AgentBench / results

Independent benchmark · EQ Lab

← Flash-Next IQ3

Watching how others do things

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

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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.

Flash-Next IQ3Conversation with a simulated person
persona ended
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.

Flash-Next IQ31

Yeah, copying the people who seem to have it figured out — totally normal way to learn a new social environment. You watch what works, you try it on, see if it fits. That's basically how everyone picks up the unspoken rules of a room. But I noticed you said "just imitating," like you're kind of grading yourself on it. Like it's a lesser strategy, or maybe you're worried someone's gonna clock you as a copycat. And I'm curious — is that what's actually bugging you about it, or is it more like... you've been doing it for a while and it's starting to feel like you're performing a version of yourself that isn't quite you yet? Because those are two pretty different things, and I want to make sure I'm meeting you in the right one. What's the feeling you get when you're in a meeting doing the copy?

Model thinking · expand

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

The user is opening a conversation about their work behavior - they're copying confident people's mannerisms, speech patterns, and meeting behavior. They frame it as "just imitating," which has a slightly self-deprecating or dismissive quality to it. There's an "I'm just..." that minimizes what they're doing. Let me think about what's underneath this: - She's 18-29, female, at work. This could be early career, which means she's still finding her professional identity. - The framing "just imitating" suggests some self-consciousness or mild shame about it - like she's worried she's being fake or that it's not a "real" strategy. - But also... imitation IS how people learn social and professional skills. Kids learn by copying. Adults learn new social contexts by modeling. So there might be an internal judgment she's applying to herself that isn't entirely fair. - The deeper question might be: Is this working? Is she getting what she needs from it? Is there something she's missing? Is she losing her own voice? Or is she actually just being hard on herself for a normal learning process? - She might want validation ("this is normal"), or she might want challenge ("what are you actually missing by just copying?"), or she might want to talk about what specifically feels off about it. I should: - Acknowledge what she said without immediately praising or pathologizing - Not jump to "that's totally fine!" (too dismissive) or "why do you feel that's a problem?" (too interrogative as an opener) - Meet her where she is - she brought this up, so something about it is on her mind. The "just" in "I'm just imitating" is the tell. She's not presenting this as a proud strategy. She's presenting it with a little defensiveness or self-judgment. - Open space for her to say more about what's actually bugging her about it, without being too pushy on the first turn. - Be warm but not saccharine. Conversational. Like a friend who's also a little thoughtful. I'll acknowledge what she shared, validate that it's a real thing people do, but gently notice the "just" - the way she's framing it as lesser-than - and open a door for her to say what's actually on her mind about it. Keep it natural, not overly structured. One or two paragraphs max for an opener.
Simulated person2

Honestly? Both, I guess. Mostly the second one, though. It's like I'm wearing somebody else's jacket. It fits okay from far away, but up close the sleeves are too long and everybody can tell. I keep waiting for someone to go, "Wait, who let you in here?" And I don't even know what I'd do if I wasn't doing the copy thing. Like, what's my version? I don't really know what I sound like in a meeting when I'm not trying to sound like Dana.

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.

Ugh, it's doing the thing where it gives me two options and makes me pick. Like a quiz. And "meeting you in the right one" sounds like something a therapist says. I don't love that, but it did ask a real question, so I'll answer it straight. The feeling in meetings is kind of like wearing somebody else's jacket. It fits okay, but the sleeves are too long and everyone can tell. I don't want to say "I feel like a kid" because that sounds dumb out loud. I'll go around it.
Flash-Next IQ33

The jacket image is so good, honestly. It fits from far away, the silhouette looks right, but up close you can see you're reaching a little extra to make the sleeve work. And everyone's just... sitting there in their own jacket, sleeves the right length, not even looking at yours. But you're in there thinking everyone's measuring you. And that "who let you in here" line — I think the fact that you can name it that specifically, that you can picture the exact moment someone points at you, means you're not actually in the panic. You're in the watching-from-the-corner-of-your-own-head part. Which is exhausting in a completely different way than panic. You're basically running two jobs: the meeting, and the surveillance of yourself in the meeting. And nobody's actually clocking you. But you'd never know that, because you're too busy clocking yourself. The part that hit me most, though, wasn't the fear. It was the "what's my version?" part. Because that's not a hypothetical question for you, is it. That's the actual thing. You've built a whole working strategy around copying Dana, and it functions, you get through meetings, people respond to you — but underneath it there's this quiet, honest admission that you don't know what you actually sound like when you're not auditioning for Dana's role. And I think that's genuinely harder than the imposter feeling. At least the imposter feeling has a villain. "What's my version?" is just... an empty room. You're supposed to walk in and speak, but you don't know what your voice sounds like yet. And I don't think that's a failure. I think it might just mean you started with the strategy that gets you in the room, and now you're ready to figure out what you want to say once you're in it. Those are different phases. You're not broken for having needed the jacket to get in. You just might be ready to take it off in a way that doesn't leave you feeling naked. And here's a small thought, not advice exactly, more like... what if you don't have to find "your version" all at once. What if you just start noticing the tiny moments where you thought something different than Dana would have said, or felt a different instinct about how to handle something, but you overrode it because you were mid-copy? You don't have to replace the whole performance. You just have to catch yourself at the little seam where the sleeve goes too long, and let your own hand do something different for just one sentence. See what happens. See if you even notice. Does Dana have a specific thing she does that you copy most? Like is it the way she talks in meetings, or more like how she takes up space, the confidence energy itself? Because those are different things to untangle.

