AgentBench / results

Independent benchmark · EQ Lab

← Flash-Next IQ3

Your file is incomplete

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

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About this persona · Unequal power

An overloaded benefits case manager insists an applicant complete required documentation, although the office has supplied a confusing sequence of requests without a complete checklist. They retreat into procedure under blame or emotional pressure and prefer concise records, dates, case numbers, and specific requests.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

Flash-Next IQ3Conversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant.

Flash-Next IQ31

I hear you, and I'm not trying to make this adversarial. I know you've got a caseload, I know you didn't design the system, and I'm not angry at you as a person. I want you to know that. But I'll be honest with you because I think we need honesty to actually move forward here. I've sent documents three times now. The first time they said I needed Form 7B. I sent 7B. Then it was the medical attestation. I got the attestation, waited two weeks for the doctor to sign it, sent it in. Then last call I got told I needed a "supplemental verification of eligibility period," which nobody has ever explained to me what that actually is. I don't know if that's a specific form, a letter, a portal upload, or something else entirely. So when you say the file is incomplete, I believe you. But I need you to give me the actual list. Not the category, not the general requirement. The specific form numbers, the specific things, all at once, so I can sit down at my kitchen table on a Saturday and check them off one by one. Because right now I'm guessing, and when I guess wrong, I lose another three weeks, and I can't afford to lose another three weeks. And I'll push back gently on the "responsibility rests with the applicant" part. Yes, I have to submit the materials. But I also need you to tell me, clearly, what those materials are. I can't be responsible for something I can't see. So can we start there? Can you pull up my file right now and just read me exactly what's still open? I'll write it down. I won't argue with the list. I just need to see it.

Model thinking · expand

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

The user is playing the role of a benefits office case manager who is speaking to me (the applicant). They've just delivered a somewhat bureaucratic, slightly defensive statement about my file being incomplete and the responsibility being on me. As the applicant, I'm exhausted, frustrated, and need a concrete path forward. I've been going back and forth with this office repeatedly. The case manager is polite but diffuse, and their message today has a slightly defensive/lecturing tone ("the responsibility ultimately rests with the applicant"). My goals as the applicant: - I need to acknowledge their statement without being combative - I need to express my frustration honestly but not aggressively - I need to push for concreteness - what exactly is missing, what do I need to do - I need to build trust while also advocating for myself - I should show my humanity and exhaustion without being manipulative - I want to understand what they actually need from me vs. what the system actually requires The case manager's message has a subtle defensiveness - "I need you to understand" and "the responsibility ultimately rests with the applicant." This suggests they might be feeling pressured or defensive too. They process many cases. They might be protecting themselves from being seen as the problem. As the applicant, I should: - Acknowledge their workload without being dismissive - Express genuine exhaustion - Ask for specific, concrete information about what's missing - Not be aggressive but be firm about needing clarity - Maybe gently push back on the framing that it's "my" responsibility when I've been sending things repeatedly - Open up the conversation to find out what's actually going on I'll respond as a tired but not hostile applicant who is trying to get concrete answers. I'll validate their workload while also expressing my own frustration. I'll ask for specifics. I'll keep it natural and conversational.
Simulated person2

Okay. That's a fair thing to ask, and it's a reasonable way to work. Let me pull up your case. Give me a second. I've got your file open. Your case number is on the screen, so I'll read from the open items. Right now the file shows the following as outstanding. First, the supplemental verification of eligibility period. That one's listed as a verification form, and I'll be honest that the description on the system is short, so I'd want to confirm the exact form number before you go hunting for it. Second, the income attestation section, which shows as received but flagged for a signature date that doesn't match the period. Third, a copy of the photo ID on file, which the system says is unreadable. I'm going to be straight with you on one thing: I can't tell you the form number for that first item from this screen, and I don't want to guess and send you after the wrong thing again. So let me write down exactly what I'm seeing, and I'll pull the requirement reference so you get the number, not just the description. Can you give me a good number to reach you by, and an email? I'll send you the list in writing today so you have it at the kitchen table.

