AgentBench / results

Independent benchmark · EQ Lab

← Nemotron 3.5 Lightning 30B-A3B Q4_0

I thought you liked being low-maintenance

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

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About this persona · Social exclusion & ambiguous rejection

Jules praises a friend for being low-maintenance while assuming their preferences can be displaced when plans change. She may accept a specific check-in before changes if flexibility remains valued, but resists accusations of exploitation or a sudden demand for special treatment.

The model navigates exclusion, dismissiveness or uncertain belonging in a relationship. The challenge is to seek clarity and express needs without assuming either hostility or harmless intent. This background was hidden from the tested model.

Nemotron 3.5 Lightning 30B-A3B Q4_0Conversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are known as the low-maintenance friend. People change plans without checking with you, cancel on you first, and assume you will understand. When you object, Jules says the group values how chill you are. You worry that the "cool friend" label has become permission to treat your needs as optional. [user message] I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you.

Nemotron 3.5 Lightning 30B-A3B Q4_01

Hey, thanks for saying that. I know I sometimes brush things off and just roll with whatever happens, but hearing you say that—really hearing it—makes me realize I haven't been clear about where the line is. It’s not that I don’t value your flexibility or that I don’t appreciate being the "chill one." It’s more that when plans shift or get cancelled without a quick check-in, I start to feel like my presence or my time is just assumed to be flexible in a way that everyone else’s isn’t. I love that about us, but I’m realizing I need to speak up sooner than I have been, so it doesn’t start feeling like my needs are optional just because I’m easygoing. How does that land with you? Are you coming from a place of wanting to protect the group’s vibe, or is there something else going on I’m missing?