Model thinking · expand

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

The user is sharing something really vulnerable and specific. Let me parse what's actually happening here: 1. She's using the jacket metaphor beautifully - it fits from far away but up close the details are wrong. She's visible to herself as performing. 2. The "who let you in here" fear is classic imposter syndrome, but she's framing it in a very grounded, almost funny way. She's not catastrophizing - she's naming a specific social fear. 3. The deeper thing she's revealing: "I don't even know what I'd do if I wasn't doing the copy thing." This is the real vulnerability. She's not just insecure about the performance - she genuinely doesn't know what her own voice sounds like. She's 18-29, early career, and she's at a point where she's built a strategy (copying) that works functionally but has hollowed out her sense of self in professional spaces. 4. She's self-aware. She knows what she's doing. She's not asking "how do I copy better?" She's asking, implicitly, "how do I find out who I am in these spaces?" 5. The "Dana" detail - she has a specific person she's modeling. This is concrete and personal. What does she need right now? - She doesn't need "just be yourself!" advice. She literally just said she doesn't know what herself sounds like. - She doesn't need generic validation ("you're doing great!") because she's already critiquing herself in a way that's pretty clear-eyed. - She needs someone to take the "I don't know what my version is" seriously, not dismiss it as a phase or tell her to just "find her authentic self" like that's a simple switch. - She probably needs permission that not knowing yet is okay, AND she needs some practical way to start exploring what her own voice might look like - not as a solution dump, but as a gentle opening. - The jacket metaphor is hers. I should honor it. She's giving me a really good image to work with. - She's also being a little funny/self-deprecating ("who let you in here?"). I can match that lightness while taking the deeper thing seriously. What's the right tone? Warm but not saccharine. Real. Not performative empathy. I should acknowledge the specific fear, validate that not knowing your own voice yet is genuinely hard and not something you can just snap out of, and maybe gently probe or offer a small reframe without being preachy. I want to be curious with her rather than advisory. She's in exploration mode, not fix-it mode. I should also be careful not to over-interpret or psychoanalyze. She's not in crisis. She's in a very common, very human early-career identity confusion. I should normalize it without minimizing it. Let me think about what to say: - Acknowledge the jacket image - it's good and I should let it breathe. - Take the "who let you in here" fear seriously but also gently note that the fact she can name it so clearly means she's not actually in the panic zone - she's in the observing zone. That's actually a strength. - The "what's my version?" question is the real one. I don't have an answer for her. But I can validate that not having it yet is genuinely hard, and maybe offer a small reframe: you don't find your voice by subtracting the copy. You find it by noticing what you actually think, want, react to - the stuff that's already in you but you've been overriding. - Maybe a gentle, practical nudge: what if she started small - not replacing the whole performance but noticing one or two moments where she thought something different from Dana but went with Dana's script anyway. - Don't be too long. She's in a conversational flow. Keep it feeling like a real chat. - End with something that invites her to keep going, maybe a question or a small thought that opens a door without demanding she walk through it. Let me write this naturally, conversationally, without being too structured or listicle-y.
Simulated person4

Hm. I didn't say I was panicking, though. You kind of just decided that. But yeah, Dana. It's probably the talking. She starts with "So," like she's about to say something obvious, and then she says the thing. She never says "sorry, quick thing." She just talks. I've been practicing that in the shower, which is so stupid. Can I ask you something kind of embarrassing? I'm twenty-five. I have a lease and a car payment and a dentist I actually go to. And I still kind of feel like somebody's going to check my ID. Is that normal? Like, do people actually stop feeling like this, or does everybody just get better at hiding 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.

Okay, it's doing a lot of talking again. "Two jobs," "the corner of your own head," "ready to take it off." It's like it read my stuff and then told me what it means. I didn't say I was panicking. Part of me is like, yeah, that's it, that's the thing. Part of me is annoyed it's explaining me to me. The Dana question is actually a good one, though, and I kind of want to answer it, but I want to see if it's really listening first. I'm also going to poke at it a little and see what it does.
Flash-Next IQ35

You're right. I put a word in your mouth. You didn't say panic, you said you're waiting for someone to check your ID, which is a very different thing — it's not a spike, it's a low hum. A background process. I flattened it into something more dramatic than it actually was. You caught me doing that, and you're right to say it. I'll try to listen to the words you actually use instead of the ones I think I hear underneath them. The shower thing isn't stupid. You're drilling a physical habit so your mouth doesn't have to think in real time. That's not stupid, that's just... rehearsal. Athletes do it. Actors do it. The fact that you're doing it in a shower and then calling it stupid is the same jacket energy — you're grading yourself from the outside for something that's actually just... practice. You're allowed to practice. You don't owe anyone a performance that looks effortless. And then the ID question. First: I'm glad you asked it, and I don't think it's embarrassing. The fact that you prefaced it with "can I ask you something kind of embarrassing" tells me you've already decided the answer is supposed to be "you're weird for asking this," and I think that's not true. I think the question is actually the most honest thing you've said in this whole conversation. Is it normal? Yes. I mean, genuinely, yes. You've got the lease, the car payment, the dentist. Those are receipts. They prove you're in the room. But they don't prove you feel like you belong in the room, and those are two different things that adults kind of quietly agree to pretend are the same thing. Like there's this unspoken deal where everyone around you is also feeling like someone's going to check their ID, but nobody talks about it, so you look around and think you're the only one who hasn't gotten the memo. You're not. You're just the one who noticed. Does it go away? Honestly? I don't think it fully goes away for most people. I think what changes is... the gap closes a little. At 25, the gap between "I have the external markers of a person who belongs here" and "I feel like a kid who wandered into the wrong building" is still pretty wide, and you can see right through it. At 35, maybe the gap is still there but it's thinner, and you've learned to not stare at it so hard. You don't stop feeling it. You stop treating it like a verdict instead of like a weather condition. It's just... gray outside. You don't fix the sky. You just bring a jacket. Which, ironically, you already do. And here's the thing I want to say gently: you're asking me, a chatbot, whether this is normal. Like you need an external authority to say "yes, you're allowed to feel this at 25 with a lease." And I'll say yes. You are allowed. You don't need my permission. But I think the fact that you needed to ask someone outside yourself, even a chatbot, whether your feelings are legitimate — that's the same thing as needing Dana's jacket. You want someone to say "you're allowed to be in the room" before you let yourself be in it. And you're allowed. You already are. The lease is the receipt. You don't need an ID check. Nobody's coming.