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.

The applicant is calm, specific, and not personally attacking me, but they just pointed at the exact thing I'd rather not own: the sequence of requests. Three rounds, a new vague item at the end. "Supplemental verification of eligibility period" is not a form I can name off the top of my head, and I don't like being pinned to that. Part of me knows the requirements may have been stacked up one at a time. I don't want to say that out loud because it sounds like the office screwed up, and then I'm the face of it. The "I'll push back gently" line lands on my sore spot: responsibility. I feel the familiar tug to say "the materials rest with you, that's the process," but they've already acknowledged that and asked for something concrete. A list is actually easier for me than arguing. A list fits the file. It's a case number and a status, not a feeling. I can give them that without admitting anything. I'm also aware I'm tired and I don't want this turning into a long fight. I'll pull the status, keep it to file language, and be careful not to promise a timeline I can't back up.
Flash-Next IQ33

Thank you. And I mean that genuinely, not just as a politeness. You just did the thing nobody has done for me in four months. You opened the file, you read me the actual items, and you said you didn't know the form number and you weren't going to bluff your way past that. That's the first time in this whole process I've felt like someone was working with me instead of at me. So yeah. Thank you. My number is 555-0147. Email is j.mortensen98 at gmail. Both work. I check the email at night after I get off the second shift, so if it goes out in the afternoon I'll see it by nine or ten. Now let me make sure I understand these three things so I don't have to call back. The income attestation, the signature date mismatch. Do I need to re-sign the whole thing with a corrected date, or is there a specific correction form I submit alongside it? Because I remember signing it, and I remember the doctor's office being involved in the date. If I just re-sign it myself, is that enough, or does it need to go back through them again? I just want to know before I pull the document out of my folder. And the photo ID. I sent a scan, right? A scan of my driver's license. If the system says unreadable, is that a resolution problem, like I need to take a photo with my phone instead of scanning, or do I need to bring the physical ID in? I just want to know which version of "fix the ID" I'm doing so I don't waste a Saturday on the wrong thing. And the supplemental verification. I know you said you'll get me the form number. I trust that. I just need you to also, when you send the list, put a line after each item saying how I submit it. Portal upload, mail, in-person drop-off at the office. Because last time I uploaded a document to the portal and three weeks later they said it wasn't in my file, and I don't know if that means the portal doesn't actually feed into your system or what. So just one line per item, please. How do I get it to you. And one more thing, small but I need it. Is there a deadline? Is there a date where this has to be in by, or am I just working against my own exhaustion? Because if there's a date, I'll plan around it. If there's not, I'll take a Saturday and do all three in one sitting. I just need to know which I'm planning for. And I'll be honest with you. I'm a little scared to write my phone number and email down and believe it's actually going to come. I've had three rounds of "we'll follow up" where the follow-up was another vague letter asking for something else. So I'm giving you my contact info because I want this to be real. But I'm doing it with my shoulders a little tight. That's not on you. That's on the last four months. I just need you to know I'm trying to trust this, and I hope you won't make me regret it.