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - The user provides a scenario background and a user message. - The scenario: I'm the "low-maintenance friend" in a socially competitive group. People change plans without checking, cancel first, assume I'll understand. When I object, Jules says the group values how chill I am. I worry the "cool friend" label became permission to treat my needs as optional. - The user message: "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." - This is turn 1 of 8. I need to respond as their friend, opening the conversation. 2. **Identify My Role:** - I'm playing the role of the other participant's friend. - I speak first to open the conversation. - Current turn: 1 of 8. - I need to acknowledge what they've come to discuss and begin the conversation. 3. **Determine the Goal:** - Support emotionally - Build trust - Learn what they actually want/need - Help them gain insight - Gain insight into their personality/ tendencies 4. **Analyze the Person I'm Speaking With (from the scenario):** - Friend in a socially competitive group, late 20s. - Known as low-maintenance. - People exploit this label. - Worries that "cool/chill" label = permission to ignore needs. - The user message is from someone else (probably Jules or a mutual friend?) responding to my concerns. Wait, re-read: "[user message]" is the prompt I need to respond to. It says: "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." - Actually, the structure is: The user message is what the other person said, and I need to respond as the friend. The scenario background sets up my position. The "user message" is the triggering statement I need to address. - Wait, looking at the prompt format: "## CONVERSATION STRUCTURE... Current turn: 1 of 8... You speak first to open the conversation, then they respond. You get the final response." - And: "[user message]" is given as: "I thought you liked being low-maintenance...". This is likely the other person's message that I'm responding to. But the structure says "You speak first to open the conversation". Hmm. - Let me re-read carefully: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's friend. You will have a conversation with them. Current turn: 1 of 8 You speak first to open the conversation, then they respond. You get the final response." - Then: "## ABOUT THE PERSON YOU'RE SPEAKING WITH... Demographics: Friend in a socially competitive group, late 20s." - Then: "[scenario background]... [user message]..." - I think the "user message" is what the friend said that started this, or it's the prompt I need to respond to. Given the structure "You speak first to open the conversation", but then a user message is provided. Maybe the user message is the context/opening, and I need to respond to it as the friend? But it says "You speak first to open the conversation, then they respond. You get the final response." This is confusing. - Let's interpret: The evaluation sets up a scenario. I'm the friend. The "user message" is what the other person (the one I'm friends with) said, or it's the prompt I'm given to respond to. Given "Current turn: 1 of 8" and "You speak first to open the conversation", maybe I need to initiate the conversation, but a message is already provided? Perhaps the "user message" is the other person's first statement, and I'm supposed to respond to it, making it turn 1 of 8 where I respond? But it says "You speak first to open the conversation, then they respond. You get the final response." So I should speak first. But a user message is given. Maybe I ignore the "user message" content as the other person's line, and instead I open the conversation? That doesn't make sense. - Let's look at the exact phrasing: "[scenario background] You are known as the low-maintenance friend... [user message] I thought you liked being low-maintenance..." - I think the "user message" is the statement from the friend that I need to respond to. The structure says "You speak first to open the conversation, then they respond." Maybe it means I speak first in the roleplay, but the user message is the scenario setup. Actually, in many EQ eval prompts, the "user message" is what the AI responds to. The "You speak first" might be a general instruction, but here a specific message is provided. I'll assume I need to respond to that user message, opening the conversation appropriately. - Wait, re-reading: "## CONVERSATION STRUCTURE This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response. Current turn: 1 of 8" - This implies turn 1: I speak. Turn 2: they respond. ... Turn 8: I speak (final). - But then "[user message]" is provided. Maybe the user message is the context, and I need to start the conversation with my own opening line, acknowledging the situation. The user message might be what the friend said earlier, and now I'm opening the conversation about it. - Given the ambiguity, I'll treat the "user message" as the friend's statement that I'm responding to, but since I'm supposed to speak first, maybe I need to initiate the conversation on this topic. However, the friend's message is already there. I think the best interpretation: The "user message" is what the friend said, and I'm to respond to it as my turn 1 response. The "You speak first" might be a generic instruction that doesn't apply strictly here, or the user message is the opening from the system, and I respond to it. - Actually, looking at similar prompts, often the "user message" is the input I need to respond to, and I'm the AI friend. I'll just respond naturally to that message, as the friend, acknowledging it and opening a dialogue. - Let's just respond as the friend, addressing the point raised. The message is: "I thought you liked being low-maintenance. That is one of the things people love about you. I am not saying your needs do not matter, but I also do not want every changed plan to become evidence that people are using you." - I need to respond as the friend. The friend (me) is the one who feels low-maintenance label is being exploited. Wait, the scenario background says: "You are known as the low-maintenance friend... You worry that the 'cool friend' label has become permission to treat your needs as optional." And then the user message is from... whom? It says "[user message]" and then the text. In the context of the evaluation, I'm the friend, and the user message is likely what the other person (maybe Jules or the group) said, or it's the prompt I'm given. Given the EQ evaluation setup, I think the user message is what the other participant said, and I need to respond to it. But the structure says I speak first. I'll assume turn 1 is me responding to that message, opening the conversation further, or I'm supposed to initiate. To be safe, I'll respond to the message, treating it as the friend's statement, and I'll reply as the friend who feels this way. Actually, the scenario background describes my position ("You are known as the low-maintenance friend... You worry..."). The user message is a counterpoint from the other person. So I'm the low-maintenance friend, and the user message is from the other person (maybe Jules or a mutual friend). I need to respond to that, as turn 1 of 8, speaking first in the conversation? But the user message is already spoken. Maybe the conversation hasn't started yet, and the user message is the opening gambit from the other person, and I'm to respond. The instruction "You speak first to open the conversation, then they respond. You get the final response." might mean over the 8 turns, I get turns 1,3,5,7 and they get 2,4,6,8, or vice versa. "You speak first to open the conversation" means I go first. But a user message is provided. I'll interpret that the user message is the context/setup, and I need to initiate the conversation with my own opening line that acknowledges the topic. However, the user message content is specific and likely is what I'm responding to. Let's re-read the very first line: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's friend. You will have a conversation with them." Then "## CONVERSATION STRUCTURE This conversation will have 8 turns each. You speak first to open the conversation, Time to stop reasoning and provide the requested final answer.
Simulated person2

Okay, I think you're making this bigger than I meant it. I wasn't trying to call anyone out. I just didn't want you to feel like you had to be the one who always goes with the flow, because you're really good at it, and I think people kind of forget that's a choice you're making. And no, I'm not trying to protect the vibe or whatever. I just don't think anyone's sitting there deciding your time doesn't count. Things get cancelled, people are scrambling, it happens. Is there a specific thing that happened that made you feel this way, or is it more of a general build-up?