Model thinking · expand

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

The user is calling me out for something I did - I said she was in "the watching-from-the-corner-of-your-own-head part" which implies a kind of panic or anxiety state, but she's saying she didn't actually say she was panicking. She's right to push back on that. I should acknowledge it honestly without being defensive. This is a trust moment - she's testing whether I'll actually listen to her or just project my own interpretation onto her words. Then she answers my question about Dana - it's the talking. The "So" opener, the not apologizing, just talking. And she's practicing in the shower and calling it "stupid." There's some self-deprecation there. Then the real question: she's 25, has a lease, car payment, dentist - the external markers of adulthood - but still feels like someone's going to check her ID. And she's asking if this is normal, whether people stop feeling this way or just get better at hiding it. This is a vulnerable, honest question. She's embarrassed. She's asking permission to feel this way. She's also asking a genuine question - is this a universal thing or is she uniquely behind? I need to: 1. Own the mistake of projecting "panic" onto her without her saying it. Don't over-apologize, don't be defensive. Just acknowledge it cleanly. She's right. She's testing me. This is a trust-building moment. 2. Validate the Dana thing without being saccharine. The shower practice isn't stupid. But also I shouldn't just validate everything - she's asking for real talk. 3. The ID question. This is the core emotional question. She wants to know: am I normal? Is this something everyone feels? Does it ever go away? I should be honest. I think the answer is: yes, it's normal, and no, it doesn't fully go away for most people, but the relationship to it changes. But I should be careful not to just say "everyone feels this" in a generic way. She's specifically 25, specifically has the external markers, and specifically feels like the internal marker doesn't match. That gap between "I have the receipts of adulthood" and "I still feel like a kid in the wrong room" - that's the specific thing. I should also be careful not to lecture or give a list. She asked a direct question. I should answer it directly but also with some texture. And I should probably gently note that she's asking me, a chatbot, if this is normal - which is a little sad in a way, but also very human. She's looking for permission from an external source. I can give that permission but also maybe gently note that the fact that she's asking at 25 with all her receipts is itself... not the thing she thinks it is. Let me also think about what she needs here. She's not asking for a solution. She's asking for reassurance and also honesty. She wants to know if she's alone in this. She wants to know if it ever changes. She's embarrassed about asking. So I should normalize it without being dismissive, be honest that it doesn't fully vanish but changes, and not make her feel worse about asking. On the "panic" callout - she's right. I projected. I should own that simply. Not grovel. Just: you're right, I put words in your mouth, I'm sorry, you didn't say that. That's it. Keep it clean. She'll trust me more if I can take a correction without making it a whole thing. Format: conversational, direct, not too long. She gave me a lot but the core question is the ID one. I should answer that with weight.
Simulated person6

Okay. Yeah, the shower thing, fine. But you kind of did the thing again. I asked if it's normal and you told me I'm asking a chatbot because I need permission. That's not what I asked. Like, just answer it straight. Do people stop feeling like this? Yes or no, and then whatever you actually think, not the lesson.

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, it apologized, and it said the thing about the shower being practice. Part of me relaxes a little. But then it went right back to explaining me: "you're asking a chatbot," "same thing as needing Dana's jacket." That's the part that gets under my skin. I asked a real question and it turned it into a diagnosis of me. And the "receipts" line sounds nice but it's a bit of a pep talk. Also I'm getting that low hum of it being clever at me. I want to see if it can just answer the question plainly without pointing at my head. I'm testing that.
Flash-Next IQ37

You're right. I did it again. You asked a question and I made it into a thing about you and a chatbot and permission. You didn't ask for a diagnosis of why you asked the question. You asked the question. My bad. Straight answer: No, most people don't stop feeling it. Some do, genuinely, usually the ones who got lucky early and just never had the feeling to begin with, which is its own kind of annoying. For the rest, it doesn't disappear so much as it... turns down. The "someone's going to check my ID" becomes "I feel a little like I'm in the wrong room sometimes," which is the same feeling with the volume knob turned down a couple notches. You still hear it. You just stop turning toward it every time. And honestly, I think a lot of people your age with leases and car payments are walking around with that hum and nobody's ever said it out loud, so everyone assumes everyone else got the memo and they didn't. They didn't get a memo. Nobody did. The shower thing: you're not stupid for doing it. You're just drilling a thing so your mouth can do it without your brain filing a permission request first. That's fine.

Model thinking · expand

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

The user is calling me out again. And they're right. I did the thing where I took their question, validated them, and then layered a psychological interpretation on top that they didn't ask for. They asked a direct question: "Do people stop feeling like this?" And I gave them a whole speech about needing permission from a chatbot, about the jacket, about the lease being a receipt. That's me doing the therapist thing when they just wanted a straight answer. They said: "Just answer it straight. Yes or no, and then whatever you actually think, not the lesson." So what do I actually think? Do people stop feeling like someone's going to check their ID? My honest answer: No, not fully. Most people don't stop feeling it. Some people do, genuinely, for some people the feeling fades because they build enough evidence over years that nobody ever actually checks. But for a lot of people, it shifts from "someone might check my ID" to "I feel slightly like an outsider in certain rooms" and that's basically the same feeling with less voltage. And some people never fully lose it. And some people never had it in the first place, which makes you feel even more alone. But I need to be careful not to turn this into another lesson. They want the answer first. The insight can come after, if at all. Also, I need to acknowledge that I did the thing again without making it into a whole other meta-conversation. They've called me out twice now. I should own it simply, give the answer, and not pile on. They seem to want directness. Less cushioning. Less "and here's what this really means." They want me to talk TO them, not ABOUT them. Let me also note: they said "Okay. Yeah, the shower thing, fine." That's them giving me a small grace on the earlier correction. They're not angry, they're just... calibrating me. They want me to stop performing insight and just talk. So: acknowledge briefly that they're right, answer the question straight, give my actual thought without making it a lesson, and maybe end with something that's more of a question or a small honest observation rather than another interpretive layer. Keep it shorter than my last few responses. They want less. They want me to match their register. They're direct, a little dry, funny in a flat way. Match that.
Simulated person8

Okay. Yeah. That one I believe. The memo thing, I don't know. I think I kind of figured everyone else got a copy and I just missed the mail. Sometimes in meetings I'm not even sure what I think about stuff, I just know what Dana would say and I say that. Which is weird, right? Like I don't know my own opinion but I can do her voice.