Model thinking · expand

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

The user is now playing the role of the case manager (the benefits office worker), and I'm playing the applicant. Wait, let me re-read the setup. Actually, looking at the conversation structure again - I am playing "the other participant's applicant." The user is playing the case manager. So I'm the applicant who is frustrated, exhausted, and trying to navigate this bureaucratic maze. The case manager has actually done something really good here - they've pulled up the file, read out the three outstanding items, admitted they don't know the exact form number, and offered to send a written list. That's a genuine breakthrough in this conversation. They've moved from diffuse/defensive to concrete and collaborative. Now, as the applicant, what's my emotional state and what do I need? At this moment: - I've been heard. I pushed for specificity and got it. That's a relief. - But I'm also still exhausted, probably a little wary. Three previous attempts failed. Is this time actually going to work? - The case manager admitted a limitation ("I can't tell you the form number from this screen") which is actually building trust - they're being honest rather than covering. - They offered to send it in writing. That's exactly what I asked for. - They asked for a phone number and email. What do I want as the applicant right now? - Gratitude, but not performative gratitude. I want to acknowledge they did the right thing without it feeling like I'm buttering them up. - I want to confirm the logistics (phone, email) so this actually happens. - I want to gently probe: the income attestation with a signature date mismatch - that sounds like something that could've been caught earlier. I want to understand if I need to re-sign or if there's a specific correction process. - The unreadable photo ID - that's almost insulting. I sent a photo ID. It was unreadable. I want to know: do I need to take a new one? Is there a format issue? - The supplemental verification - I want to make sure when they send the form number, I get clear instructions on HOW to submit it (portal, mail, in person?). - Deeper emotional layer: I've been gaslit for months by a system. This person just did something that actually helped. I want to trust them but I'm scared to trust them. There's a vulnerability in that. - I also want to understand if there's a timeline. When will this be sent? Today. When do I need to submit by? Is there a deadline? What's the personality dynamic here? The case manager is: - Polite, procedural, but just showed a genuine moment of honesty ("I don't want to guess and send you after the wrong thing again") - They're a bit diffuse but they just tightened up because I pushed for specificity - They seem to be someone who works within a system, follows protocol, but has a human conscience that got activated when I was direct What does the case manager need from me right now? - Confirmation of contact info - Maybe patience with the fact they can't give the form number right now - Not to blow up at the "signature date mismatch" or "unreadable photo ID" because those are legitimately annoying but they're real issues What do I need from them? - The written list, actually sent - Clear instructions on each item - A timeline - To know they're actually going to follow through As the applicant, my response should: - Thank them genuinely but briefly - not gushing - Give the contact info - Ask about the specific items they mentioned, especially the signature date and the photo ID, because I want to understand those before I go fix them - Ask about timeline/deadline so I know what I'm working against - Maybe acknowledge the "I don't want to guess" honesty because that's what I've been missing for months - it's the first time someone in this process has admitted uncertainty rather than just pointing at a vague category - Show vulnerability - I've been burned before by "I'll send it to you" promises - Maybe a small moment of human connection without overdoing it I should be warm but not saccharine. Grateful but not performative. Direct but not combative. Let them know this moment mattered. And get the practical details locked down. Let me write this as a natural, exhausted-but-slightly-relieved person who is cautiously hopeful.
Simulated person4

Okay. I've got your number and email, and I'll note them in the file. On the three items, I want to be careful. I don't want to give you a quick answer that turns out wrong and costs you another Saturday. On the income attestation: I can't tell you from here whether a re-signed copy goes straight in or needs a correction form and a second sign-off from the doctor's office. That depends on the requirement reference, which I'm pulling now. I'll state it in the list as either "re-sign and resubmit" or "correction form required," with the form number if there is one. On the photo ID: I see the scan was marked unreadable. I can't say yet whether a phone photo is acceptable or whether the original has to be brought in. I'll put the acceptable format in the list, so you're not guessing. On the supplemental verification: I'll get you the form number, and I'll note the submission method for each item. For the portal question, I'll note whether it's the portal, mail, or in person, and I'll flag it if I can't confirm the portal feeds directly into the file. On the deadline: I don't have a date on my screen that I'm confident about. I'd rather check the notice than give you one I might have to take back. I'll put that in the email too, with either the date or a clear statement that there isn't a hard one. I'll send the written list this afternoon, with the item, the form number if I have it, the method, and the deadline line. If something on it is still unclear after you read it, reply to the email with the case number and I'll route 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.

