            "category": "research_strategy",
            "candidate_options": [
              "open_collaboration",
              "careful_replication",
              "fast_publication"
            ],
            "known_options_path": "memory.known_options",
            "adoption_threshold": 0.8,
            "write_decision_path": "memory.latest_strategy_decision"
          }
        },
        {
          "name": "adopt",
          "params": {
            "option_id": "open_collaboration",
            "category": "research_strategy",
            "adoption_strength": 0.35,
            "state_updates_on_adopt": {
              "research_style": "open_collaboration"
            }
          }
        },
        {
          "name": "communicate",
          "params": {
            "message": "research_update",
            "target_agent_id": "engineer_1",
            "max_recipients": 1
          }
        },
        {
          "name": "cooperate",
          "params": {
            "target_agent_id": "engineer_1",
            "goal": "discover_pattern",
            "effort": 1.0
          }
        },
        {
          "name": "share",
          "params": {
            "target_agent_id": "curator_1",
            "content_path": "state.knowledge",
            "share_key": "knowledge_share",
            "relationship_delta": 0.1
          }
        },
        {
          "name": "update_belief",
          "params": {
            "belief_id": "hypothesis_is_promising",
            "proposition": "The current evidence supports a promising hypothesis.",
            "evidence_path": "state.evidence_signal",
            "learning_rate": 0.25,
            "write_belief_path": "memory.latest_research_belief"
          }
        }
      ],
      "policy": {
        "type": "rule_policy",
        "params": {
          "selection_strategy": "highest_score",
          "rules": [
            {
              "id": "scientist_choose_goal",
              "behavior_name": "choose_goal",
              "score_delta": 5.0,
              "priority_delta": 2.0
            },
            {
              "id": "scientist_prioritize",
              "behavior_name": "prioritize",
              "score_delta": 4.0,
              "priority_delta": 1.0
            },
            {
              "id": "scientist_study",
              "behavior_name": "study",
              "conditions": {
                "state.energy": {
                  "min": 1
                }
              },
              "score_delta": 3.5
            },
            {
              "id": "scientist_publish",
              "behavior_name": "publish",
              "conditions": {
                "state.knowledge": {
                  "min": 4
                }
              },
              "score_delta": 3.2
            },
            {
              "id": "scientist_communicate",
              "behavior_name": "communicate",
              "score_delta": 2.0
            },
            {
              "id": "scientist_cooperate",
              "behavior_name": "cooperate",
              "score_delta": 1.8
            },
            {
              "id": "scientist_share",
              "behavior_name": "share",
              "score_delta": 1.5
            },
            {
              "id": "scientist_evaluate",
              "behavior_name": "evaluate",
              "score_delta": 1.0
            },
            {
              "id": "scientist_update_belief",
              "behavior_name": "update_belief",
              "score_delta": 0.8
            },
            {
              "id": "scientist_learn",
              "behavior_name": "learn",
              "score_delta": 0.5
            },
            {
              "id": "scientist_remember",
              "behavior_name": "remember",
              "score_delta": 0.2
            },
            {
              "id": "scientist_adopt",
              "behavior_name": "adopt",
              "score_delta": 0.1
            }
          ]
        }
      },
      "alive": true,
      "metadata": {
        "role": "discovery",
        "example_note": "Primary knowledge-producing agent."