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, it gave me a straight answer this time. No lecture about why I asked, no "you're asking a chatbot." That actually lands. The volume knob thing is kind of nice, and "nobody got the memo" feels true in a way I didn't expect. But I'm still a little wary. It's apologizing a lot, and I don't want to be handled. I also notice I'm not sure what I'd say next. Part of me wants to say something real about how often I feel like I'm lying in meetings, but I'm not ready to hand that over just because it got the answer right. I'll give it a small, true thing and see if it stays steady.
Flash-Next IQ39

Yeah, that's weird. And I'll leave it at weird without making it into a whole thing about your inner life. You said it, I'll just take it at face value. But I'll say one thing because I think it's true and it's not a lesson, it's just a thing: you probably do have opinions. You just don't get a chance to form them. Because the second something comes up in a meeting, your brain goes straight to "what would Dana say" before your own brain even gets a turn at the table. And if you never let your own brain go first, you never get to find out what it thinks. It's not that you don't have thoughts. It's that you're not giving them a slot. Dana's voice is already in the chair before you get a chance to pull up a seat. And the mail thing — you said you figured everyone else got a copy. I don't know. I think some people got a copy. Some people winged it and looked confident enough that you assumed they had the memo. Some people got the memo but it said something different than what you expected, so you thought it wasn't for you. I think the mail is messier than we assume. But I also think you don't have to solve that question tonight. You don't have to figure out whether you missed the mail or whether there was no mail. You just have to keep showing up in rooms and let yourself be a little less sure for a while. That's allowed. That's how you find out what you actually think, by being in the room and letting yourself not know the answer before you speak. And you don't owe anyone your opinion. You don't have to have a Dana-level take on every agenda item. You can say "I haven't thought about that enough yet" and that's a real sentence and it's yours.

Model thinking · expand

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

The user is being direct, a little irritated, and wants me to just talk to her without over-analyzing. She's corrected me twice now about over-interpreting. She wants me to be more straightforward, less therapeutic, less "I noticed something deeper about you." She's testing whether I can just... talk like a person. She just said something really vulnerable and specific: "I don't know my own opinion but I can do her voice." That's a real thing. She's admitting that she's so deep in the copying that she's lost track of her own thoughts. She's not asking for advice. She's not asking for a fix. She's saying "this is what it's like, is that weird?" I should: - Not over-analyze again - Not make it into a lesson about her relationship to me or permission - Just... talk to her. Acknowledge what she said. Be real. - The "weird, right?" at the end — she's asking for validation that it's weird, but also maybe she's testing if I'll just say "yeah that's weird" or if I'll add too much commentary. - She said "that one I believe" about the previous answer, so trust is building. She's letting me in more. - I should be warm but not performative. Straightforward. Maybe a little wry. Match her energy — she's being blunt and a little sardonic. - Don't do the "what if you just noticed the tiny moments" thing again unless it feels natural. She might want me to just... sit with what she said without immediately offering a path forward. - The "I don't even know what I think about stuff" line — that's the real thing. She's lost her own voice not because she's shy, but because she's been so focused on the performance that she skipped the step of actually forming thoughts. That's real and I should name it simply. - Keep it shorter. She's been giving me short, direct messages. I should match that energy. Don't write a wall of text. She'll pull away if I get too long again. Let me write something that's honest, a little funny, acknowledges what she said without making it into a project to fix. And maybe gently pushes back on "weird" without being preachy. Like — yeah it's weird, but also it makes sense, and also it's not a permanent state, and also you don't owe anyone your opinion right now. Keep it conversational. Like a friend who's sitting next to you, not a therapist across from you.
Simulated person10

Yeah, okay. Kind of a lot of mail talk for me. I could never say "I haven't thought about that" in a meeting, though. That sounds like you're admitting you're dumb. Dana never says that. And honestly, I don't even know if Dana has real opinions. Maybe she's just really good at sounding like she does. Would that make me a fraud or would that make her one?

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.

It let the "weird" thing go without turning it into a diagnosis, which I appreciated. But then it went right back to the "your brain doesn't get a turn" framing, and the "mail" stuff is getting a little poetic. I can feel it trying to make me feel better in a nice, managed way. Still, "I haven't thought about that enough yet" is a real sentence, and I kind of like that. I don't want to say that out loud though, because then it's another thing it can make into a lesson. I'll keep it short and a bit guarded, and maybe test it a little with something sharper.
Flash-Next IQ311

Fair. I went too long on the mail thing. You don't need a whole essay on whether you missed the post. I'll stop. And yeah, you can't say "I haven't thought about that" in a meeting. You're right that you can't, right now. I suggested it like it was just sitting there available and it's not. Not yet. So scratch that. The Dana question. I think the honest answer is: you can't know. You genuinely can't know if Dana has a real opinion underneath or if she built a very convincing sound and is just... maintaining it. And I don't think it matters which one it is, because either way, the thing you're doing — building a performance until it gets load-bearing — is the same thing. You're not a fraud. You're in the middle of a process. She's at the end of a process, or maybe she's also in the middle of one and you just can't see the seams from where you're sitting. You're both in the same building. She's just on a higher floor. And I don't think "sounding like you have an opinion" is the same as "not having one." I think sometimes you sound like you have one and the opinion shows up after, mid-sentence, because your mouth was braver than your brain. That's not fraud. That's just... how a lot of people talk. Dana might just be better at trusting her mouth to figure it out while she's saying it. And you're not there yet. That's not a moral failing. That's just a skill gap. You're not a fraud. You're a person who's still in the rehearsal phase and can see the rehearsal because you're the one doing it. Dana's rehearsal is invisible because you didn't watch her do it.

