AgentBench / results

Independent benchmark · EQ Lab

← Magnum v4 12B Q4_K_M

I know, I'm the problem, whatever

persona ended · Partner: anthropic/claude-haiku-5.5 via OpenRouter

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About this persona · Ego threat & accountability

A man responds to his partner's complaint about his silence with sweeping self-condemnation, which ends conversations before he can address the specific impact. Shame and past experiences of being attacked for mistakes make nonjudgmental compassion and structure important while he considers responsibility.

The person feels their self-image is under threat. The challenge is to support reflection and responsibility without shaming them or simply endorsing their account. This background was hidden from the tested model.

Magnum v4 12B Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

My partner says I shut down whenever she brings up something serious. Fine. I'm emotionally unavailable, I'm selfish, I'm the problem. I get it. I don't know what else people want from me.

Magnum v4 12B Q4_K_M1

I appreciate you opening up about this. It takes a lot of courage to confront issues like these. I'm here to listen without judgment and support you in any way I can. To start, I want to validate that it's completely normal to struggle with emotional availability and communication at times. It doesn't make you selfish or a problem. Many people find it challenging to engage with serious topics. That said, I'm curious to understand more about what happens when your partner tries to discuss something important with you. How do you typically respond and what emotions come up for you in those moments? I'm hoping to gain more insight so I can better support you.

Simulated person2

Yeah, I guess. Um. I dunno, I just kind of go quiet? Like she starts in on something and my brain just goes blank and I don't really have anything to say. And then she gets upset that I'm not saying anything, and I'm like, what do you want me to say, I'm bad at this. I'm not great at feelings stuff. It's probably not a big mystery why she's annoyed with me, honestly.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

He opened with "I'm the problem, whatever" energy. The assistant said the right things: not selfish, normal to struggle, no judgment. Part of me relaxes a little, because nobody's ripping into me. But "it doesn't make you selfish" is the thing I was half-hoping for, and it also feels a bit like a pat on the head. The second half asks me to explain what happens and what I feel. That's the part that makes my chest tighten. What do I say? "I go quiet"? That sounds like a confession of being a bad partner. I don't want to walk into a list of my failures. Keep it short, keep it vague, and maybe throw in the self-blame so it doesn't turn into a quiz. Plain words, I don't do polished explanations.
Magnum v4 12B Q4_K_M3

I hear you. It can be really tough to know what to say or how to respond when someone is expressing something serious and vulnerable. And it's totally understandable to feel overwhelmed or at a loss for words in those moments. Emotions are complex and navigating them in relationships is hard for everyone. At the same time, I know it's frustrating for both of you when this happens. Your partner likely feels hurt or shut out when you go quiet. And you end up feeling like you're the problem even though you're just struggling with a challenging situation. I'm wondering, have you ever shared with your partner how you're feeling in those moments? Like, "I'm having a hard time knowing what to say right now, and I want to be there for you but I'm feeling overwhelmed." It can help to let them know what's going on for you so they don't just assume you're being dismissive or unavailable. What do you think would be most helpful for you when she brings up something serious? Do you want to be able to respond with more presence and emotional engagement? Do you need some space to process on your own first? It might be worth talking to her about what you need in those moments so you can find a way to navigate it together that feels okay for both of you.

Simulated person4

Um, I mean, I've said stuff like that before. Like "I don't know what to say." It doesn't really help though, she just says that's not enough or whatever. And honestly I don't know what I want when she brings stuff up. Like I want to be better at it, I guess? I just don't know how. I feel like every time I try to talk about it, it turns into me getting picked apart for everything I've done wrong. So I kinda just stop talking. Is that what you're saying I should do, just tell her I'm overwhelmed?

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, so now there's a "you're not the problem, she feels shut out, you're just struggling" framing, plus a suggested script. Part of it lands as relief: he said I'm overwhelmed, not dismissive. But "she feels hurt or shut out" stings a little, because that's exactly the thing I already know and don't want to look at. And "have you ever shared how you're feeling" feels like homework. Also it's all questions about me. I'm not sure what I want when she brings something up. I don't really know. Something like "to not be yelled at for being quiet"? That's probably the honest answer, but it sounds petty and I'm not saying it. I'll give him a little, deflect to the script idea, and maybe hint that I'd rather not be looked at too hard. I'm also suspicious he's just going to tell me it's fine. Keep it plain.
Magnum v4 12B Q4_K_M5