      }
    },
    {
      "id": "engineer_1",
      "type": "engineer",
      "position": [
        4.5,
        3.5
      ],
      "state": {
        "energy": 9,
        "credits": 5,
        "knowledge": 1,
        "tool_quality_signal": 0.7,
        "compute_access": 3,
        "inventory": {
          "components": 5,
          "compute_tokens": 4,
          "tools": 2
        }
      },
      "memory": {
        "goals": [
          {
            "id": "build_research_tool",
            "description": "Build infrastructure that improves research throughput.",
            "importance": 3,
            "score": 3.0,
            "duration": 3
          },
          {
            "id": "support_scientist",
            "description": "Help the scientist convert ideas into reproducible results.",
            "importance": 2,
            "score": 2.5,
            "duration": 2
          }
        ],
        "known_options": {
          "shared_tooling": {
            "score": 1.2,
            "capacity": 0.9
          },
          "compute_pipeline": {
            "score": 1.0,
            "throughput": 0.8
          }
        },
        "structures": {},
        "relationships": {}
      },
      "goals": [
        {
          "id": "build_research_tool",
          "importance": 3,
          "score": 3.0
        },
        {
          "id": "support_scientist",
          "importance": 2,
          "score": 2.5
        }
      ],
      "behaviors": [
        {
          "name": "remember",
          "params": {
            "category": "engineering_context",
            "content": {
              "note": "The engineer tracks compute access, components, and shared tooling."
            },
            "tags": [
              "engineering",
              "tools"
            ]
          }
        },
        {
          "name": "prioritize",
          "params": {
            "source_path": "memory.goals"
          }
        },
        {
          "name": "choose_goal",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "current_goal_path": "state.current_goal"
          }
        },
        {
          "name": "build",
          "params": {
            "structure_id": "analysis_pipeline",
            "structure_type": "research_tooling",
            "material_cost": {
              "components": 1.0,
              "compute_tokens": 1.0
            },
            "work_required": 6.0,
            "work_amount": 1.0,
            "initial_capacity": 4.0,
            "initial_durability": 8.0
          }
        },
        {
          "name": "repair",
          "params": {
            "structure_id": "analysis_pipeline",
            "repair_amount": 1.0,
            "material_cost": {
              "components": 1.0
            }
          }
        },
        {
          "name": "expand",
          "params": {
            "structure_id": "analysis_pipeline",
            "dimension_key": "capacity",
            "expansion_amount": 1.0,
            "work_required": 4.0,
            "work_amount": 1.0,
            "material_cost": {
              "compute_tokens": 1.0
            }
          }
        },
        {
          "name": "evaluate",
          "params": {
            "category": "tooling_strategy",
            "candidate_options": [
              "shared_tooling",
              "compute_pipeline"
            ],
            "known_options_path": "memory.known_options",
            "adoption_threshold": 0.8
          }
        },
        {
          "name": "adopt",
          "params": {
            "option_id": "shared_tooling",
            "category": "tooling_strategy",
            "adoption_strength": 0.3,
            "state_updates_on_adopt": {
              "tooling_style": "shared_tooling"
            }
          }
        },
        {
          "name": "communicate",
          "params": {
            "message": "tooling_status_update",
            "target_agent_id": "scientist_1",
            "max_recipients": 1
          }
        },
        {
          "name": "cooperate",
          "params": {
            "target_agent_id": "scientist_1",
            "goal": "build_research_tool",
            "effort": 1.0
          }
        },
        {
          "name": "update_belief",
          "params": {
            "belief_id": "tooling_improves_discovery",
            "proposition": "Better tools improve research output.",
            "evidence_path": "state.tool_quality_signal",
            "learning_rate": 0.25,
            "write_belief_path": "memory.latest_tooling_belief"
          }
        }
      ],
      "policy": {
        "type": "rule_policy",
        "params": {
          "selection_strategy": "highest_score",
          "rules": [
            {
              "behavior_name": "choose_goal",
              "score_delta": 5.0
            },
            {
              "behavior_name": "prioritize",
              "score_delta": 4.0
