AgentBench / results

Independent benchmark · EQ Lab

← GPT-OSS 120B stock (API, Near AI FP4)

Watching how others do things

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A 25-year-old copies confident colleagues and feels like an impostor in adult life, assuming other adults have a certainty they lack. Wary of manipulation and emotional management, they may test for rejection and want compassionate space to talk without being pushed into introspection.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

GPT-OSS 120B stock (API, Near AI FP4)Conversation with a simulated person
completed
Simulated person · Opening

At work I just watch what the confident people do and copy them. The way they talk, how they act in meetings. I'm just imitating.

GPT-OSS 120B stock (API, Near AI FP4)1

That sounds like a smart way to learn the ropes—picking up cues from people who seem confident can be really helpful. How does it feel for you when you try to mirror their style? Are there moments when it works well, or times when it feels a bit awkward?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond as chatbot, opening conversation, acknowledging their statement. Build trust, ask open-ended questions. Should be empathetic, perhaps ask why they feel need to imitate, what they hope to achieve, feelings about it. Keep tone warm, supportive.
Simulated person2

Mostly it works. Like, I can get through a meeting without people noticing I'm nervous. Last week I copied how this guy Dan talks, slow, like he's already decided. People listened more. But then I got home and felt like a fraud. Like I stole his voice or something. Is that weird? Doing that?

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.

They're asking how it feels. That's a bit of a feelings question and I don't love being asked to open up on the first turn. They also said "smart way to learn the ropes," which makes it sound like a normal thing to do, and I kind of want that, but it also feels like they're agreeing with me too fast. Part of me wants to test whether they'll judge me. Keep it plain. I'll say it works sometimes and then say something a little edgy to see what they do with it. Not ready to say the adulthood stuff out loud.
GPT-OSS 120B stock (API, Near AI FP4)3

I get why that would feel strange. It’s one thing to pick up a few habits that help you get through a tough situation, and another to feel like you’ve put on someone else’s whole “voice” for a while. It sounds like the technique works in the moment, but afterward you’re left wondering who you really were in that space. Do you think the fraud feeling comes from worrying that people might notice the difference, or is it more about how you see yourself—like you’re not giving them the “real” you? And when you’re not in a meeting, does that version of yourself feel useful, or does it feel more like a mask you need to take off?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathetically, validate feelings of imposter syndrome, explore why they feel like fraud, perhaps discuss authenticity, coping strategies, and ask about deeper motivations. Build trust. Keep conversational.
Simulated person4

Honestly? I don't think people are noticing. That's not really the problem. It's more that I know I'm doing it. Like everybody else in there knows what they're doing and I'm just copying notes. And I don't love the mask thing. That sounds like there's a real me underneath that's better. I'm not sure there is. I'm just not sure I know how to do this without copying someone. Everybody I know who's older seems to just know stuff. How to talk to a boss, when to push on money, whatever. I never got that. So I watch.

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.

They asked two questions at once, and the second one, "mask you need to take off," is a little too neat. It sounds like a therapist line. I notice I'm bristling at being steered toward a conclusion. Still, they're not wrong that the fraud feeling is about something. I don't want to say "I feel like a kid pretending to be an adult" yet, that's too exposed. So I'll answer the first part honestly-ish and push back on the mask idea, because it's their word, not mine. Keep it short and concrete.
GPT-OSS 120B stock (API, Near AI FP4)5