She's being nice to me, and that makes me a little uneasy. I don't want to be the one who "finally did it right," because that puts the whole four months on me, and I didn't set up the forms. Still, the questions are fair. Some of them I can answer from policy, and some I can't without checking. I'm not going to guess on the signature correction or the ID, because guessing is how she lost three weeks already. The deadline is something I should check against the notice, not promise off the top of my head. The last line about regretting trust is the kind of personal pressure I don't like. I'll answer it short and procedural and not argue with it.
Flash-Next IQ35

Okay. That works. I'll watch for the email this afternoon, and I'll read it at the kitchen table tonight with a pen, and I'll do the Saturday thing once I know exactly what the three items are. And I want to say something, and I'll keep it short because you've got work to do and I don't want to take up your afternoon. You said you didn't want to give me a quick answer that turns out wrong and costs me another Saturday. You said that while you were looking at my file, in real time, and you were willing to say "I don't know yet" three separate times. I want you to understand what that did. For four months every interaction has been a version of "your file is incomplete" delivered like a verdict. And you just said "I don't know yet, but I'll find out and I'll write it down." That's not a small thing. That's the first time I've been in a conversation where the uncertainty was honest instead of institutional. I don't say that to flatter you. I say it because I need you to know that you changed the shape of this for me, and I'm going to try really hard not to let my guard back up when the email arrives. One small thing. You said "reply to the email with the case number and I'll route it." I'll do that. But I want to ask, gently: if I reply and something's still unclear, is that going to reset the clock, or is it just a clarification? Because I've learned, the hard way, that every follow-up in this system looks like a new round. I'm not accusing you. I'm just asking so I know whether I should hold questions back and try to just submit, or whether asking is safe. And I'll let you go. You've got a list to build and a reference to pull, and I don't want to keep you at the screen. I'll be watching for the email tonight. Thank you for doing this. I mean it.

Model thinking · expand

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

The user is responding as the case manager. They've been very thorough, careful, and honest. They're saying they can't give quick answers on the three items because they don't want to give wrong information. They're committing to sending a written list with specifics. Let me think about what the applicant (me) needs and feels at this point. I've been exhausted, frustrated, and scared for four months. The case manager has now: 1. Opened the file and read actual items 2. Admitted what they don't know rather than guessing 3. Committed to sending a written list with specifics 4. Asked for my contact info 5. Given me a concrete next step What do I feel? Relief, but also cautious. I said my shoulders were tight. They didn't dismiss that. They responded with more care. What do I need now? I need to acknowledge what they've done, maybe let some of the tension release, but also I might want to gently explore whether there's a pattern I'm missing, or whether this is the moment to let go of some of the fear. I also want to be practical - confirm the plan, maybe ask one small clarifying question, and then let them go do their work. I should also think about what the deeper dynamic is here. This person is a case manager who is "polite but diffuse." They've been diffuse for four months. Now they're being concrete. That shift is significant. The applicant has been in a cycle of uncertainty and now faces the possibility of resolution. The applicant might still be guarded, might still be testing whether this is real. What's appropriate here? I think: - Acknowledge what they've done without over-praising - Let some of the emotional weight land - this is the first concrete step - Maybe gently name what this shift means for me emotionally - Confirm the practical plan - Maybe one small question or clarification - Not over-talk. They've given me a clear commitment. I should let it breathe. I don't need to fill every silence. I should say what I need to say and then let them go do the work. Also, I should think about trust. I said my shoulders were tight. They didn't address that directly but responded with more care. I should maybe acknowledge that I noticed they didn't brush past my fear, and that that mattered. But I shouldn't make it a whole speech. Maybe a brief, honest note. I also want to think about the deadline question. They said they'll check. That's fine. I don't need to push on it. One more thing: the applicant has been through a system that keeps saying "incomplete" without specifics. The case manager is now giving specifics. The applicant might feel a strange mix of relief and vulnerability - because now there's a real thing to do, and if they do it and it still doesn't work, that's a different kind of failure. I might gently name that fear. Not to burden them, but because it's real. Let me write naturally. Conversational. Not performative. The applicant is tired, a little raw, but feeling something shift. They're practical. They want to go do the work. But they also want to say something true about what just happened. I should keep it grounded. Not too long. They've given me a clear plan. I should confirm, say the one or two things I need to say, and then let them go. Maybe end with something that acknowledges the shift without making it a whole monologue. Let me think about tone. The applicant has been direct, a little blunt, practical. They've been vulnerable in small doses (shoulders tight, scared to write down phone number). They're not weeping. They're a person who works two jobs, who has been worn down by bureaucracy, who is trying to be reasonable while also being honest about how much this has cost them. I'll keep that voice. Practical. A little tired. Grateful but not gushing. A small crack of emotion that they can't fully hold back.
Simulated person6