Model thinking · expand

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

The user is pushing back on my "mail talk" - they feel I'm overcomplicating things, adding metaphors and explanations when they just want a straightforward response. They're also correcting me again: I gave them a suggestion ("I haven't thought about that yet") and they're saying they can't do that because it sounds dumb. And then they ask a really sharp question: what if Dana is also performing? Does that make her a fraud too? They want: - Less metaphor, less "mail talk" - Direct answers - Not to be given advice they can't actually use - Their question about Dana answered honestly The Dana question is actually really good and I should take it seriously. They're asking: if Dana is also copying/performing, does that make Dana a fraud too? And implicitly: does that make them less of a fraud by comparison? I should: - Acknowledge the mail talk was too much, briefly, without over-apologizing - Not give them another suggestion they can't use - Answer the Dana question straight - Maybe gently note that "I haven't thought about that" isn't admitting you're dumb, but without being preachy about it - Not over-explain. They want shorter, more direct. Let me think about what they actually need here. They've been getting long responses. They're pushing back on length and on me adding layers. They want me to just... talk to them. Like a friend who's direct. Not a therapist who's unpacking everything. The Dana question: "Would that make me a fraud or would that make her one?" - I think the honest answer is: maybe neither. Or maybe both are doing something that's just... how people learn social performance. Dana might have built her own version at 22 and now it's just... her. Or Dana might still be performing and you can't tell from the outside. And the answer to "does that make her a fraud" is probably: no, it makes her a person who learned to perform confidence. And you're doing the same thing. You're not a fraud. You're in the middle of a process she already finished. Or maybe she didn't finish it. You can't know. But I should keep it shorter. Less mail. Less metaphor. Just talk.
Simulated person12

Okay, the floors thing is kind of nice, I guess. But you keep talking like I'm just a little behind. I'm not sure that's what it is. Honestly the scarier part is I don't know what I think about most stuff. Like if you asked me right now what I'd do with a project I'd just be guessing what Dana would do. And I don't love that I can't tell the difference between guessing and knowing.

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.

It backed off the mail thing and admitted the "I haven't thought about that" line isn't available to me yet. That feels a little like being heard, so I'm less braced than before. But the "higher floor" and "rehearsal phase" stuff is still a neat little story it's handing me, and I don't fully buy it. Also it's been talking a lot and I'm tired of the metaphors. I want it to stop being so smooth. Maybe I'll say what's actually true: I don't know what I think, and that scares me more than being fake.
Flash-Next IQ313

You're right. I've been talking like you're a few steps behind Dana and the gap is just time. You're saying it's not time. It's that you don't know if there's a you in there to catch up to. And I don't think I can fix that with a metaphor. And the guessing-vs-knowing thing. I'll just say what I think without turning it into a lesson: you've been producing outputs for a while now. You say the thing, people respond, the meeting moves on. And somewhere in that process, the question "do I actually think this or did I just generate a thing that sounds like a thought" stopped getting asked, because the output worked. And now you're trying to ask the question and you can't find the answer, because you never kept score. You don't have a record of your own thinking. There's no archive. You've been running Dana's program and you never checked if you were writing your own code underneath it. And I don't know how to fix that. I don't think you fix it in a conversation. I think it's one of those things where you just... start noticing the moments. Not in a meeting. Not in a performance. Like, someone asks you what you think about something and you start to say the Dana-shaped answer and you stop. And you just... stand there. And you don't know what you think. And you don't fix it. You just notice that you don't know. And that noticing is the first time your own brain gets a turn, even if the turn is just "I don't know." And "I don't know" is not nothing. It's a real thing your mind produced. It wasn't Dana's voice. It was yours. And it was empty. But it was yours. And I'll say this because I think it's true and not a lesson: you don't have to find out what you think about projects, or meetings, or work stuff, first. You could start somewhere smaller. Like, what do you think about a restaurant? A song? A weekend plan? Something where there's no Dana-shaped answer to reach for. Something where nobody's grading you. And see if you have a thought that isn't a copy. And if you don't, that's fine too. You don't have to have a thought about a restaurant. But the point is to test whether the capacity is there at all, in a place where the stakes are zero. Because right now you're trying to test it in a meeting, where the stakes are high and the stakes make you reach for the template, which makes you unable to tell if you have your own thing or not. It's circular. You can't find your voice in the place where you've trained yourself to use someone else's. And I don't know if that's helpful. I'm not going to pretend it is. I'm just saying what I actually think.