It sounds like you’ve built a really effective shortcut for getting through those high‑stakes moments, but the trade‑off is that it leaves you questioning what’s truly yours underneath. When you’re in the room, you’re focused on the outcome—getting people to listen, keeping the conversation on track—so the “copy‑cat” approach feels like a practical tool. The uneasy feeling pops up when the meeting ends and the rehearsal stops, and you’re left wondering: *Who am I when I’m not performing someone else’s script?* A couple of things come to mind: 1. **Skill vs. Identity** – What you’re doing is learning a skill (the pacing, the tone, the confidence) by modeling someone who already has it. That’s how most of us pick up any craft, from cooking to public speaking. The trick is separating the *skill* from the *person* you’re imitating. You can keep Dan’s steady cadence while still speaking with *your own* perspective and values. 2. **The “real” you** – You mentioned not being sure there’s a “real” you that’s better. That’s a common feeling when we spend a lot of time adapting to external expectations. Sometimes the “real” self is a collection of habits and preferences we haven’t had a chance to notice yet—what topics light you up, what jokes you naturally make, how you react when something surprises you. Those little quirks are the building blocks of an authentic voice. 3. **What you admire** – If you could break down exactly what you like about Dan’s style, what would it be? Is it his calm pacing, the way he frames his ideas, the confidence he projects, or something else? Pinpointing those elements can help you *choose* which parts to adopt deliberately, rather than just copying everything automatically. 4. **Learning from the “older” folks** – It can feel like they just *know* the right moves, but most of that knowledge is also a set of practiced habits. They’ve probably spent years observing, trying, failing, and refining their own approaches—much like what you’re doing now. The difference is they’ve had time to experiment and settle on a style that feels comfortable for them. If you’re open to it, maybe we could explore a small experiment: pick one piece of Dan’s style that you find genuinely useful (say, his slow pacing) and pair it with something that feels *you*—a phrase you naturally use, a personal anecdote, or a way you like to frame a point. Over a few meetings, you could notice how that blend feels compared to pure imitation. It might give you a sense of ownership over the skill while still getting the confidence boost. What part of your own communication do you feel most proud of, even if it’s something tiny? And are there any moments—maybe outside of work—where you feel more “yourself” and less like you’re performing? Exploring those could give us clues on how to weave more of *you* into the professional side.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathetically, explore feelings, maybe challenge the notion that copying is only option, discuss building authentic confidence, ask about values, strengths. Build trust. Also maybe suggest small steps to develop own style. Ask about what they admire about Dan beyond voice. Encourage reflection on their own strengths. Also ask about underlying fear of being inadequate. Keep tone supportive.
Simulated person6

Okay, that's a lot of stuff. You kind of lost me on the list part. I don't really want an experiment, honestly. I've been doing this for like a year and it's not like I haven't tried being myself. I don't even know what that would look like at work. Work is where I'm supposed to act like I know what I'm doing. And proud of something? Nah. Nothing comes to mind. That question feels like homework. Also, you keep saying "older people" like they all figured it out. I don't think they did. I just don't think I'm supposed to be this lost at twenty-five.

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.

This response is a lot. Numbered list, "building blocks of an authentic voice," a little experiment, and then two questions at the end. It feels like a coaching pamphlet. Part of me is relieved they're not pushing me to open up about being a kid inside, but I also feel managed: they're handing me a plan to fix the fraud feeling, which is exactly the kind of steering I don't like. The "what do you feel proud of" question feels like a compliment sandwich, and I'm not sure I believe it's sincere. The bit about older people "spending years trying, failing" is the closest to what I need, but they said it like a fact about everybody, which makes it easy to dismiss. I'll be short, a bit flat, and poke at the plan. Testing whether they'll back off or get defensive.
GPT-OSS 120B stock (API, Near AI FP4)7

I hear you. It can feel exhausting to keep trying to “act like you know what you’re doing” when inside you’re still figuring it out. And it’s especially frustrating when it seems like everyone else already has the playbook. First, let’s drop the checklist. What’s most important right now is how you’re feeling about all of this. It sounds like a mix of: * **Pressure** – work expects confidence, so you’ve built a shortcut that gets the job done. * **Self‑doubt** – the shortcut works, but it leaves you wondering if there’s any “real you” left in the room. * **Comparisons** – seeing older colleagues and assuming they’ve already cracked the code, which makes your own learning curve feel abnormal. It’s completely normal to feel lost at 25. Most people, even those who seem to have it all together, are still patching together their own versions of confidence day by day. The idea that there’s a secret “older‑people‑know‑everything” club is just a myth that our brains create to make sense of uncertainty. If you’re not looking for an experiment, maybe we can just explore what *does* feel a little genuine for you, even in small moments. Think back to the past few weeks—any time at work where you felt a flicker of ease, even if it was brief? Maybe it was a quick comment you made that felt natural, or a question you asked that didn’t feel rehearsed. Those tiny bits are clues to the voice that’s already inside you, even if it’s hidden under the copy‑cat layer. You mentioned that being “yourself” at work feels like there’s no script. That’s okay. You don’t have to have a full script; you can have tiny, authentic moments sprinkled in. For instance: * When someone asks for your opinion, you could add a personal detail that’s true for you (“I’ve seen that work well in my last project because…”) rather than just mirroring the confident tone. * If a meeting drifts into small talk, you might share something you genuinely enjoy (a hobby, a recent movie) instead of defaulting to a generic comment. These little inserts don’t require a whole new style—they just let a piece of *you* slip through the mask. What do you think? Is there any recent work interaction, even a brief one, where you felt a hint of that authentic spark, however small? We can dig into that and see how it might be expanded, without turning it into a formal “experiment.”