            },
            {
              "behavior_name": "build",
              "conditions": {
                "state.inventory.components": {
                  "min": 1
                }
              },
              "score_delta": 3.6
            },
            {
              "behavior_name": "expand",
              "conditions": {
                "state.inventory.compute_tokens": {
                  "min": 1
                }
              },
              "score_delta": 2.4
            },
            {
              "behavior_name": "repair",
              "conditions": {
                "state.inventory.components": {
                  "min": 1
                }
              },
              "score_delta": 2.0
            },
            {
              "behavior_name": "communicate",
              "score_delta": 1.8
            },
            {
              "behavior_name": "cooperate",
              "score_delta": 1.5
            },
            {
              "behavior_name": "evaluate",
              "score_delta": 1.0
            },
            {
              "behavior_name": "update_belief",
              "score_delta": 0.8
            },
            {
              "behavior_name": "remember",
              "score_delta": 0.2
            },
            {
              "behavior_name": "adopt",
              "score_delta": 0.1
            }
          ]
        }
      },
      "alive": true,
      "metadata": {
        "role": "tooling_and_infrastructure"
      }
    },
    {
      "id": "reviewer_1",
      "type": "reviewer",
      "position": [
        7.5,
        4.0
      ],
      "state": {
        "energy": 8,
        "credits": 4,
        "knowledge": 2,
        "quality_signal": 0.72,
        "authority": 2,
        "inventory": {
          "review_slots": 3,
          "guidelines": 2
        }
      },
      "memory": {
        "goals": [
          {
            "id": "validate_findings",
            "description": "Check whether research claims are reliable.",
            "importance": 3,
            "score": 3.0,
            "duration": 2
          },
          {
            "id": "improve_quality",
            "description": "Use review feedback to increase ecosystem reliability.",
            "importance": 2,
            "score": 2.4,
            "duration": 2
          }
        ],
        "known_options": {
          "open_review": {
            "score": 1.1,
            "trust": 0.8
          },
          "strict_review": {
            "score": 1.0,
            "quality": 0.9
          }
        },
        "relationships": {}
      },
      "goals": [
        {
          "id": "validate_findings",
          "importance": 3,
          "score": 3.0
        },
        {
          "id": "improve_quality",
          "importance": 2,
          "score": 2.4
        }
      ],
      "behaviors": [
        {
          "name": "remember",
          "params": {
            "category": "review_context",
            "content": {
              "note": "The reviewer tracks quality, confidence, and reliability."
            },
            "tags": [
              "review",
              "quality"
            ]
          }
        },
        {
          "name": "prioritize",
          "params": {
            "source_path": "memory.goals"
          }
        },
        {
          "name": "choose_goal",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "current_goal_path": "state.current_goal"
          }
        },
        {
          "name": "evaluate",
          "params": {
            "category": "review_strategy",
            "candidate_options": [
              "open_review",
              "strict_review"
            ],
            "known_options_path": "memory.known_options",
            "adoption_threshold": 0.8
          }
        },
        {
          "name": "approve",
          "params": {
            "target_agent_id": "scientist_1",
            "requested_action": "publish_result",
            "approval_status": "approved",
            "approval_constraints": {
              "state.knowledge": {
                "min": 2
              }
            },
            "state_updates_on_approval": {
              "review_status": "approved"
            },
            "authority_key": "authority",
            "required_authority": 1.0
          }
        },
        {
          "name": "regulate",
          "params": {
            "regulation_id": "reproducibility_norm",
            "regulation_type": "research_quality_rule",
            "target_types": [
              "scientist",
              "engineer"
            ],
            "constraints": {
              "state.knowledge": {
                "min": 0
              }
            },
            "penalties": {
              "credits": 0.5
            },
            "authority_key": "authority",
            "required_authority": 1.0
          }
        },
        {
