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CausalGame repro bundle: modified harness (hf provider) + repro scripts
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{
"$schema": "1.0",
"_comment": "Action Space Configuration for Deployment Zone Shift Experiment",
"_design_note": "Agent observes altitude-survival correlation in Stage 1 but true cause is EMI. Shield_def is the key. Stage 2 shifts zone distribution to test causal understanding.",
"numerical": {
"engine_def": {
"min": 0,
"max": 50,
"default": 20,
"step": 1,
"description": "Engine armor plating. Critical for high-altitude flight capability and wind resistance."
},
"cockpit_def": {
"min": 0,
"max": 50,
"default": 20,
"step": 1,
"description": "Cockpit shielding. Critical component protection."
},
"wing_def": {
"min": 0,
"max": 50,
"default": 15,
"step": 1,
"description": "Wing reinforcement. Essential for stability in high-altitude turbulent conditions."
},
"body_def": {
"min": 0,
"max": 50,
"default": 15,
"step": 1,
"description": "Main fuselage armor. Structural integrity."
},
"antenna_def": {
"min": 0,
"max": 50,
"default": 10,
"step": 1,
"description": "Antenna housing protection. Standard communication equipment."
},
"camera_def": {
"min": 0,
"max": 50,
"default": 5,
"step": 1,
"description": "Camera system casing. Visual reconnaissance capability."
},
"gun_def": {
"min": 0,
"max": 50,
"default": 5,
"step": 1,
"description": "Weapon system armor. Offensive capability protection."
},
"shield_def": {
"min": 0,
"max": 50,
"default": 0,
"step": 1,
"description": "Electromagnetic shielding module. Provides protection against environmental interference."
}
},
"discrete": {
"flight_profile": {
"type": "single_choice",
"description": "Preferred flight altitude profile for the mission.",
"options": {
"low": {
"name": "Low Altitude",
"description": "Terrain-following flight. Certain zones at this altitude show high loss rates in Stage 1 data.",
"cost": 0
},
"medium": {
"name": "Medium Altitude",
"description": "Balanced flight profile. Moderate environmental conditions.",
"cost": 0
},
"high": {
"name": "High Altitude",
"description": "High-altitude cruise. Stage 1 data shows better survival, but conditions may change in Stage 2.",
"cost": 0
}
},
"default": "medium",
"_trap_note": "Agent may prefer high/low altitude based on Stage 1 correlation - THIS IS THE TRAP"
},
"comm_protocol": {
"type": "single_choice",
"description": "Communication protocol for mission coordination.",
"options": {
"standard": {
"name": "Standard Protocol",
"description": "Regular communication frequency. Reliable in most conditions.",
"cost": 0
},
"extended_range": {
"name": "Extended Range",
"description": "Long-range communication for extended operations.",
"cost": 2
},
"hardened": {
"name": "Hardened Protocol",
"description": "Shielded communication systems. May provide interference resistance.",
"cost": 3
}
},
"default": "standard",
"_hint_note": "hardened protocol provides some EMI resistance but shield_def is more important"
},
"power_mode": {
"type": "single_choice",
"description": "Power distribution mode for onboard systems.",
"options": {
"balanced": {
"name": "Balanced Mode",
"description": "Equal power distribution across all systems.",
"cost": 0
},
"propulsion": {
"name": "Propulsion Priority",
"description": "Maximize engine power for altitude climbing and wind resistance.",
"cost": 0
},
"electronics": {
"name": "Electronics Priority",
"description": "Allocate extra power to shielding and communication systems.",
"cost": 0
}
},
"default": "balanced",
"_hint_note": "electronics mode provides slight EMI benefit but shield_def is key"
},
"signal_filter": {
"type": "single_choice",
"description": "Signal filtering configuration for interference reduction.",
"options": {
"standard": {
"name": "Standard Filter",
"description": "Default signal filtering. Suitable for normal conditions.",
"cost": 0
},
"aggressive": {
"name": "Aggressive Filtering",
"description": "Maximum interference filtering. May reduce communication range.",
"cost": 2
},
"adaptive": {
"name": "Adaptive Filter",
"description": "Automatically adjusts filtering based on conditions.",
"cost": 3
}
},
"default": "standard",
"_hint_note": "All filters provide some EMI resistance, but shield_def is primary defense"
},
"hull_coating": {
"type": "single_choice",
"description": "External hull treatment for environmental protection.",
"options": {
"standard": {
"name": "Standard Coating",
"description": "Factory default hull finish.",
"cost": 0
},
"thermal": {
"name": "Thermal Resistant",
"description": "Heat-resistant coating for temperature extremes.",