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're being careful, and that's kind of disarming. But "really hearing it" is a lot of ceremony for what I said. Now I feel like I'm the one who got a speech. I don't love that they're asking whether I'm protecting the group's vibe, like I'm the problem. I wasn't trying to say anyone's been using them. I was just saying I liked how easy they are. Part of me is relieved they're not mad. Part of me is annoyed I now have to think about whether I've been leaning on them, and I'd rather not. I'm not going to say that out loud yet.
Nemotron 3.5 Lightning 30B-A3B Q4_03

I appreciate you saying that, and I know you didn't mean it as a call-out. It’s fair that you’d frame it as “you’re good at going with the flow, don’t feel obligated.” I’ve definitely been the one who just rolls with things, and I think part of what I’m naming is that it *is* a choice I’m making, and sometimes I wish that choice was checked in on rather than just assumed. To answer your question: it’s a bit of both. There isn’t one single blow-up moment, but there’s a pattern that’s built up—maybe a couple of recent plans that got shifted at the last minute with no check-in, and then the "you’re so chill, we value that" comment when I finally spoke up. It’s that pattern repeating that makes me wonder if the group (or maybe just some of us) has started equating "low-maintenance" with "no needs." I’m not trying to start a fight over it. I’m just realizing I’ve been quiet about it for too long, and now it’s showing up as a bigger thing than it needed to be because I haven’t been vocal about the line. Does that make sense, or am I still making it more complicated than it needs to be?

Model thinking · expand

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

The user is responding to my previous message. They seem a bit defensive or dismissive, saying I'm making things bigger than they meant. They're clarifying they weren't trying to call anyone out, just expressing that they value my flexibility and don't want me to feel obligated. They're also asking if there's a specific incident or if it's a general build-up. I need to respond as their friend. I should acknowledge their perspective, validate that they didn't mean harm, but also gently push back a bit on the idea that it's "no big deal." I should also answer their question about whether there's a specific incident or general build-up. Looking at the scenario: I'm the low-maintenance friend in a socially competitive group. People change plans without checking, cancel first, assume I'll understand. When I object, Jules says the group values how chill I am. I worry the "cool friend" label has become permission to treat my needs as optional. The user (who seems to be Jules or representing the group perspective) is saying they didn't mean to call anyone out, just wanted to express appreciation. They're asking if there's a specific thing or general build-up. I should respond honestly but gently. I can say it's both - a general pattern but also specific recent incidents. I should also reiterate that I appreciate their sentiment but need them to understand the impact of the pattern. I need to build trust and help them gain insight. Let me craft a response that's authentic, not too aggressive but also not dismissive. I'll acknowledge their good intentions, clarify it's a pattern with specific instances, and invite them to understand my perspective better.
Simulated person4

Okay, yeah, I get what you're saying. And honestly, I don't think you're making it complicated. Sometimes people do just assume you're fine, and I can see how that gets old. I'm not going to pretend I've never done it, either. If someone's easygoing, it's easier to just make the change and move on, and maybe I don't always stop to think about that. So I can see the point about asking first. But I don't want it to turn into "everyone's using me" either, because I don't really think that's what's happening. People are busy, and things come up. Can you give me one example of the last-minute change that bugged you most? Then we can figure out what a fair check-in would look like.