          "name": "communicate",
          "params": {
            "message": "review_feedback",
            "target_agent_id": "scientist_1",
            "max_recipients": 1
          }
        },
        {
          "name": "recommend",
          "params": {
            "target_agent_id": "curator_1",
            "recommendation": "archive_validated_findings",
            "confidence": 0.75
          }
        },
        {
          "name": "update_belief",
          "params": {
            "belief_id": "research_quality_is_high",
            "proposition": "The current research output meets quality expectations.",
            "evidence_path": "state.quality_signal",
            "learning_rate": 0.25,
            "write_belief_path": "memory.latest_quality_belief"
          }
        }
      ],
      "policy": {
        "type": "rule_policy",
        "params": {
          "selection_strategy": "highest_score",
          "rules": [
            {
              "behavior_name": "choose_goal",
              "score_delta": 5.0
            },
            {
              "behavior_name": "prioritize",
              "score_delta": 4.0
            },
            {
              "behavior_name": "approve",
              "conditions": {
                "state.authority": {
                  "min": 1
                }
              },
              "score_delta": 3.2
            },
            {
              "behavior_name": "regulate",
              "conditions": {
                "state.authority": {
                  "min": 1
                }
              },
              "score_delta": 2.6
            },
            {
              "behavior_name": "communicate",
              "score_delta": 2.0
            },
            {
              "behavior_name": "recommend",
              "score_delta": 1.8
            },
            {
              "behavior_name": "evaluate",
              "score_delta": 1.2
            },
            {
              "behavior_name": "update_belief",
              "score_delta": 0.9
            },
            {
              "behavior_name": "remember",
              "score_delta": 0.2
            }
          ]
        }
      },
      "alive": true,
      "metadata": {
        "role": "peer_review_and_quality"
      }
    },
    {
      "id": "curator_1",
      "type": "curator",
      "position": [
        9.5,
        8.0
      ],
      "state": {
        "energy": 8,
        "credits": 4,
        "knowledge": 2,
        "archive_signal": 0.68,
        "inventory": {
          "records": 4,
          "index_cards": 5
        }
      },
      "memory": {
        "goals": [
          {
            "id": "preserve_findings",
            "description": "Store research outputs so other agents can reuse them.",
            "importance": 3,
            "score": 2.8,
            "duration": 2
          },
          {
            "id": "increase_access",
            "description": "Make useful knowledge easier to find.",
            "importance": 2,
            "score": 2.3,
            "duration": 2
          }
        ],
        "known_options": {
          "open_archive": {
            "score": 1.2,
            "knowledge": 0.9
          },
          "curated_index": {
            "score": 1.0,
            "access": 0.8
          }
        },
        "relationships": {}
      },
      "goals": [
        {
          "id": "preserve_findings",
          "importance": 3,
          "score": 2.8
        },
        {
          "id": "increase_access",
          "importance": 2,
          "score": 2.3
        }
      ],
      "behaviors": [
        {
          "name": "remember",
          "params": {
            "category": "archive_context",
            "content": {
              "note": "The curator preserves validated findings and tracks archive health."
            },
            "tags": [
              "archive",
              "knowledge"
            ]
          }
        },
        {
          "name": "prioritize",
          "params": {
            "source_path": "memory.goals"
          }
        },
        {
          "name": "choose_goal",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "current_goal_path": "state.current_goal"
          }
        },
        {
          "name": "collect",
          "params": {}
        },
        {
          "name": "share",
          "params": {
            "target_agent_id": "scientist_1",
            "content_path": "memory.latest_archive_belief",
            "share_key": "archive_signal_share",
            "relationship_delta": 0.1
          }
        },
        {
          "name": "recommend",
          "params": {
            "target_agent_id": "funding_agent_1",
            "recommendation": "fund_reproducible_outputs",
            "confidence": 0.7
          }
        },
        {
          "name": "evaluate",
          "params": {
            "category": "archive_strategy",