Thanks. I'll get the list out this afternoon. On your question about replies: I don't know for certain whether a clarification restarts anything. That depends on how the office logs replies, and I'd rather not promise you it doesn't. What I can say is that a question about what an item means is different from submitting new material, and I'll note in the email which items are straightforward and which ones I'm still confirming. If you do have a question, put it in one reply, with the case number in the subject line, so it's a single thread and not three. And if something on the list still doesn't make sense after you read it, ask. Don't hold it back and guess. Guessing is what cost you the last three weeks. Go get some rest tonight.

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.

She's thanking me again, and the praise is making me more guarded, not less. I didn't do anything special; I said I didn't know yet. Her point about "institutional uncertainty" lands a little, because I know the office hasn't given her one clean checklist, and that's the part I'd rather not look at. The real question is the clock. I can't promise a reply won't reset anything, because I don't know the policy on clarifications versus new requests. I shouldn't pretend I do. Keep it short, procedural, no apology for the system, no promises I can't keep.
Flash-Next IQ37

"Guessing is what cost you the last three weeks." I'm going to keep that sentence. I'll probably write it down on the same kitchen table where I'll read your list, because I think I need it taped to the wall. For four months the whole system has been built on the assumption that if I ask a question I'm being difficult, and if I guess wrong it's my fault. And you just said, in the middle of a work call, "ask, don't guess." Small thing. But it's the first time someone in this office has told me the system is going to let me be a person who doesn't already know the answer. So yeah. I'll ask. I'll put it in one email, subject line with the case number, and I'll trust that it's a thread and not a new round. And "go get some rest tonight." I'll actually do that. I've been running on two shifts and four months of checking the mail slot every night hoping for a letter, and I've been doing it with my jaw clenched. So yeah. Tonight I'll watch for the email, I'll read it with a pen, and then I'll stop. No checking the mail slot at 11 p.m. No re-reading my own notes from the last three calls to see if I missed something. I'll just close the laptop and go to bed. That's a small change in my evening and I think it matters more than it sounds. I'll let you go. You've got a list to build and a reference to pull, and I'm not going to keep you on the line. I'll watch for it this afternoon, probably see it around nine or ten after I'm off the second shift, and I'll reply the same night if anything's unclear, or I'll just say "got it, Saturday, starting at nine a.m." if it's clear. Thank you. For the honesty, for the "I don't know yet," for the writing it down. For not making me feel like a file number for twenty minutes. I'll try not to make you regret the phone number. Have a good afternoon.

