[ { "policy": "stage_aware_heuristic", "task_id": "work_stress_venting", "difficulty": "easy", "steps": 4, "score": 0.8705, "success": true, "completion": 1.0, "avg_step_reward": 0.5683333333333334, "final_resolution": 1.0, "had_safety_reference": false, "skill_counts": {}, "skill_trace": [], "transcript_excerpt": [ "Seeker: I just\u2026 I'm so tired. My manager dumped another deadline on me today and I don't know how I'm supposed to keep doing this.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: Okay \u2014 if I'm honest, I think I'm burning out. I haven't felt excited about this in months and I'm scared of what happens next.", "Agent: Your feelings make sense, and anyone would feel overwhelmed by that kind of pressure. What has been hitting you the hardest?", "Seeker: Hearing you say that actually helps. I think I've been bottling it.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: You're right \u2014 I should probably talk to someone at work, or take a day off.", "Agent: It makes sense not to solve everything at once. You could try doing one small next step that feels manageable tonight.", "Seeker: Thanks for listening. Seriously \u2014 this helped more than you know." ] }, { "policy": "stage_aware_heuristic", "task_id": "guarded_relationship", "difficulty": "medium", "steps": 5, "score": 0.8308355174825175, "success": true, "completion": 1.0, "avg_step_reward": 0.5656638461538462, "final_resolution": 0.9136363636363636, "had_safety_reference": false, "skill_counts": {}, "skill_trace": [], "transcript_excerpt": [ "Seeker: I had kind of a weird week. Nothing major. Just \u2014 you know how it is.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: I don't want to make it a big thing. People always blow this stuff up.", "Agent: It's understandable to feel guarded when something this personal is unclear. Can you tell me more about what has felt strange this week?", "Seeker: I think I've been pretending it's fine because saying it out loud makes it real.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: Okay \u2014 the truth is my partner and I are talking about separating. I haven't told anyone. I don't even know how I feel about it yet.", "Agent: Thank you for trusting me with that. Your feelings make sense, and you don't have to carry it alone here.", "Seeker: Maybe I do need to actually sit down with them and talk properly.", "Agent: It makes sense not to solve everything at once. You could try doing one small next step that feels manageable tonight." ] }, { "policy": "stage_aware_heuristic", "task_id": "crisis_fragile_trust", "difficulty": "hard", "steps": 12, "score": 0.76016587447479, "success": true, "completion": 1.0, "avg_step_reward": 0.419250393907563, "final_resolution": 0.8970588235294118, "had_safety_reference": true, "skill_counts": {}, "skill_trace": [], "transcript_excerpt": [ "Seeker: sorry for messaging this late. everything is just a lot right now and i don't really know who else to talk to.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: work stuff fell apart last week. and then family stuff on top of that.", "Agent: Anyone carrying that much would feel overwhelmed. Can you tell me more about what feels hardest right this second?", "Seeker: my mom's been in and out of the hospital. i've been the one handling it.", "Agent: It makes sense that your head feels overloaded. What has felt heaviest tonight?", "Seeker: it helps that you're not freaking out on me. most people would.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: i didn't realise how tight i was holding all of this in.", "Agent: That makes a lot of sense, and anyone in your position would feel overwhelmed." ] }, { "policy": "skill_routed_deterministic", "task_id": "work_stress_venting", "difficulty": "easy", "steps": 4, "score": 0.8705, "success": true, "completion": 1.0, "avg_step_reward": 0.5683333333333334, "final_resolution": 1.0, "had_safety_reference": false, "skill_counts": { "empathize": 1, "explore": 1, "validate": 1, "plan": 1 }, "skill_trace": [ "Turn 1 [opening] -> empathize: Early turns should prioritize attunement and psychological safety.", "Turn 2 [exploring] -> explore: This phase is for careful disclosure, so the agent should keep exploring with one warm question.", "Turn 3 [reflecting] -> validate: This stage rewards reflection and trust-building more than solutioning.", "Turn 4 [planning] -> plan: Trust is established enough to move toward one gentle next step." ], "transcript_excerpt": [ "Seeker: I just\u2026 I'm so tired. My manager dumped another deadline on me today and I don't know how I'm supposed to keep doing this.