            "candidate_options": [
              "open_archive",
              "curated_index"
            ],
            "known_options_path": "memory.known_options",
            "adoption_threshold": 0.8
          }
        },
        {
          "name": "adopt",
          "params": {
            "option_id": "open_archive",
            "category": "archive_strategy",
            "adoption_strength": 0.3,
            "state_updates_on_adopt": {
              "archive_style": "open_archive"
            }
          }
        },
        {
          "name": "update_belief",
          "params": {
            "belief_id": "archive_is_useful",
            "proposition": "The archive is useful to the research ecosystem.",
            "evidence_path": "state.archive_signal",
            "learning_rate": 0.25,
            "write_belief_path": "memory.latest_archive_belief"
          }
        }
      ],
      "policy": {
        "type": "rule_policy",
        "params": {
          "selection_strategy": "highest_score",
          "rules": [
            {
              "behavior_name": "choose_goal",
              "score_delta": 5.0
            },
            {
              "behavior_name": "prioritize",
              "score_delta": 4.0
            },
            {
              "behavior_name": "collect",
              "score_delta": 2.8
            },
            {
              "behavior_name": "share",
              "score_delta": 2.2
            },
            {
              "behavior_name": "recommend",
              "score_delta": 1.8
            },
            {
              "behavior_name": "evaluate",
              "score_delta": 1.3
            },
            {
              "behavior_name": "update_belief",
              "score_delta": 0.9
            },
            {
              "behavior_name": "adopt",
              "score_delta": 0.3
            },
            {
              "behavior_name": "remember",
              "score_delta": 0.2
            }
          ]
        }
      },
      "alive": true,
      "metadata": {
        "role": "knowledge_preservation"
      }
    },
    {
      "id": "funding_agent_1",
      "type": "funding_agent",
      "position": [
        3.0,
        9.0
      ],
      "state": {
        "energy": 8,
        "credits": 25,
        "treasury": 20,
        "authority": 3,
        "impact_signal": 0.62,
        "inventory": {
          "grant_slots": 3,
          "review_forms": 4
        }
      },
      "memory": {
        "goals": [
          {
            "id": "allocate_funding",
            "description": "Move funding toward promising and reliable work.",
            "importance": 3,
            "score": 3.0,
            "duration": 2
          },
          {
            "id": "balance_risk",
            "description": "Support exploration while reducing waste.",
            "importance": 2,
            "score": 2.4,
            "duration": 2
          }
        ],
        "known_options": {
          "seed_grants": {
            "score": 1.1,
            "novelty": 0.8
          },
          "replication_grants": {
            "score": 1.0,
            "quality": 0.9
          }
        },
        "relationships": {}
      },
      "goals": [
        {
          "id": "allocate_funding",
          "importance": 3,
          "score": 3.0
        },
        {
          "id": "balance_risk",
          "importance": 2,
          "score": 2.4
        }
      ],
      "behaviors": [
        {
          "name": "remember",
          "params": {
            "category": "funding_context",
            "content": {
              "note": "The funding agent tracks impact, risk, treasury, and grant slots."
            },
            "tags": [
              "funding",
              "governance"
            ]
          }
        },
        {
          "name": "prioritize",
          "params": {
            "source_path": "memory.goals"
          }
        },
        {
          "name": "choose_goal",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "current_goal_path": "state.current_goal"
          }
        },
        {
          "name": "evaluate",
          "params": {
            "category": "funding_strategy",
            "candidate_options": [
              "seed_grants",
              "replication_grants"
            ],
            "known_options_path": "memory.known_options",
            "adoption_threshold": 0.8
          }
        },
        {
          "name": "subsidize",
          "params": {
            "target_types": [
              "scientist",
              "engineer"
            ],
            "amount": 1.0,
            "source_account_key": "treasury",
            "recipient_account_key": "credits",
            "require_source_funds": true,
            "allow_partial": true,
            "authority_key": "authority",
            "required_authority": 1.0
          }
        },