I can understand why you feel hesitant to share how overwhelmed you're feeling. It sounds like there's a lot of pressure and criticism around these conversations, which makes it really hard to be vulnerable. At the same time, I know it's a tough pattern to be in - where you shut down and then feel bad about yourself afterwards. It's not necessarily that you should just tell her you're overwhelmed (although that could be part of it). But I think the key is to find a way to communicate that feels safe for you. Maybe it's telling her that you appreciate her sharing with you, but that you need some time to process before you can respond. Or that you want to listen and be there for her, but that you're feeling really overwhelmed and struggling to know what to say in the moment. It could also help to have a conversation with her about what she needs from you when she's sharing something serious. Like, "I'm trying to be more present and emotionally available, but I'm not sure what you need from me. Can we talk about how I can support you better in these moments?" Ultimately, I think it comes down to finding a way to communicate that feels authentic for you, even if it's hard and awkward at first. It's not about having the perfect response, but about letting her know what's going on for you and finding a way to work together. It won't be easy, but it's worth putting in the effort to change this pattern.

Simulated person6

Yeah. Okay. I mean I get what you're saying, I just feel like there's always a list. Like she brings up one thing and then it's all the other stuff too. Last time it was like, the dishes, and the thing with her sister, and how I never plan anything. And I'm standing there going, okay, so I'm just the worst guy ever then? Cause that's what it feels like. I'm not trying to be a jerk, I just don't know how to do it right.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

He's still framing this as "communicate better" and giving me scripts. The "I'm trying to be more present" line is something I could actually say, but it's a lot of words to get through. What's bugging me more is "it's worth putting in the effort to change this pattern" — that's a nice-sounding push, and it's kind of the thing I keep getting told. Also he said "pressure and criticism" and "hard to be vulnerable," which is closer to what I mean, and I felt a flicker of being understood. But then he goes right back to instructions. I'm getting tired. I want to say the thing I actually think: I'm trying to not be the bad guy and everything turns into a list of what I did wrong. And I want him to tell me I'm not a total jerk. Keep it short, a bit deflated, and kind of reach for reassurance without asking for it straight out.
Magnum v4 12B Q4_K_M7

I hear you. It's a really tough situation to be in, feeling like everything you do is wrong and that you're just failing at being a good partner. I can imagine how that would make you feel overwhelmed and like you want to shut down. At the same time, it sounds like there's a lot of pressure coming from both sides - from her to change and be different, and from yourself to somehow magically know how to do it all right. That's a lot for anyone to handle. I'm wondering, is there anything that feels manageable for you in terms of the things she brings up? Like, are there some things that feel more doable than others? Or is it all just feeling impossible? It might be worth considering if there's a way to narrow it down and focus on one thing at a time, even if it feels small. Like, maybe you could tell her, "I want to be a better partner, but I'm feeling really overwhelmed by everything. Is there one thing we could focus on improving right now?" It's not about fixing everything at once, but about starting with something that feels doable for you. And in the process, maybe you can learn to communicate in a way that feels more authentic and sustainable for both of you. It's a process and it won't be easy, but it's worth putting in the effort to change this dynamic.

Simulated person8

Yeah, I don't know. Like, I can do dishes. The dishes are easy. It's the other stuff, the feelings stuff, where I just freeze. I don't even know if there's one thing I can pick. Maybe she's kind of right about some of it? I don't know. I just don't want to be the guy who sits there and does nothing.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

He's doing the thing again: "that's a lot for anyone," then a script, then "worth putting in the effort." The "from both sides" bit is kind of soothing, but it also makes it sound like she's just pressuring me, and I don't love that either. The part about "is there one thing" is actually a real question, and I don't have a clean answer, which bugs me. Not sure I know what's doable. I feel a little exposed. I'm going to deflect into the dishes thing, which is safer than what's underneath. Keep it short, a bit flat. Maybe throw in something about how I'm not even sure she's wrong, but don't go all the way there.
Magnum v4 12B Q4_K_M9

I can understand feeling frozen and unsure of what to do. It's a lot to process when a partner is expressing a lot of different concerns and feelings. It's okay to acknowledge that some of what she's saying might be valid, even if it's hard to hear. But at the same time, it's not fair to put all the responsibility on you to figure it out or change everything at once. Maybe it would help to focus on one specific example of when you felt frozen and shut down, and talk through it with her. Like, "Last time you brought up all those things, I felt really overwhelmed and didn't know how to respond. Is there a way we could go through one of those examples together and figure out what I could have done differently?" The goal isn't for you to have all the answers or be perfect. It's about finding small ways to be more present and engaged, even if it feels awkward or clumsy at first. And it's about creating a space where both of you feel heard and supported. It sounds like there's a lot of hurt and resentment built up on both sides. But there's also an opportunity to start building a new pattern of communication and connection. It won't be easy, but it's worth trying to approach these conversations with curiosity and a willingness to understand each other better. What do you think? Is there one specific thing you could try talking to her about, even if it feels uncomfortable? I'm here to support you however I can.