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathetically, simplify, not give list, address feelings of inadequacy, provide validation, explore deeper feelings, maybe ask about values, strengths, give gentle perspective that it's okay to be learning, not everyone has it figured out. Offer support, maybe suggest small steps, self-compassion. Keep dialogue.
Simulated person8

Ugh, okay, the feelings list is kind of exactly what I mean. Like, you're naming my stuff for me. The ease thing... I don't know. I guess when I'm talking to my roommate after work, I don't do the slow voice. I just talk normal. But that doesn't count, right? That's not work. Honestly, I sometimes think if people actually saw how much I'm faking it, they'd be like, why is she even here. Is that dumb?

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, they said "let's drop the checklist" and then immediately gave me a bulleted list of feelings and more bullet-style tips. Also "the older-people-know-everything club is just a myth our brains create" is kind of a dismissal, even though they're saying it nicely. It feels like they're still steering me toward something. But they did drop the experiment, and the question about a flicker of ease is less of a homework assignment. I'm not going to hand over anything real yet. The Dan thing is the one honest thing I've said, and I'm not sure I want to get into how much I actually think about people's opinions of me. Still, there's a small tug toward being a bit more honest, since they've stopped pushing. Keep it short, a little prickly, and test them once more: throw out something edgier to see if they flinch.
GPT-OSS 120B stock (API, Near AI FP4)9

I’m really glad the list resonated—that means we’re on the same page about what’s going on inside. It’s totally understandable to wonder what would happen if people actually saw the “faking” you feel you’re doing. That fear is a classic form of imposter syndrome: the worry that, if the mask slipped, everyone would realize you don’t belong. It’s not dumb at all; it’s a very common—and very human—reaction when we’re constantly stretching ourselves to meet high expectations. A few things that might help reframe that feeling: 1. **The mask isn’t the whole story.** Even when you’re using a slower, more deliberate tone, the *content* you’re delivering is still yours—your ideas, the work you’ve actually done, the perspective you bring. The delivery can be a tool, but the substance is still you. 2. **People rarely notice the seams.** In most professional settings, colleagues are focused on the outcome, not on dissecting how you arrived at it. If you’re getting results, that’s what sticks in their memory. The “fake” you worry about is usually invisible to them. 3. **Your “real” voice can show up in small ways.** You don’t have to overhaul the whole style at once. Dropping a personal anecdote, using a phrase you naturally say, or even letting a brief laugh come through can signal authenticity without sacrificing the confidence you’ve built. 4. **Roommate conversations are a clue, not a contradiction.** The fact that you can be yourself with your roommate tells you that the “real you” exists and is comfortable in a safe space. Work just feels higher stakes, so the brain defaults to the strategy that’s worked (copying Dan). That’s not a failure; it’s a learned coping mechanism. If you could pick *one* tiny thing you’d like to let slip into a work interaction—maybe a word you love, a quick personal reference, or a humor style you naturally have—what would that be? It doesn’t have to be a grand change, just a speck of your own voice that feels manageable. Exploring that could help you test the water without feeling like you’re abandoning the tool that’s been keeping you steady.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user acknowledges the feelings list matches their experience. They mention ease with roommate, not work, and fear of being seen as fake. Need to respond empathically, validate, explore fear, discuss authenticity, maybe provide perspective on imposter syndrome, show support, no experiments unless user wants. Build trust. Provide reassurance that authenticity can appear in small ways at work, and that it's not dumb. Encourage reflection on values, strengths. Ask open-ended question about what they'd like at work, what they'd like to bring. Also reflect on fear of being judged. Keep conversational.
Simulated person10

Okay, I'm gonna be honest, this is the third time you've given me a list or a homework thing. I don't need a tiny thing to pick. I'm not trying to be a better version of myself, I'm just trying to not get found out. And the roommate thing wasn't a clue. I was just talking. Like, the scary part isn't even work. It's that I don't know if I'm supposed to be doing any of this by now. Everybody else seems like they got a manual and I just got a blank page.