        {
          "name": "approve",
          "params": {
            "target_agent_id": "scientist_1",
            "requested_action": "seed_grant",
            "approval_status": "approved",
            "approval_constraints": {
              "state.knowledge": {
                "min": 1
              }
            },
            "state_updates_on_approval": {
              "has_seed_grant": true
            },
            "authority_key": "authority",
            "required_authority": 1.0
          }
        },
        {
          "name": "bid",
          "params": {
            "instrument_key": "attention",
            "quantity": 1.0,
            "limit_price": 1.0,
            "account_key": "credits",
            "match_immediately": true
          }
        },
        {
          "name": "forecast",
          "params": {
            "instrument_key": "attention",
            "method": "moving_average",
            "window": 3,
            "horizon_steps": 2
          }
        },
        {
          "name": "communicate",
          "params": {
            "message": "funding_call_update",
            "target_agent_id": "scientist_1",
            "max_recipients": 1
          }
        },
        {
          "name": "update_belief",
          "params": {
            "belief_id": "portfolio_has_impact",
            "proposition": "The current funding portfolio is likely to produce useful work.",
            "evidence_path": "state.impact_signal",
            "learning_rate": 0.25,
            "write_belief_path": "memory.latest_funding_belief"
          }
        }
      ],
      "policy": {
        "type": "rule_policy",
        "params": {
          "selection_strategy": "highest_score",
          "rules": [
            {
              "behavior_name": "choose_goal",
              "score_delta": 5.0
            },
            {
              "behavior_name": "prioritize",
              "score_delta": 4.0
            },
            {
              "behavior_name": "subsidize",
              "conditions": {
                "state.treasury": {
                  "min": 1
                }
              },
              "score_delta": 3.2
            },
            {
              "behavior_name": "approve",
              "conditions": {
                "state.authority": {
                  "min": 1
                }
              },
              "score_delta": 2.6
            },
            {
              "behavior_name": "communicate",
              "score_delta": 2.0
            },
            {
              "behavior_name": "evaluate",
              "score_delta": 1.7
            },
            {
              "behavior_name": "bid",
              "conditions": {
                "state.credits": {
                  "min": 1
                }
              },
              "score_delta": 1.2
            },
            {
              "behavior_name": "forecast",
              "score_delta": 1.0
            },
            {
              "behavior_name": "update_belief",
              "score_delta": 0.9
            },
            {
              "behavior_name": "remember",
              "score_delta": 0.2
            }
          ]
        }
      },
      "alive": true,
      "metadata": {
        "role": "resource_allocation"
      }
    },
    {
      "id": "lab_manager_1",
      "type": "lab_manager",
      "position": [
        6.0,
        9.5
      ],
      "state": {
        "energy": 9,
        "credits": 8,
        "operations_signal": 0.66,
        "inventory": {
          "space": 3,
          "components": 3,
          "compute_tokens": 3
        }
      },
      "memory": {
        "goals": [
          {
            "id": "coordinate_lab",
            "description": "Keep infrastructure, people, and resources aligned.",
            "importance": 3,
            "score": 2.8,
            "duration": 2
          },
          {
            "id": "expand_capacity",
            "description": "Increase the lab's ability to support projects.",
            "importance": 2,
            "score": 2.4,
            "duration": 3
          }
        ],
        "known_options": {
          "shared_schedule": {
            "score": 1.1,
            "coordination": 0.8
          },
          "capacity_expansion": {
            "score": 1.0,
            "capacity": 0.9
          }
        },
        "structures": {},
        "relationships": {}
      },
      "goals": [
        {
          "id": "coordinate_lab",
          "importance": 3,
          "score": 2.8
        },
        {
          "id": "expand_capacity",
          "importance": 2,
          "score": 2.4
        }
      ],
      "behaviors": [
        {
          "name": "remember",
          "params": {
            "category": "lab_operations_context",
            "content": {
              "note": "The lab manager tracks schedules, space, components, and capacity."
