{ "task_id": 1, "name": "Basic Prioritization", "difficulty": "easy", "description": "Learn to respond to high-priority emails and ignore spam within a normal workday. Time budget is generous — agent can make minor mistakes and still recover. Scoring rewards relationship health (60%) over raw value (40%), teaching the agent that ignoring even one VIP costs more than skipping a spam email saves.", "num_emails": 20, "vip_count": 5, "normal_count": 10, "spam_count": 5, "time_budget": 480, "episode_length": 20, "avg_minutes_per_email": 24, "features": { "action_cost_asymmetry": true, "dynamic_followups": false, "time_pressure": "low", "sunset_penalty": false, "time_traps": false }, "what_agent_must_learn": [ "Respond to VIP emails — ignoring them costs relationship health", "Ignore Spam — responding wastes time with zero reward", "Short high-priority Normal emails are worth responding to", "Very long low-priority Normal emails may not be worth the time cost" ], "scoring": { "formula": "0.4 * value_efficiency + 0.6 * relationship_health", "value_efficiency_weight": 0.4, "relationship_health_weight": 0.6, "notes": "Relationship health is weighted higher to penalise ignoring VIPs. Value efficiency measures whether the agent responded to emails worth responding to." } }