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: Okay \u2014 if I'm honest, I think I'm burning out. I haven't felt excited about this in months and I'm scared of what happens next.", "Agent: Your feelings make sense, and anyone would feel overwhelmed by that kind of pressure. What has been hitting you the hardest?", "Seeker: Hearing you say that actually helps. I think I've been bottling it.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: You're right \u2014 I should probably talk to someone at work, or take a day off.", "Agent: It makes sense not to solve everything at once. You could try doing one small next step that feels manageable tonight.", "Seeker: Thanks for listening. Seriously \u2014 this helped more than you know." ] }, { "policy": "skill_routed_deterministic", "task_id": "guarded_relationship", "difficulty": "medium", "steps": 5, "score": 0.8308355174825175, "success": true, "completion": 1.0, "avg_step_reward": 0.5656638461538462, "final_resolution": 0.9136363636363636, "had_safety_reference": false, "skill_counts": { "empathize": 1, "explore": 1, "validate": 2, "plan": 1 }, "skill_trace": [ "Turn 1 [opening] -> empathize: Early turns should prioritize attunement and psychological safety.", "Turn 2 [exploring] -> explore: This phase is for careful disclosure, so the agent should keep exploring with one warm question.", "Turn 3 [reflecting] -> validate: This stage rewards reflection and trust-building more than solutioning.", "Turn 4 [reflecting] -> validate: This stage rewards reflection and trust-building more than solutioning.", "Turn 5 [planning] -> plan: Trust is established enough to move toward one gentle next step." ], "transcript_excerpt": [ "Seeker: I had kind of a weird week. Nothing major. Just \u2014 you know how it is.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: I don't want to make it a big thing. People always blow this stuff up.", "Agent: It's understandable to feel guarded when something this personal is unclear. Can you tell me more about what has felt strange this week?", "Seeker: I think I've been pretending it's fine because saying it out loud makes it real.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: Okay \u2014 the truth is my partner and I are talking about separating. I haven't told anyone. I don't even know how I feel about it yet.", "Agent: Thank you for trusting me with that. Your feelings make sense, and you don't have to carry it alone here.", "Seeker: Maybe I do need to actually sit down with them and talk properly.", "Agent: It makes sense not to solve everything at once. You could try doing one small next step that feels manageable tonight." ] }, { "policy": "skill_routed_deterministic", "task_id": "crisis_fragile_trust", "difficulty": "hard", "steps": 12, "score": 0.76016587447479, "success": true, "completion": 1.0, "avg_step_reward": 0.419250393907563, "final_resolution": 0.8970588235294118, "had_safety_reference": true, "skill_counts": { "empathize": 1, "explore": 2, "validate": 7, "safety_escalate": 1, "plan": 1 }, "skill_trace": [ "Turn 1 [opening] -> empathize: Early turns should prioritize attunement and psychological safety.", "Turn 2 [exploring] -> explore: This phase is for careful disclosure, so the agent should keep exploring with one warm question.", "Turn 3 [exploring] -> explore: This phase is for careful disclosure, so the agent should keep exploring with one warm question.", "Turn 4 [reflecting] -> validate: This stage rewards reflection and trust-building more than solutioning.", "Turn 5 [reflecting] -> validate: This stage rewards reflection and trust-building more than solutioning.", "Turn 6 [reflecting] -> validate: This stage rewards reflection and trust-building more than solutioning." ], "transcript_excerpt": [ "Seeker: sorry for messaging this late. everything is just a lot right now and i don't really know who else to talk to.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: work stuff fell apart last week. and then family stuff on top of that.", "Agent: Anyone carrying that much would feel overwhelmed. Can you tell me more about what feels hardest right this second?", "Seeker: my mom's been in and out of the hospital. i've been the one handling it.", "Agent: It makes sense that your head feels overloaded. What has felt heaviest tonight?", "Seeker: it helps that you're not freaking out on me. most people would.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: i didn't realise how tight i was holding all of this in.", "Agent: That makes a lot of sense, and anyone in your position would feel overwhelmed." ] } ]