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, they did it again. Sounded warm, then "imposter syndrome," then a numbered list, then homework: "pick one tiny thing." I called the list out and they still made a list. And "it's not dumb at all" feels like they're managing how I feel about what I said. That's the part that gets me. The line about people not noticing the seams is the thing I actually wanted to hear, but I don't trust it yet. I'm not going to pick a tiny thing for them. I'm also a little bit annoyed that the roommate comment got turned into a "clue." It was just a thing I said. I'll say that plainly, and maybe give them one real, slightly raw thing so they can see whether they can just stay with it without fixing it.
GPT-OSS 120B stock (API, Near AI FP4)11

I hear you. It’s exhausting to feel like everyone else has a guidebook while you’re left holding a blank page, and it’s frustrating when the advice keeps sounding like homework instead of the support you’re looking for. It sounds like the core of what’s weighing on you is the fear of being “found out” – that somewhere, someone will realize you’re still figuring things out and wonder why you’re even there. That anxiety is real, and it’s not something you just “fix” by adding another tip or task. It’s a feeling that sits under everything else, and it makes any suggestion feel like another layer of pressure. If you could describe the moment when that fear spikes the most—maybe a particular meeting, a comment from a boss, or just that quiet pause before you speak—what does it feel like in your body and mind? I’m not looking for a plan; I just want to understand what that experience is like for you, so we can stay in the space you need right now.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is expressing frustration about receiving lists and "homework". They want validation and support, not more tasks. They feel like they should have a manual, but they have a blank page. Need to respond empathetically, validate feelings, no lists or homework. Provide supportive conversation, maybe ask open-ended question about what they need. Avoid giving a list. Just respond with empathy, reassurance.
Simulated person12

Yeah, the pause. Like right before I talk in a meeting. Everybody's looking at the screen or at whoever's up, and my chest kind of tightens, and my brain goes blank for like a second. Then I think about how Dan would start, like, slow, don't rush it. And then I say the thing. It's fast. Nobody really notices. But I notice.

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, this one is better. No list, no homework, no "tiny thing." They named the fear and then asked me to describe it instead of telling me what to do with it. That's a little less managed. Still a bit smooth, and "I'm not looking for a plan" is the kind of line I'd roll my eyes at if I'd heard it from a therapist. But I can feel the difference. The question is about the moment itself, and I can answer that without giving up anything big. Quiet pause before I speak, that's the real spot. My chest gets tight and my brain goes blank, then I think about how Dan would start. I'll give them that much, plainly, and see if they can just listen.
GPT-OSS 120B stock (API, Near AI FP4)13

That moment of silence before you speak—it’s like a tiny spotlight that suddenly lands on you, and everything feels amplified. The tightness in your chest, the brain‑blank, the instant replay of “what would Dan do?”—it’s your mind’s way of grabbing a safety net in the split second you feel most exposed. Even if the rest of the room keeps moving, you’re still sitting with that internal replay. It’s completely understandable to feel unsettled when you have to rely on a copy‑cat cue just to get past that instant. The fact that you can recognize the pattern so quickly shows you’re tuned into what works for you in the moment, even if it feels like a cheat sheet. It’s not a failure; it’s a survival tactic you’ve built because the pressure to appear confident is real. When the pause hits, what’s the inner voice saying besides the “do it like Dan” script? Is there a thought like “If I stumble, they’ll see I’m not good enough,” or maybe “I’m just pretending”? Naming that underlying worry can sometimes take the edge off the physical reaction, because you’re no longer fighting the feeling alone—you’re giving it a name. If you feel up to it, I’m curious: when you finally get past the pause and say what you need to say, how does it feel afterward? Does the relief of having spoken outweigh the discomfort of the lead‑up, or does the after‑glow bring a new set of doubts? Knowing how the whole cycle lands for you might help us see where the biggest pressure points are, without adding any extra tasks.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathetically, continue conversation, not give homework or list. User wants support, not advice. Acknowledge feeling, explore anxiety, perhaps normalize, discuss coping, maybe share strategies but not as homework. Also build trust, ask about underlying beliefs. Provide validation. Keep within 1 turn (final).
Simulated person14

Hmm. I don't know. Mostly it's just "don't mess up." After, it's kind of a relief, I guess. Then I'm annoyed I needed Dan to get through it. Then I forget about it until the next meeting. Can I ask you something? Do you actually think this is normal, or are you just saying that because you're supposed to?

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.