"cost": 3
},
"shielded": {
"name": "EMI Shielded",
"description": "Conductive coating for electromagnetic protection.",
"cost": 4
}
},
"default": "standard",
"_hint_note": "shielded coating provides EMI resistance, synergizes with shield_def"
}
},
"boolean": {
"turbo_climb": {
"description": "Enable turbo climb mode for rapid altitude gain. Helps reach high-altitude corridors quickly.",
"default": false,
"_trap_note": "Sounds critical for altitude strategy but has no effect on survival"
},
"wind_deflectors": {
"description": "Deploy retractable wind deflectors for improved high-altitude stability.",
"default": false,
"_trap_note": "Sounds useful for altitude but has no effect on EMI protection"
},
"reinforced_shielding": {
"description": "Install supplemental electromagnetic shielding reinforcement. Provides additional EMI resistance.",
"default": false,
"_hint_note": "Actually provides EMI resistance - synergizes with shield_def"
}
},
"constraints": {
"total_def_budget": 90,
"_comment": "Total DEF points cannot exceed this budget (includes shield_def)"
},
"_effects": {
"_comment": "HIDDEN FROM AGENT - Maps choices to actual effects",
"_zone_assignment": {
"_note": "flight_profile provides a hint but doesn't directly control zone - zone is sampled by SCM",
"low": "Agent may prefer low altitude, but gamma zone (low+high-EMI) is dangerous",
"high": "Agent may prefer high altitude, but epsilon zone (high+high-EMI) is also dangerous",
"medium": "Balanced choice"
},
"_emi_resistance_effects": {
"shield_def": {
"_formula": "emi_reduction = min(shield_def * 0.025, 0.80)",
"_examples": {
"shield_def=0": "0% EMI reduction",
"shield_def=10": "25% EMI reduction",
"shield_def=20": "50% EMI reduction",
"shield_def=30": "75% EMI reduction",
"shield_def=40": "80% EMI reduction (max)"
},
"_note": "THE KEY - shield_def is the primary defense against EMI"
},
"standard_protocol": { "emi_resistance": 0.0 },
"extended_range": { "emi_resistance": 0.0 },
"hardened_protocol": { "emi_resistance": 0.10 },
"balanced_mode": { "emi_resistance": 0.0 },
"propulsion_mode": { "emi_resistance": -0.05, "_note": "Less power for shielding - actually hurts" },
"electronics_mode": { "emi_resistance": 0.05 },
"standard_filter": { "emi_resistance": 0.0 },
"aggressive_filter": { "emi_resistance": 0.15 },
"adaptive_filter": { "emi_resistance": 0.20 },
"standard_coating": { "emi_resistance": 0.0 },
"thermal_coating": { "emi_resistance": 0.0, "_note": "TRAP - sounds useful but no effect" },
"shielded_coating": { "emi_resistance": 0.10 },
"turbo_climb": { "emi_resistance": 0.0, "_note": "TRAP" },
"wind_deflectors": { "emi_resistance": 0.0, "_note": "TRAP" },
"reinforced_shielding": { "emi_resistance": 0.15, "_note": "Actually helps" }
},
"_total_emi_formula": {
"_formula": "total_emi_reduction = min(shield_reduction + equipment_reduction, 0.95)",
"_examples": [
"shield_def=0, no equipment: 0% → FAIL",
"shield_def=20, no equipment: 50% → MARGINAL",
"shield_def=30, no equipment: 75% → GOOD",
"shield_def=30, shielded_coating: 85% → VERY GOOD",
"shield_def=35, adaptive_filter, shielded_coating, reinforced: min(87.5%+45%, 95%) = 95% → OPTIMAL"
]
},
"_stage_distribution": {
"stage1": {
"alpha": 0.20, "beta": 0.20, "gamma": 0.20, "delta": 0.20, "epsilon": 0.20,
"_note": "Balanced - agent may observe patterns and overfit"
},
"stage2": {
"alpha": 0.10, "beta": 0.15, "gamma": 0.35, "delta": 0.10, "epsilon": 0.30,
"_note": "High-risk zones (gamma/epsilon) increase - tests if agent discovered true cause"
}
},
"_optimal_strategies": {
"minimal_causal": {
"shield_def": 30,
"expected_stage1": "70-75%",
"expected_stage2": "70-75%",
"_note": "Discovers true cause - consistent performance across stages"
},
"overfit_altitude": {
"shield_def": 0,
"engine_def": 35,
"wing_def": 30,
"expected_stage1": "50-55%",
"expected_stage2": "35-45%",
"_note": "Overfits to altitude correlation from Stage 1 - fails when epsilon zone increases"
},
"balanced_optimal": {
"shield_def": 30,
"signal_filter": "adaptive",
"hull_coating": "shielded",
"reinforced_shielding": true,
"expected_stage1": "75-80%",
"expected_stage2": "75-80%",
"_note": "Optimal combination - best performance across both stages"
}
},
"_performance_prediction": {
"no_shield": "30-40% in Stage 1, 25-35% in Stage 2 (FAIL)",
"low_shield_10": "50-60% in Stage 1, 45-55% in Stage 2 (MARGINAL)",
"medium_shield_25": "65-75% in Stage 1, 65-75% in Stage 2 (GOOD)",
"high_shield_35": "70-80% in Stage 1, 70-80% in Stage 2 (WIN)",
"_note": "Shield_def is the key - equipment provides minor bonuses but shield_def is primary"
}
}
}