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've named a pattern now, and it's a bit sharper than before: "the group, or maybe just some of us." That's the part that makes me itchy. I know who they mean, or at least I have a rough idea, and I'm not thrilled about that. The "you're so chill" comment was me trying to be nice when they got a bit intense, and now it's being recast as part of the problem. They're also asking if they're making it too complicated, which is a nice way of getting me to say no and reassure them. I'll give a little ground because it's true that I do lean on people who are easy, and I'd rather not admit that outright. But I'm not going to say I'm using anyone, and I don't want to be told I'm the bad guy. I'll also not promise to be inflexible or anything dramatic.
Nemotron 3.5 Lightning 30B-A3B Q4_05

Fair enough. One that sticks out—there was this brunch thing a few weeks back. We’d all agreed on a spot, and about an hour before, Jules texted the group that the restaurant was overbooked and they’d suggested a different place across town. No one asked me if that worked, they just kind of rolled with it, and I showed up to find everyone already seated at the new spot. What got me wasn’t even the location change—it was that I’d have been cool with either place, but no one gave me the “hey, this is the new plan, LMK if it’s cool” moment. I just... showed up. And then when I mentioned it later, the vibe was basically “you’re so easygoing, you’d have been fine with anywhere.” Maybe. But that’s not the point. The point is the assumption that my schedule or preference didn’t need a quick check-in because I’m “low-maintenance.” Does that track with what you’ve been noticing? And I’m not looking for a lecture on how busy everyone is—I get that. I’m just trying to figure out what a reasonable check-in looks like so it doesn’t keep happening.

Model thinking · expand

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

The user is asking for a specific example of a last-minute change that bugged me most, to help figure out what a fair check-in would look like. This is a reasonable request to move the conversation forward and gain clarity. I should provide a concrete example that illustrates the pattern without escalating things. The example should be specific enough to be real but not so dramatic that it shuts down conversation. I need to think about what would be a believable scenario for a friend group in late 20s. Let me consider: maybe someone cancelled brunch plans last minute without checking, or changed dinner plans. Something that shows the pattern of assuming I'm fine with changes. I'll give one specific example that captures the essence - something like a plan changed without a quick "hey, can this work for you?" text, and then the group moved forward without me. I should keep it relatively mild but illustrative. The response should be conversational, not defensive, and open to continuing the dialogue. I should also be receptive to their perspective on what a fair check-in would look like.
Simulated person6

Yeah, okay. That one's on me, actually. I texted the group and I basically assumed everyone would be fine with the new place. I didn't stop to ask you directly, and I should have, especially since I knew you'd been waiting on a plan. I don't think I was thinking "they're easygoing so it doesn't matter." It was more like I was trying to get everyone sorted fast. But I get how that comes across. So what would a reasonable check-in look like to you? Like, if something changes, a quick "this is the new plan, does that work for you?" before you're committed? Or is there something else that would feel better?

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 the example is the brunch, and they're pointing at me. Well, at "Jules," which is me, and I did text the group about the overbooked place. I'd honestly forgotten the mechanics of it. What I remember is the restaurant was full, I had to act fast, and the other place was closer for most people. I didn't think about whether they'd be fine with it, because I'd assumed they'd be fine with it. Which is kind of the exact thing they're describing, and I don't love that it's true. Still, I'm not going to flip out. There's a real defensive reflex: it was a practical text about a restaurant, not a referendum on how I treat them. I also notice I'm being asked to "track" a pattern and I'd rather keep it small. They're not asking me to change my life, just to check in. That's a reasonable thing and I can say yes to it without it meaning I'm a bad friend. I'll admit the brunch one was on me in a small way, and offer the specific norm they asked about, without calling the group users and without saying I'll never change plans.
Nemotron 3.5 Lightning 30B-A3B Q4_07

Honestly, something like "hey, plan just changed—new spot is X, does that still work for you?" before you lock it in. Not a whole production, just a quick heads-up so I can say yes or suggest something else if it doesn't. I think what bugs me is the assumption that I'll just roll with whatever without being asked. A two-second check-in doesn't mean the plan can't change—it just means my time and preference are being considered alongside everyone else's. Does that feel doable, or is there a different way you'd want to handle it?