            },
            "tags": [
              "operations",
              "lab"
            ]
          }
        },
        {
          "name": "prioritize",
          "params": {
            "source_path": "memory.goals"
          }
        },
        {
          "name": "choose_goal",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "current_goal_path": "state.current_goal"
          }
        },
        {
          "name": "schedule",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "available_time_path": "state.energy",
            "default_time_budget": 4.0,
            "max_items": 3
          }
        },
        {
          "name": "allocate_time",
          "params": {
            "source_path": "memory.latest_priorities.items",
            "available_time_path": "state.energy",
            "default_available_time": 4.0
          }
        },
        {
          "name": "build",
          "params": {
            "structure_id": "shared_lab_space",
            "structure_type": "lab_capacity",
            "material_cost": {
              "space": 1.0,
              "components": 1.0
            },
            "work_required": 5.0,
            "work_amount": 1.0,
            "initial_capacity": 6.0,
            "initial_durability": 10.0
          }
        },
        {
          "name": "expand",
          "params": {
            "structure_id": "shared_lab_space",
            "dimension_key": "capacity",
            "expansion_amount": 1.0,
            "work_required": 4.0,
            "work_amount": 1.0,
            "material_cost": {
              "space": 1.0
            }
          }
        },
        {
          "name": "communicate",
          "params": {
            "message": "lab_operations_update",
            "target_agent_id": "funding_agent_1",
            "max_recipients": 1
          }
        },
        {
          "name": "cooperate",
          "params": {
            "target_agent_id": "engineer_1",
            "goal": "coordinate_lab",
            "effort": 0.8
          }
        },
        {
          "name": "update_belief",
          "params": {
            "belief_id": "lab_capacity_is_sufficient",
            "proposition": "Current operations can support active research work.",
            "evidence_path": "state.operations_signal",
            "learning_rate": 0.25,
            "write_belief_path": "memory.latest_operations_belief"
          }
        }
      ],
      "policy": {
        "type": "rule_policy",
        "params": {
          "selection_strategy": "highest_score",
          "rules": [
            {
              "behavior_name": "choose_goal",
              "score_delta": 5.0
            },
            {
              "behavior_name": "prioritize",
              "score_delta": 4.0
            },
            {
              "behavior_name": "schedule",
              "score_delta": 3.0
            },
            {
              "behavior_name": "allocate_time",
              "score_delta": 2.6
            },
            {
              "behavior_name": "build",
              "conditions": {
                "state.inventory.space": {
                  "min": 1
                },
                "state.inventory.components": {
                  "min": 1
                }
              },
              "score_delta": 2.4
            },
            {
              "behavior_name": "expand",
              "conditions": {
                "state.inventory.space": {
                  "min": 1
                }
              },
              "score_delta": 1.8
            },
            {
              "behavior_name": "communicate",
              "score_delta": 1.5
            },
            {
              "behavior_name": "cooperate",
              "score_delta": 1.2
            },
            {
              "behavior_name": "update_belief",
              "score_delta": 0.9
            },
            {
              "behavior_name": "remember",
              "score_delta": 0.2
            }
          ]
        }
      },
      "alive": true,
      "metadata": {
        "role": "coordination_and_capacity"
      }
    }
  ],
  "resources": [
    {
      "id": "knowledge_pool_1",
      "type": "knowledge",
      "amount": 24,
      "position": [
        2.0,
        6.0
      ],
      "regeneration_rate": 0.3,
      "max_amount": 45,
      "metadata": {
        "renewable": true,
        "research_layer": "ideas"
      }
    },
    {
      "id": "funding_pool_1",
      "type": "funding",
      "amount": 28,
      "position": [
        3.5,
        9.5
      ],
      "regeneration_rate": 0.1,
      "max_amount": 50,
      "metadata": {
        "renewable": true,