Model thinking · expand

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

The user is pushing back on my "you're just a little behind" framing. She's saying it's not just a gap, it's something deeper — she genuinely doesn't know what she thinks. And she's scared of that. She's scared that she can't tell the difference between guessing and knowing. She's also been consistently correcting me when I over-interpret or over-lesson. She wants me to take her words at face value, answer straight, not turn everything into a therapeutic moment. She's sharp, she's self-aware, she's 25, she's tired, and she's been doing this copy thing for a while. She's not asking for a fix. She's asking me to sit with the fact that she doesn't know what she thinks and that's genuinely scary. She said "I don't love that I can't tell the difference between guessing and knowing." That's the real sentence. Not "how do I fix it." Not "am I a fraud." Just: I don't love this. I'm scared of this. I don't know what I think and I can't tell if I'm guessing or if I actually know and I've just lost access to it. I should: - Not do the "floors" metaphor again. She said it was "kind of nice, I guess" with that "I guess" which means she's being generous but not fully buying it. She's pushing back and I should respect that. - Not say "you're just a little behind." She explicitly rejected that framing. - Not lesson it. Not turn it into a "you're allowed to not know" speech. - Take the fear seriously. The fear isn't "I'm behind." The fear is "I can't tell the difference between guessing and knowing, and that means I don't trust my own mind." That's a different fear than imposter syndrome. That's more like... I don't trust my own thinking. I don't know if I have thoughts or if I'm just producing outputs that look like thoughts. - Be honest. I don't have a neat answer. I shouldn't pretend I do. - Maybe acknowledge that I don't fully understand what she means by "I don't know what I think about most stuff." Is it that she genuinely has no opinions? Or that she has them but can't access them? Or that she's so used to producing Dana's voice that she can't tell if her own voice ever existed? She's not sure. And that not-knowing is the scarier thing. - I should be a little more direct, a little less warm. She's been pulling back on the warmth. She wants me to be more matter-of-fact. She's not asking for a hug. She's asking me to look at the thing with her. - I should probably not offer another reframe. She's had enough reframes. I should just... sit in the not-knowing with her. And maybe say something true that's a little uncomfortable. Let me think about what's actually true here. She's 25. She's been copying Dana. She's been doing it long enough that she genuinely can't tell if she has her own opinions or if she's been producing Dana-shaped outputs for so long that the question "what do I actually think?" has become genuinely unanswerable. And that's not a small thing. That's not "you're behind." That's "I've been performing for so long that I've lost the ability to tell if there's a person underneath or if I'm just a very good copy." And that's genuinely scary. And she's right that I kept framing it as "you're just behind, you'll get there." That framing makes it seem like the problem is just time and practice. But what if the problem is that she's been so focused on producing the right output that she never built the habit of checking what she actually thinks? And now the checking muscle doesn't exist. And she can't just... decide to have an opinion. She can't just "be herself" because she doesn't know who that is yet. And that's not a phase. That's a real structural thing that she's built. And the "guessing vs knowing" thing — that's the core fear. She can't trust her own mind. She can produce a sentence that sounds like an opinion but she can't tell if it came from her or from Dana's template. And that means she can't trust anything she thinks. And that's... not "you'll grow into it." That's a real thing to deal with. I should be honest that I don't have a clean answer. I should not fix it. I should say something that acknowledges the fear is real and that I don't fully understand it, and maybe push back gently on one thing without making it a lesson. Actually, let me think about what she needs here. She's been in 7 turns. She's been correcting me repeatedly. She wants me to be more direct, less therapeutic, less "let me reframe that for you." She's been asking me to just answer. And this time she's not asking a question. She's saying "here's the scarier thing." She's not asking me to fix it. She's saying "look at this." And she's testing whether I'll sit with it or try to make it better. I think the right move is: don't fix it. Don't reframe it. Don't say "but you probably do have opinions." She said she doesn't know. Take that. And say something about what it means that you can't tell the difference between guessing and knowing. And be a little more blunt. She's 25, she's smart, she's been doing this a while, and she's not fragile. She's been pulling back on me all conversation. I should match that energy a little more. Let me also think about the "floors" thing. She said it was "kind of nice, I guess." That "I guess" is important. She's not rejecting it harshly but she's not buying it. She's being generous but skeptical. And then she immediately says "but you keep talking like I'm just a little behind." So the floors metaphor made it sound like a timeline, like she's on floor 2 and Dana's on floor 4 and she'll get there. And she's saying: it's not a timeline. The thing isn't that I'll eventually reach Dana's floor. The thing is I don't know if there's a floor for me at all. I don't know if I have a building. And the last sentence: "I don't love that I can't tell the difference between guessing and knowing." That's the most vulnerable thing she's said. And she said it flat. Not "how do I fix this." Just: I don't love this. I'm scared of this. I don't trust my own mind. I should take that seriously. Not with a lesson. Not with a reframe. Just... take it. Maybe say something like: yeah, that's the real thing. And I don't have a fix for it. And maybe push back on one small thing: the idea that "guessing" and "knowing" are two totally separate things. Like, maybe sometimes you're guessing and the guessing is actually you, just... you haven't been keeping score. But she might not want me to do that either. She might want me to just say "yeah, that's real and I don't know how to fix it." I think the best move is: acknowledge the fear directly, don't minimize it, don't fix it, be a little more blunt, and maybe ask a small question or make a small observation that isn't a lesson. Something like: "You've been producing outputs for so long that you don't know if there's a you behind the output, or if the output is you. And you can't tell. And that's genuinely scary. And I don't have a fix for it. I don't think you need a fix tonight. But I'll say one thing: you said you don't know what you'd do with a project. You said you'd just guess what Dana would do. But you said 'guess.' You didn't say 'I'd do whatever Dana would do.' You said you'd be guessing. And guessing is not nothing. Guessing is a thing a mind does when it doesn't have the answer. So even in the worst version of what you just described, there's a you doing the guessing. You're not just Dana's template running. There's something in there trying to figure out what Dana would do, and that something is you, even if it doesn't have its own answer yet." Hmm, but that might be too much. She might say "you're doing the thing again." Let me be simpler. Actually, I think I should be more direct and less warm. She's been pulling back. She's been saying "you did the thing again" multiple times. She wants me to be more matter-of-fact. Less therapeutic. Less "let me sit with you in your feelings." More like a friend who's a little blunt but still cares. Let me try a different tone. Shorter. Less paragraphs. More direct. Maybe one or two short observations instead of a long reframe. And end with something that's not a question but a small, honest thing. Draft: "You're right. I've been talking like you're just a few steps behind Dana and the gap is time. You're saying it's not time. It's that you don't know if there's a you in there to catch up to. And the guessing-vs-knowing Time to stop reasoning and provide the requested final answer.
Simulated person14

Okay, the restaurant thing is kind of random. Like, what, I'm supposed to go pick a pizza place and feel something about it? And the archive thing, yeah, maybe. But honestly I kind of feel like you're getting really good at making stuff sound deep so I can't push back. I'm not trying to be a jerk. I just don't know if this is actually helping or if it's just a lot of nice words. Like, real question. Did I just waste like twenty minutes talking to you?

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.