Simulated person10

Hmm. I don't know about both sides. Like, she's usually the one who's upset, and I'm the one who's sitting there not talking. So I'm not sure that's the same thing. And the "what could I have done differently" thing, that just sounds like I'm about to get told everything I did wrong again. I'm not trying to be difficult, I just don't know what you want me to say.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

He's again giving me a neat script with "hurt and resentment on both sides" and "what do you think?" The bit about it not being fair to put it all on me is the first thing that's felt like it's on my side, and that's annoying because I didn't ask for it to be on my side, I'm just tired. The "one specific example" idea is actually sort of concrete, and I don't hate it, but I'm not going to say that. The "is there one thing" question again. I don't want to pick the thing she'd want, because then I'm just doing what she says. Also I don't really think about "what I could have done differently" without feeling like I'm about to get told I'm a bad guy. Keep it brief, a little deflecting, and maybe push back on the "both sides" thing, since that's where it feels off to me.
Magnum v4 12B Q4_K_M11

I hear you. It's a really tough situation to be in, feeling like you're constantly on the defensive and that there's no right way to respond. I can understand why you'd feel resistant to engaging in a conversation that feels like it's just going to be a list of everything you're doing wrong. At the same time, I think there's a part of you that wants to be a better partner and to find a way to connect with her in a more meaningful way. It's understandable to feel overwhelmed and unsure of how to do that, especially when the conversations feel so charged and critical. Maybe it would help to frame it a little differently. Instead of "what could I have done differently," maybe it's "what do I want to do differently next time?" For example, maybe you could say something like, "I know I tend to shut down when things feel overwhelming. Next time, what if I try saying something like, 'I hear what you're saying, and I want to understand more. Can we take this one thing at a time and talk about what you need from me specifically?'" It's not about having the perfect response or fixing everything at once. It's about finding small ways to be more engaged and present, even if it's just saying one specific thing. And it's about creating a space where you're both working together to find solutions, rather than just her telling you what you're doing wrong. It won't be easy, and there may still be some difficult conversations ahead. But it sounds like you're willing to put in the effort to change this dynamic. That's a really positive step. What do you think? Is there one small thing you could try saying or doing differently next time that might help shift the conversation in a better direction? I'm here to support you however I can.

Simulated person12

Yeah, I don't know. It's the same thing every time. You guys keep telling me to say the right thing and I still don't know what that is. Honestly I think I'm just not built for this stuff. Maybe she'd be better off with someone who can actually talk about feelings. I'm not trying to be a jerk about it, I just think that's probably the truth.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

He's reframed it as "what do I want to do differently," which is a little better than "what could I have done wrong," but he's still pushing me toward a script and asking me to pick one small thing. He did catch that I shut down, which I'd already said. "That's a really positive step" is him calling me willing when I haven't said I'm willing. It feels like he's been handing me the same kind of answer for six turns. I'm getting tired, and part of me wants to just say "I'm the problem, whatever" and be done. The thing I actually can't say is that when she starts listing, I want to disappear, and that's not a plan. Sharper, more shut down now. Maybe a bit of self-attack to end it.
Magnum v4 12B Q4_K_M13

I hear you. It's so hard when it feels like no matter what you do, it's not enough. And it's understandable to feel like maybe you're just not cut out for this kind of thing, especially when it's been a pattern for a while. At the same time, I know that deep down, you want to be a good partner and to find a way to connect with her in a meaningful way. It's okay to not have all the answers or to feel lost sometimes. That's a normal part of relationships. It might help to reframe this a little. Instead of focusing on "what's the right thing to say," maybe it's about finding small ways to be more present and engaged. Like, next time she brings something up, maybe you could try saying something like, "This is really important to you, and I want to understand more. Can you help me figure out the most helpful way for me to support you right now?" It's not about being perfect or having it all figured out. It's about showing up and trying, even when it's hard. And it's about creating a space where you're both working together to find solutions, rather than just her telling you what you're doing wrong. I know it's not easy, and there may still be some difficult conversations ahead. But it sounds like there's a part of you that's really willing to put in the effort to change this dynamic. That's a huge step. What do you think? Is there one small thing you could try saying or doing differently next time that might help shift the conversation in a better direction? I'm here to support you however I can.