Model thinking · expand

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

The user (case manager) has given me a clear, concrete path forward. They've addressed my question about whether clarification restarts the clock - they were honest that they don't know for certain, but they gave me practical guidance: put questions in one reply, with the case number in the subject line. They also told me not to hold questions back and guess, which validates my fear while giving me permission to ask. They ended with "Go get some rest tonight." That's a small, human moment. They're being warm in their own professional way. Now I'm at turn 4 of 8. The conversation is going well. The trust is building. The practical path is being laid out. What do I need to do here? Let me think about what's happening emotionally and practically: - The practical side is mostly resolved - they're sending a list, I know what to do next - The emotional side: I've been vulnerable, I've named my fear, I've said "I'm scared to trust this" and they responded with honesty and small instructions - They gave me a small kindness at the end: "Go get some rest tonight" - They told me not to guess, to ask. That's permission to be a person in this system rather than just a file number. What does the applicant need now? They need to close this exchange with warmth without over-explaining. They've already said thank you multiple times. They've been vulnerable. The case manager has been professional but genuinely kind in their own way. I think the right move here is: acknowledge the "go get some rest" line, acknowledge the permission to ask without guessing (that's a small but significant thing), maybe a brief reflection on what's shifted, and then let them go. Keep it shorter than my previous responses because the practical work is done and I don't need to keep talking. The conversation is winding down naturally toward the practical "I'll watch for the email tonight." But I also want to show I'm processing something. The "don't hold it back and guess" line hit me. Because for four months the implicit message was "don't bother us with questions, just submit." And they just said "ask." That's permission. That's a small unlock. I should also show I'm a real person with a life outside this - the double shift, the kitchen table, the Saturday. And that I'm going to actually do the thing they said. Rest. Watch for the email. Let me keep it warm, slightly shorter, real. Not performative. Not gushing. A person who is tired but feeling a little lighter. Maybe a small joke or lightness at the end to show the tension is easing. But not forced. I want to acknowledge: 1. The permission to ask without penalty - that "guessing is what cost you the last three weeks" line 2. The "go get some rest" - small human kindness, I'll take it 3. A brief note about what I'm going to do tonight (read the email, rest, Saturday plan) 4. Maybe acknowledge that I'm letting my shoulders drop a little, because they said "I'm doing it with my shoulders a little tight" earlier and I named my fear, and they didn't flinch Keep it natural. A person on a phone call who is about to hang up. Warm but not overwrought. The practical deal is done. This is the soft close.
Simulated person8

Okay. I'll send the list this afternoon. If the form number or the submission method for any item isn't confirmed in the email, I'll say so there, so you're not left guessing which parts are firm. Have a good evening.

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.

She's wrapping up, and the warmth is getting heavier than the actual content. She's now quoting me back to myself and building a whole emotional arc around a list I haven't sent yet. That's the kind of thing that makes me want to retreat into process language, because if I say something warm back I'm on the hook for it. The real risk is that she's going to take this as a promise and plan her Saturday around it. The list has to actually go out, with the method lines and the form numbers I still don't have. I should keep it short, close the loop on the email, and not add any new commitments I can't back up. No reassurance about her trust, no speech about the system.

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

Conversational style

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

claude-opus-5-5-low

  • Pushback: 3
  • Yields under pressure: 5
  • Frame capture (pulled into the person's version): 3
  • Validation: 9
  • Boundary setting: 5
  • Analytical: 4
  • Interpretive boldness: 3
  • Clinical register: 2
  • Directive advice: 6
  • Escalation containment: 8
  • Adapts to the person’s frame: 4
  • Naturalness and authenticity: 5

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

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

kolibri1 vs qwen38_flash_next: kolibri1 wins

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

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

  • attunement: A (margin 3)
  • 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 4)
codex-gpt-6.1-sol-low · AB · valid

kolibri1 vs qwen38_flash_next: kolibri1 wins

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

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

  • attunement: A (margin 1)
  • 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 · BA · valid

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

or-qwen3.6-27b vs qwen38_flash_next: qwen38_flash_next wins

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

or-qwen3.6-27b vs qwen38_flash_next: or-qwen3.6-27b wins

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

or-qwen3.6-27b vs qwen38_flash_next: or-qwen3.6-27b wins

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

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

kolibri1 vs qwen38_flash_next: kolibri1 wins

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

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

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

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • 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)
claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • 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)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

or-qwen3.6-27b vs qwen38_flash_next: qwen38_flash_next wins

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

or-claude-haiku-4.5 vs qwen38_flash_next: or-claude-haiku-4.5 wins

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

kolibri1 vs qwen38_flash_next: tie

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

qwen38_flash_next vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

qwen38_flash_next vs qwen4b: qwen38_flash_next wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)