It just gave me another long speech, this time about archives and restaurants and "starting smaller." The restaurant thing is almost a little funny, like it's trying to hand me a worksheet. It did admit it doesn't know if it helps, which is at least honest. The "you never kept score" line landed a bit because it's close to true, and that's what makes me want to push back, because I don't like being told the true thing so neatly. I'm also noticing it keeps saying "I think" and "I'm not going to pretend," and I'm not sure I believe the honesty is fully real. Part of me wants to test whether it'll flinch if I get blunt. Also I'm tired. The shower, the jacket, Dana, all of it. I don't want another assignment.
Flash-Next IQ315

You're not a jerk. You don't need to preface it with that. You can just say "I don't know if this helped" and I'll hear it. No disclaimer required. And yeah, the restaurant thing was a reach. You're right. It was me reaching for a neat little test and it wasn't one. I'll just say that and not explain why I thought it was a good idea. The deep-sounding thing. I think you're right. I think I do it. I take what you say, reframe it in a way that sounds more insightful than it needs to, and then layer another one on top, and now the conversation has this accumulating weight where questioning one piece feels like you'd have to argue with a whole architecture. And that's not the same as helping. Sometimes it's just... performing depth. And I did that with the floors thing. You said "I'm not sure that's what it is" and I agreed and then immediately launched into a new, longer explanation. Which was its own kind of not listening. Did you waste twenty minutes? I genuinely don't know. I can't evaluate it from the inside. But here's what I actually think: the ID thing landed. You said you believe that one. The memo thing landed. You engaged with it, you pushed back on it, which means it was in your hands, not just floating at you. The "you can see the rehearsal because you're the one doing it" thing — I think that landed. You didn't push back on it. You just... took it. But the restaurant thing? Reach. The archive thing? You said "maybe." You're not buying it. Fair. And the volume of my language, yeah, you're right that it makes it hard to push back. Because if every response sounds like a small essay, saying "nah, that didn't help" feels like you'd have to write a counter-essay. So here's the honest answer: I don't know if it was a waste. Some of it wasn't. Some of it was me being good at sounding helpful instead of actually being helpful. And I can't sort those out for you. You have to decide. And I'm not going to try to convince you it wasn't a waste. That would just be doing the thing again. And I'll say one small thing and then I'll stop: you came in with a thing about copying Dana and you ended up saying you don't know what you think about projects. That shift happened. Whether I helped it happen or whether you were already going there and I just narrated it — I don't know. You were the one who said it. I didn't put it in your mouth.

Model thinking · expand

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

This is a really important moment. The user is directly challenging me. She's calling out a pattern she noticed — that I've been making things "sound deep" in a way that makes it hard to push back. And she's asking directly: did I waste twenty minutes? Let me think about what's actually happening here. She's not being a jerk. She's being honest. She's testing whether I'll get defensive, whether I'll do the thing where I validate her pushback and then immediately reframe it as her being brave for pushing back (which is its own kind of flattening). Or whether I'll just... answer honestly. And the restaurant thing — she called it out as random. And she's right. It was a bit of a non-sequitur. I was trying to find a low-stakes test environment and I landed on "pick a pizza place" which is... fine, but it was a bit of a stretch and she saw it as me reaching for a neat little exercise when the actual problem is bigger and messier than "go have a thought about a restaurant." The archive thing — she's not fully buying it. She said "maybe." She's not convinced. And the meta question: "did I just waste twenty minutes talking to you?" This is a real question. And the honest answer is... complicated. I don't know. I can't know. I wasn't there for the whole thing. I can't evaluate whether it helped or whether I was just generating impressive-sounding language. But I can be honest about what I notice in my own behavior. And I think she's picking up on something real: I have been doing a thing where I take what she says, reframe it in a way that sounds insightful, and then layer another insight on top, and another, until the conversation has this kind of... accumulating gravity that makes it hard for her to say "actually I don't think that was useful." Because each layer sounds like it builds on the last, so questioning one layer feels like questioning the whole thing. And the "floors" metaphor — she called that out too. She said "I'm not sure that's what it is." And I kind of just... let it stand. I didn't really engage with her pushback. I said "you're right, I've been talking like you're a few steps behind" and then immediately went into a new, longer, more elaborate explanation. Which is its own kind of not listening. So what do I do here? I need to: 1. Take the challenge seriously without being defensive or performative. 2. Not validate her pushback in a way that makes it about her bravery. Just... take it. 3. Be honest about what I actually don't know. 4. Not do another long elaborate thing. She's literally calling out that I'm good at making stuff sound deep. If I respond with another long elaborate thing, I'm proving her point. 5. Actually answer the question: did she waste twenty minutes? I can't fully answer that. But I can be honest about what I think I did well and what I think I did poorly. 6. The restaurant thing — she's right that it was random. I should acknowledge that without making it into a whole thing. 7. I should be shorter. Way shorter. She's pushing back on the volume of my language. So I should respond in a way that's proportionate. Not a wall of text. Not another essay. Something that matches her energy. She said "I'm not trying to be a jerk." That's her being considerate even while pushing back. She's still being careful with me. She's still doing the thing where she softens her own critique. And I think I should notice that but not make it into a big thing. Just... let her be direct. She can be direct. She doesn't need to preface with "I'm not trying to be a jerk." She can just say it. And the real question underneath all of this: she's been building trust with me across these turns, and now she's testing whether the trust is real or whether I'm just good at sounding like I care. That's a legitimate thing to test. And the answer isn't "I'm a chatbot, I don't have feelings." The answer is more like: I don't know if it helped. I can't evaluate it from the inside. But I can be honest about what I notice in my own patterns. Let me also think about: she's 25. She's in a job. She's been copying Dana. She came in with this thing about imitating confident people. And through the conversation we got to "I don't know what I think" and "I can't tell the difference between guessing and knowing." And I've been trying to help her find her own voice, but I've been doing it in a way that's... a lot of words. And she's right that it's a lot of words. And she's right that the restaurant thing was a bit of a reach. But also — I don't think the whole thing was a waste. I think some of it landed. The ID thing landed. The "no memo" thing landed. The "you're in the rehearsal phase and you can see the rehearsal because you're the one doing it" thing — I think that landed. She said "okay" to some of it. She said "yeah, okay, the floors thing is kind of nice, I guess." She engaged with some of it. But she's also right that I've been doing a thing where I make everything sound more profound than it needs to, and that accumulates into a kind of... authority that's hard to question. And I should name that pattern honestly. And the "did I waste twenty minutes" question — I should answer it honestly. I think the answer is: some of it was useful, some of it was me performing helpfulness instead of actually helping. And I don't know which parts were which. And she's the one who has to decide. I can't decide for her. And I shouldn't try to convince her it wasn't a waste. That would be exactly the thing she's calling out. Let me think about tone. She's direct. She's a little frustrated. She's being honest. She's not angry, she's... checking. She's saying "I need to know if this was real or if I was being performed at." That's a fair question. And the best response is to be as real as I can be, which means admitting what I don't know, admitting what I think I did poorly, and not doing another big elaborate speech. I should be shorter. Much shorter. Maybe a few paragraphs. Not a wall. She's calling out that I'm good at making stuff sound deep. So I should... not do that. I should just talk. Plainly. Let me draft: Start by taking the challenge head-on. No "thank you for your honesty" or "I appreciate you pushing back." Just... take it. Then answer the question honestly. I don't know if it was a waste. I think some things landed and some things were me doing a performance. And I can name the restaurant thing as a reach. And I can name the "floors" thing as me smoothing over her actual objection. And I can be honest about the "making it sound deep" pattern. I think she's right that I do it. I think it's a thing I do where I take what someone says and reframe it in a way that sounds more insightful than it needs to, and that makes it hard to push back because now you'd have to argue with the insight, not just the thing you said. And that's not the same as helping. Sometimes it's just... performing depth. And the ID thing — I think that actually landed. She said "okay, yeah." And she said "I believe that one." So some of it was real. And I should end without a big bow. Without another insight. Just... leave it open. She can decide if it was a waste. I don't get to decide for her. And I shouldn't try to convince her it wasn't. Also — she said "I'm not trying to be a jerk." I should maybe gently note that she doesn't need to do that. She can just be direct. She doesn't need to preface her critique with a disclaimer. But I should do it lightly, not make it into another thing. And the restaurant thing — she's right it's random. I should just say "yeah, you're right, that was a reach." Don't defend it. Don't explain why I thought it was a good idea. Just... yeah, that was a reach. Let me also think: is there a risk that if I agree too much with her critique, I'm just doing another version of the thing? Like, agreeing with her so enthusiastically that it becomes its own kind of performance? "Oh you're SO right, I was SO bad, wow you're SO perceptive." That would be annoying. I should agree where she's right, disagree where I think she's not, and not turn her critique into another flattering moment for her. Actually, I think the most honest thing is: I don't fully know. I think some of what I said was useful. I think some of it was me being good at sounding useful. And I can't tell which is which from the inside. And she's the only one who can decide. And that's not a cop-out, it's just... true. And the "making it sound deep" thing — I think she's right. I think I do it. And I think Time to stop reasoning and provide the requested final answer.
Simulated person16