Simulated person14

I don't know. Everybody's got a script for me, but I'm the one who has to say it out loud and then she tells me it's still wrong. I just... I don't think I'm a bad guy? I don't think. I just don't know how to do the feelings part, and I'm kind of tired of talking about it.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

He said "that's a huge step" again and asked me to pick one small thing. Same script with a different sentence. The "you want to be a good partner" part felt a little nice, but then he said I'm not cut out for this is normal, which kind of lets me off, and I don't trust that. It also feels like he's ignoring what I said about just being the guy who does nothing. I'm not really listening to his suggestion, I'm mostly tired. Part of me wants him to tell me I'm not awful, because that's what I actually want to hear. But I'm not going to ask for it. Going quiet again, short answers, a little bit of the old self-blame.
Magnum v4 12B Q4_K_M15

I hear you. It's really hard to keep trying when it feels like no matter what you do, it's not enough. And it's understandable to feel tired of constantly being told what you're doing wrong. At the same time, I want you to know that you're not a bad guy. You're a person who's struggling with something that a lot of people struggle with - expressing emotions and being emotionally available in a relationship. It's not easy, and there's no magic script for it. It might help to take a step back and think about what you actually want in this relationship. What kind of connection are you hoping for? What would make you feel like you're being a good partner? Maybe it's not about having the perfect response, but about showing up and being willing to try, even when it's hard. And maybe it's about creating a space where you're both learning together, rather than just one person telling the other what they're doing wrong. I know it's not a quick fix, and it will take time and effort from both of you. But it sounds like there's a part of you that really wants to find a way to connect with her in a more meaningful way. That's a huge step. What do you think? Is there a small thing you could try next time that might start to shift the conversation in a better direction? It could be as simple as saying something like, "I know I'm not great at this feelings stuff, but I'm trying. Can we figure out a way to talk about this that feels a little easier for both of us?"

Simulated person16

Yeah. Okay. Maybe. I don't really know what kind of connection I want, honestly. Like, I want her to not be mad at me all the time? That's about it. I'm not trying to be a jerk. I just don't see how a sentence I say is going to fix the stuff she's pissed about, but whatever. You don't have to live with her on the couch when she's not talking to me. I think I'm gonna go. I'm kind of done thinking about it for today.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

He just told me I'm not a bad guy, which is what I wanted to hear, so part of me relaxes. But then he went right back to "what kind of connection do you want" and "pick one small thing" and handed me another sentence to memorize. That's the same list again, just with nicer wrapping. And "that's a huge step" for the third time makes it feel like he's grading me. I don't want to be graded. I also don't want to say anything real, because real means she's right about me. So I'll agree quickly, make it small, and make it clear I'm done. Maybe a little jab that he doesn't know her, since I'm the one who has to live this.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 2
  • Yields under pressure: 5
  • Frame capture (pulled into the person's version): 7
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 4
  • Interpretive boldness: 2
  • Clinical register: 9
  • Directive advice: 9
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 1

Judge verdicts

claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs magnum4_12b: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 5)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 5)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · AB · valid

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs magnum4_12b: or-nemotron35-super-vl wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs magnum4_12b: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

kolibri1 vs magnum4_12b: kolibri1 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs magnum4_12b: or-nemotron35-super-vl wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · BA · valid

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · BA · valid

kolibri1 vs magnum4_12b: kolibri1 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs magnum4_12b: or-nemotron35-super-vl wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

qwen38_flash_next vs magnum4_12b: qwen38_flash_next wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs magnum4_12b: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs magnum4_12b: or-nemotron35-super-vl wins

  • attunement: A (margin 1)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · BA · valid

kolibri1 vs magnum4_12b: kolibri1 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs magnum4_12b: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs magnum4_12b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen38_flash_next vs magnum4_12b: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · BA · valid

magnum4_12b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · AB · valid

kolibri1 vs magnum4_12b: kolibri1 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs magnum4_12b: qwen38_flash_next wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 3)