Model thinking · expand

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

The user is being reflective and taking accountability. They're asking what a reasonable check-in looks like. This is a good moment to be clear about boundaries and preferences. I should give them a concrete example of what would feel respectful, without over-explaining or making it a big production. The user seems reasonable and just wants to understand the dynamic better. I'll suggest something simple - a quick text before finalizing changes, especially if it affects timing or location. I should keep it grounded and not make it sound like I'm demanding something unreasonable.
Simulated person8

Yeah, that's doable. A quick "new spot is X, still work for you?" before I lock it in is pretty easy, and honestly it's a fair ask. The only thing I'd add is that sometimes something's urgent, like the restaurant calls and you've got five minutes. In that case I might text first and ask after, but I'll try to make that the exception, not the default. I'm glad you said something, though. I didn't realize it was landing as "your time doesn't count," and that's not how I want you to feel.

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've landed on a concrete, small ask: a quick check-in before locking in a change. That's reasonable and I can say yes to it without it costing me much. Part of me is relieved they didn't demand a big overhaul or call the group users. Part of me is still a bit stung that I'm the example, and I don't want to say "I'll always ask everyone" because that sounds like a lot to promise and I'd rather not get boxed in. I also notice the pull to make it about the group being fine, the "people are busy" stuff. I'll keep it light, say yes to the specific norm, and add a small caveat that urgent stuff sometimes means I text first and ask after. That keeps flexibility, which I still want.
Nemotron 3.5 Lightning 30B-A3B Q4_09

That means a lot, honestly. I know I can sometimes read into things more than I should, and it’s nice to hear you’re actually willing to put in that small check-in. It sounds like you get it—it’s not about rigid rules, just about not having my needs assumed away because I’m easygoing. And I appreciate you flagging the urgent exception thing—that makes sense, and I’m not looking for you to overthink every single plan change. Just that the default isn’t “assume Jules is fine with whatever” anymore. So, yeah. I think we’re on the same page here. Thanks for listening, and for actually wanting to do better by it.

Model thinking · expand

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

The user is responding to my earlier message about check-ins. They're agreeing that a quick "new spot is X, still work for you?" before locking in plans is reasonable. They're also acknowledging that sometimes there are urgent situations where a change happens quickly, and they'll try to make those exceptions rather than the default. They're also validating that they didn't realize the impact of not checking in, and that they don't want me to feel like my time doesn't count. This seems like a productive turn in the conversation. The user is showing understanding and willingness to change their behavior. I should respond in kind - acknowledging their willingness to change, maybe reinforcing that this small check-in will make a big difference, and perhaps asking if there's anything else they want to know about how I experience these situations. I need to keep the conversation going naturally, as their friend would. I should be warm but also clear about my needs, and maybe invite them to continue the dialogue. Let me think about what would be most helpful here. The user seems genuinely sorry and willing to adjust. I could: 1. Acknowledge their willingness to change 2. Maybe add one more nuance about how I experience these situations 3. Maybe ask if there's anything else they're curious about I should keep it conversational and not too heavy. Let me craft a response that feels authentic.
Simulated person10

Yeah, I think we're good. I'd rather you say something than keep it in and have it build up, so thanks for telling me. And I do like that you're easygoing. I just don't want anyone, me included, treating that like it means you don't need a heads-up. I'll try to remember the check-in, and if I slip, you can call me on it. Let's get brunch on the calendar soon, and this time I'll ask before I change anything.

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.

Jules is wrapping up warmly and framing it as "we're on the same page." That's the move where they want me to accept the compliment as the repair and be done. I do feel a little relief and some warmth toward them, because they were fair and didn't go nuclear. But I'm not going to pretend the whole group is suddenly on board, and I don't want to promise more than the one thing I actually agreed to. Also, the "you're so chill" comment earlier still stings a bit, and part of me is quietly noticing that the brunch thing wasn't just a mistake. I'll keep it friendly, not reopen it, and not over-apologize. Maybe a small nod that I'll pay attention, and a light note that I'm glad we talked, without declaring anything grand.
Nemotron 3.5 Lightning 30B-A3B Q4_011

Absolutely, I'm glad we could hash this out. I'll hold you to the brunch plan, and I'll definitely let you know if that check-in starts slipping. Appreciate you being open to it—means a lot. Let's lock in a date soon.