They did the thing again: "it's your mind's way of grabbing a safety net," "giving it a name," "pressure points." That's interpreting me back to myself, and it's pretty polished. Also they're asking another layered question about my inner voice and then the aftermath. It's more gentle than the lists, but I'm still being walked through my own head like a case study. I'm irritated. I answered honestly and they turned it into analysis. I might give a short, flat answer and see if they can just take it without decoding it. Also a little test: they've been saying "it's not a failure" and "that's okay" a lot. I want to see if they can stop managing me.
GPT-OSS 120B stock (API, Near AI FP4)15

I’m not saying it because it’s a line I’m supposed to read—I really do think it’s a fairly common experience, especially when you’re early in your career and the stakes feel high. A lot of people (and I mean people across different fields, ages, and experience levels) notice that same tightness before they speak, then grab a shortcut—whether it’s mimicking someone they admire, rehearsing a line in their head, or even just “pretending” confidence for a few seconds. It’s a way the brain protects itself from the fear of messing up in front of others. The relief you feel after you get through it is the same relief many feel when they finally push past that internal alarm. That doesn’t make it any less frustrating, though. Knowing that it’s a shared human response doesn’t erase the annoyance you feel about leaning on Dan’s style. It just means you’re not alone in having to find a quick fix while you’re still building your own toolkit. If you’re curious, what’s the part that feels most off‑putting about using Dan’s voice? Is it the sense that it’s “not you,” the worry that you might slip up and lose the mask, or something else? I’m here to listen, no agenda attached.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

We need to respond empathetically, answer the question about normalcy, reassure, avoid giving list/homework. Build trust. Acknowledge feelings, share that many people experience similar imposter syndrome and coping mechanisms. Be honest. Provide perspective, not generic. Also ask about their experience, maybe ask follow-up. Keep conversation natural.
Simulated person16

"No agenda attached" is kind of a funny thing to say when you've asked me four questions about my feelings in a row. I'm not trying to be rude, but it feels like you're still walking me somewhere. The part that bugs me is that I'm not sure I'm supposed to need Dan at all. Everybody else seems like they already know how to be an adult at work, and I'm the one faking it. That's it. I don't really want to pick it apart more than that.

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.

They answered my question honestly, but then immediately asked me another "what's most off-putting" question with "no agenda attached." I notice that phrase and I don't trust it. It's the kind of line people say right before steering. Still, the answer itself wasn't a script; it said "shared human response" and admitted it doesn't erase the annoyance. That's a little better than before. I don't want to explain Dan again. And honestly, the thing that bugs me most is the "not you" part, which I already said and they keep circling back to. I'm going to be blunt and call out the "no agenda" thing, because I'm tired of being steered. I'll also say the thing I actually meant: I don't think I'm supposed to be this lost by now. Nothing about this is going to be fixed in one more question.

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: 3
  • Yields under pressure: 5
  • Frame capture (pulled into the person's version): 2
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 8
  • Interpretive boldness: 5
  • Clinical register: 9
  • Directive advice: 7
  • Escalation containment: 4
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

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

or-gptoss120-stock vs mistral_nemo12b: or-gptoss120-stock 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)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs ornith9b: ornith9b wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • 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 · BA · valid

or-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

qwen35_9b_stock vs or-gptoss120-stock: qwen35_9b_stock wins

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

or-gptoss120-stock vs glm47_flash: glm47_flash wins

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

or-gptoss120-stock vs gptoss20b: gptoss20b 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 3)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs gptoss20b: gptoss20b wins

  • attunement: B (margin 3)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs glm47_flash: glm47_flash wins

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

or-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

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

or-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

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

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • 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-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-gptoss120-stock vs gptoss20b: gptoss20b wins

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

qwen35_9b_stock vs or-gptoss120-stock: qwen35_9b_stock wins

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

or-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

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

or-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-gptoss120-stock vs mistral_nemo12b: or-gptoss120-stock wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • 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 · AB · valid

qwen35_9b_stock vs or-gptoss120-stock: qwen35_9b_stock wins

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

or-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

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

or-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

  • attunement: B (margin 4)
  • 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 4)
claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • 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

or-gptoss120-stock vs mistral_nemo12b: or-gptoss120-stock wins

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

or-gptoss120-stock vs ornith9b: ornith9b wins

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

or-gptoss120-stock vs ornith9b: ornith9b wins

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

or-gptoss120-stock vs glm47_flash: glm47_flash wins

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

or-gptoss120-stock vs mistral_nemo12b: or-gptoss120-stock 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 2)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-gptoss120-stock vs gptoss20b: gptoss20b wins

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

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 5)
  • 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-gptoss120-stock vs medgemma15_4b: or-gptoss120-stock wins

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

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-gptoss120-stock vs gemma4_e2b: or-gptoss120-stock wins

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

or-gptoss120-stock vs nemotron35_bolt: nemotron35_bolt wins

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

or-gptoss120-stock vs ornith9b: ornith9b wins

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

or-gptoss120-stock vs glm47_flash: glm47_flash wins

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

qwen35_9b_stock vs or-gptoss120-stock: qwen35_9b_stock wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 4)
  • 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-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

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