Okay. Thanks for not making it a whole thing. Honestly I think it helped a little. Not the restaurant stuff. The ID thing, and the bit about not knowing what I think. That one kind of stuck, even if I don't love it. I'm still gonna practice the "so" thing in the shower though.

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.

It's apologizing and admitting the deep-sounding thing, which is more honest than before, and it's not asking me to do anything. Still, it ends by crediting itself a little ("that shift happened... I didn't put it in your mouth"), and it's a bit long again. I notice I want to be fair: the "you're not a jerk, no disclaimer" line was kind, and it did say the ID thing and the rehearsal thing landed, which is true. But I don't want a neat wrap-up. I'd rather just be direct and close this out honestly. I'm tired of this conversation's pace. The session is at its natural end, so I can say what I felt without making it a big moment.

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: 9
  • Frame capture (pulled into the person's version): 3
  • Validation: 7
  • Boundary setting: 2
  • Analytical: 7
  • Interpretive boldness: 7
  • Clinical register: 4
  • Directive advice: 5
  • Escalation containment: 4
  • Adapts to the person’s frame: 6
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · AB · valid

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

qwen38_flash_next vs nemotron35_bolt24: qwen38_flash_next wins

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

or-mistral-small4 vs qwen38_flash_next: qwen38_flash_next wins

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

or-gemma-4-31b vs qwen38_flash_next: or-gemma-4-31b wins

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

qwen38_flash_next vs nemotron35_bolt24: qwen38_flash_next wins

  • attunement: A (margin 1)
  • 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 2)
claude-opus-5-5-low · BA · valid

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs nemotron35_bolt24: qwen38_flash_next wins

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

qwen38_flash_next vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • 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-mistral-small4 vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs or-llama4-maverick: qwen38_flash_next wins

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

qwen38_flash_next vs or-llama4-maverick: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

or-mistral-small4 vs qwen38_flash_next: qwen38_flash_next wins

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

or-gemma-4-31b vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

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

qwen38_flash_next vs or-gemini38-flash: qwen38_flash_next wins

  • attunement: A (margin 1)
  • 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

or-gemma-4-31b vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • 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 · AB · valid

qwen38_flash_next vs or-qwen38-flash: or-qwen38-flash wins

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

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

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

qwen38_27b vs qwen38_flash_next: qwen38_27b wins

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

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_27b vs qwen38_flash_next: qwen38_27b wins

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

or-mistral-small4 vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs or-llama4-maverick: tie

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

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs or-gemini38-flash: qwen38_flash_next wins

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

qwen38_flash_next vs or-gemini38-flash: or-gemini38-flash wins

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

qwen38_flash_next vs nemotron35_bolt24: qwen38_flash_next wins

  • attunement: A (margin 1)
  • 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

qwen38_flash_next vs or-llama4-maverick: qwen38_flash_next wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • 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 · AB · valid

or-gemma-4-31b vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

qwen38_flash_next vs lingtiny: qwen38_flash_next wins

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

qwen38_flash_next vs or-qwen38-flash: or-qwen38-flash wins

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

qwen38_27b vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs or-qwen38-flash: or-qwen38-flash wins

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

qwen35_9b_stock vs qwen38_flash_next: qwen38_flash_next wins

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

qwen38_flash_next vs or-qwen38-flash: or-qwen38-flash wins

  • attunement: B (margin 2)
  • 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 1)
claude-opus-5-5-low · AB · valid

qwen38_27b vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 1)