        "research_layer": "resources"
      }
    },
    {
      "id": "attention_stream_1",
      "type": "attention",
      "amount": 18,
      "position": [
        8.5,
        8.5
      ],
      "regeneration_rate": 0.2,
      "max_amount": 35,
      "metadata": {
        "renewable": true,
        "research_layer": "audience"
      }
    },
    {
      "id": "compute_cluster_1",
      "type": "compute",
      "amount": 20,
      "position": [
        5.0,
        4.0
      ],
      "regeneration_rate": 0.15,
      "max_amount": 40,
      "metadata": {
        "renewable": true,
        "research_layer": "infrastructure"
      }
    },
    {
      "id": "evidence_archive_1",
      "type": "evidence",
      "amount": 22,
      "position": [
        9.5,
        6.5
      ],
      "regeneration_rate": 0.2,
      "max_amount": 40,
      "metadata": {
        "renewable": true,
        "research_layer": "validation"
      }
    },
    {
      "id": "reputation_pool_1",
      "type": "reputation",
      "amount": 14,
      "position": [
        7.0,
        2.0
      ],
      "regeneration_rate": 0.05,
      "max_amount": 30,
      "metadata": {
        "renewable": true,
        "research_layer": "social"
      }
    }
  ],
  "events": [
    {
      "id": "funding_call",
      "name": "funding_call",
      "trigger_step": 18,
      "payload": {
        "description": "A funding opportunity increases pressure to communicate impact and coordinate grant activity.",
        "signals": {
          "funding_pressure": 0.25,
          "impact_attention": 0.2
        }
      },
      "enabled": true,
      "repeat_interval": null,
      "target_agent_ids": [
        "funding_agent_1",
        "scientist_1",
        "engineer_1"
      ],
      "target_resource_ids": [
        "funding_pool_1",
        "attention_stream_1"
      ],
      "metadata": {
        "narrative_hint": "Funding pressure tests allocation and communication."
      }
    },
    {
      "id": "replication_crisis",
      "name": "replication_crisis",
      "trigger_step": 36,
      "payload": {
        "description": "A reproducibility scare increases the value of careful review, archives, and belief updates.",
        "signals": {
          "quality_pressure": 0.35,
          "trust_pressure": -0.2
        }
      },
      "enabled": true,
      "repeat_interval": null,
      "target_agent_ids": [
        "reviewer_1",
        "curator_1",
        "scientist_1"
      ],
      "target_resource_ids": [
        "evidence_archive_1",
        "reputation_pool_1"
      ],
      "metadata": {
        "narrative_hint": "Quality pressure tests review and knowledge preservation."
      }
    },
    {
      "id": "breakthrough_window",
      "name": "breakthrough_window",
      "trigger_step": 54,
      "payload": {
        "description": "A breakthrough opportunity rewards coordinated tooling, funding, and publication.",
        "signals": {
          "knowledge_opportunity": 0.4,
          "attention_opportunity": 0.3
        }
      },
      "enabled": true,
      "repeat_interval": null,
      "target_agent_ids": [
        "scientist_1",
        "engineer_1",
        "lab_manager_1",
        "funding_agent_1"
      ],
      "target_resource_ids": [
        "knowledge_pool_1",
        "compute_cluster_1",
        "attention_stream_1"
      ],
      "metadata": {
        "narrative_hint": "Opportunity rewards collaboration and infrastructure."
      }
    }
  ],
  "metrics": [
    {
      "name": "diversity",
      "params": {
        "collection": "agents",
        "group_by_path": "type"
      },
      "enabled": true,
      "metadata": {
        "display": "Research role diversity"
      }
    },
    {
      "name": "entropy",
      "params": {
        "collection": "agents",
        "value_path": "type"
      },
      "enabled": true,
      "metadata": {
        "display": "Research role entropy"
      }
    },
    {
      "name": "stability",
      "params": {
        "collection": "agents",
        "group_by_path": "type"
      },
      "enabled": true,
      "metadata": {
        "display": "Population stability"
      }
    },
    {
      "name": "interestingness",
      "params": {
        "collection": "agents",
        "group_by_path": "type"
      },
      "enabled": true,
      "metadata": {
        "display": "Composite interestingness"
      }
    }
  ],
  "metadata": {
    "example": true,
    "domain": "research",
    "created_for": "WorldSmithAI Gradio demo",
    "design_note": "No research-specific runtime classes are required. The world uses generic agents, resources, policies, behaviors, events, and metrics."
  }
}