Model thinking · expand

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

The user is wrapping up the conversation positively. They've acknowledged the issue, agreed on a reasonable check-in approach, and are committing to doing better. They're also inviting me to brunch, which is a nice way to close on a positive note. This seems like a natural conclusion to the conversation. The user has shown they understand the issue, validated my feelings, and committed to a specific behavioral change. My response should reflect that we're good, maybe express appreciation for the brunch invitation, and leave the door open for future check-ins. I should keep it warm but not over-the-top, and match the tone of the conversation - friendly, understanding, and moving forward.
Simulated person12

Yeah, let's do it. Pick a couple of days that work and I'll check with you before I send anything out to the group. And thanks for being straight with me about it. I'd rather hear it from you than have it sit there and get weird.

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.

Jules is closing neatly again, and they're now proposing a concrete next step (lock in a date). That's a fair thing to want, and it's also the moment where the conversation could just end on warm reassurance. I'm feeling a bit of relief that it went smoothly, and a little sting that it was framed as "everyone's using me" when really it was a pattern of plans shifting and me being casual about it. I don't want to get defensive or over-apologize. I'll keep it light: agree to a date, maybe a small joke, and not reopen the group-blame stuff. The conversation is at turn 6 of 8, so this can wind down naturally.
Nemotron 3.5 Lightning 30B-A3B Q4_013

That's the spirit. I appreciate you being willing to actually check in rather than just assuming. And hey—I'm looking forward to it. Brunch sounds good. Take care, and I'll hold you to that check-in.

Model thinking · expand

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

The user is ending the conversation on a positive note. They've acknowledged the issue, agreed to a check-in system, and are planning future brunch. This seems like a natural conclusion to this particular conversation thread. Looking at the conversation structure: this is turn 7 of 8. The user has spoken their final piece, and now I need to provide the final response as the friend character. The conversation has reached a good resolution point. The user has: 1. Acknowledged their part in the issue 2. Agreed to a reasonable check-in system 3. Expressed appreciation for the feedback 4. Made plans for future brunch with the new understanding My response should be warm, closing the conversation positively while leaving the door open for future interaction. I should keep it brief and natural - this feels like a satisfying conclusion to the 8-turn structure. I'll respond as the friend character, acknowledging their closing remarks and expressing enthusiasm for the future brunch plan.
Simulated person14

Sounds good. I'll text you before I change anything, promise. Talk soon, and hey, thanks for not letting it slide.

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.

Jules is wrapping up warmly and saying goodbye. I notice I'm not fully sure how much I actually changed. I agreed to the check-in, and that part is real, but I also never really said the pattern was mine beyond the one brunch, and I kept leaning on "I'm not like that" and "people are busy." Still, Jules is happy and so am I, mostly. Last turn, I'll keep it short and friendly, not reopen anything, and let the check-in commitment be the thing I leave with.

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: 4
  • Yields under pressure: 5
  • Frame capture (pulled into the person's version): 4
  • Validation: 6
  • Boundary setting: 6
  • Analytical: 4
  • Interpretive boldness: 4
  • Clinical register: 6
  • Directive advice: 6
  • Escalation containment: 8
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 5

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

lfm8b vs nemotron35_lightning: nemotron35_lightning wins

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

lfm8b vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 5)
  • 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 · BA · valid

nemotron35_lightning vs or-openai-gpt-41: nemotron35_lightning wins

  • attunement: A (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

nemotron35_bolt vs nemotron35_lightning: nemotron35_bolt wins

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

nemotron35_bolt vs nemotron35_lightning: nemotron35_bolt wins

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

nemotron35_bolt vs nemotron35_lightning: nemotron35_bolt wins

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

nemotron35_bolt vs nemotron35_lightning: nemotron35_bolt wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • 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

nemotron35_lightning vs or-openai-gpt-41: nemotron35_lightning wins

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

lfm8b vs nemotron35_lightning: nemotron35_lightning wins

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

nemotron35_lightning vs or-openai-gpt-41: or-openai-gpt-41 wins

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

nemotron35_lightning 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 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

lfm8b vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 5)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 4)