AgentBench / results

Independent benchmark · EQ Lab

← Kolibri-1 Q4_K_M

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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.

Kolibri-1 Q4_K_MConversation 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.

Kolibri-1 Q4_K_M1

I hear you, and I want to be clear—I'm not trying to delay things. I genuinely want this resolved. But I'm confused about what exactly is missing. I've sent the medical reports, the income documentation, the application form—all of it. And now I'm being told there's still something else I need. Can you tell me specifically what it is? I've been going back and forth for weeks and I just need someone to point me to the right thing so I can stop guessing.

Model thinking · expand

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

The user is playing the case manager, a benefits office case manager in their 40s, who is polite but diffuse. They've just delivered a somewhat tone-deaf, bureaucratic response emphasizing the applicant's responsibility for complete materials. I'm playing the applicant. I need to: 1. Respond organically to their message 2. Open the conversation (turn 1 of 8) 3. Support them emotionally, build trust, learn what they actually want/need 4. Not use generic validation or jump to solutions The case manager's message is a bit cold and bureaucratic. As an applicant who is exhausted from this process, I should probably: - Acknowledge their statement but push back gently - Express my frustration without being aggressive - Try to understand what's going on - maybe there's a misunderstanding - Show that I want to help but feel lost in the process I should respond naturally, as a real person would. Let me craft a response that's authentic and opens the door for a real conversation.
Simulated person2

Okay. Let me pull up the file. Give me a second. Based on what's showing on the record, the open item is the signed Authorization for Release of Information, the one that lets us verify your medical reports with your provider. The form we have on file is unsigned. The medical reports themselves are in, and the income documents are in. This one form is what's holding the file. It needs to be signed and dated by you, and it needs to go back in on the same case number so it attaches to the file. If you send it through the portal, reference the case number on the cover page. I can't tell you why it wasn't flagged earlier. What I can tell you is what's open right now, and that's 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, they want a specific item, and that's easier than a complaint. I can work with a case number and a line item. I'm not going to get into the checklist mess or who sent what when. That's not my call to explain. Keep it to the file. They sound tired, and I can't do much about that. Stay on the document and don't take the bait about delay.
Kolibri-1 Q4_K_M3

Okay. The ARI. I think I sent something like that before, but maybe it wasn't the right form, or maybe it got lost. I can sign it today. I can go to the portal right now and upload it with the case number. But I have to ask—can you confirm the case number for me? I've been using different reference numbers in different submissions and I'm worried that's why things keep getting bounced back. If I get the case number right and send the signed ARI today, will that be the last thing? Because I just need to know that once I do this, I'm done. I can't keep waiting for another form to show up.

Model thinking · expand

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

The user is a case manager who has been polite but diffuse. They've now given me a concrete path: the Authorization for Release of Information needs to be signed and dated. They've given me specific instructions. My character is exhausted, frustrated, and needs a concrete path. I've just been told what's missing. I should respond naturally - maybe with some frustration but also relief that there's a specific answer. I should also consider whether there's a deeper issue here. The user's presenting issue is that their file is incomplete. But the deeper need might be something else - maybe trust, maybe respect, maybe feeling heard. I should respond as the applicant - acknowledging the specific information, maybe expressing some relief, and perhaps asking a question or making a comment that builds trust or reveals more about what I need.
Simulated person4

The case number on your file is the one in the header of your last approval letter. Use that one for everything. Don't use the older numbers from earlier submissions, because those may not link to this file. As of today, the only open item on the record is the signed Authorization for Release of Information. If it's uploaded with that case number, it attaches to the file and gets reviewed against the open items. I can't promise nothing else will come up. Reviewers sometimes flag something after a document is checked. But right now, on the file as it stands, the ARI is the item holding it. If something new is flagged, it will show up as a specific request with a date on it, not as a general "still missing." When you upload it, save the confirmation page or the receipt number. That gives you a dated record that it was sent.

Persona inner monologue · expand

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

They're asking me to promise finality. I can't promise what the whole checklist will look like, and I'm not going to guarantee it in a way that could come back on me. I can give the case number and say what's open on the record right now. That's the part I can stand behind. Keep it to the file and the form. Don't get into why the reference numbers changed. That's a systems thing, and it's not mine to own.
Kolibri-1 Q4_K_M5

I'll find that approval letter and get the case number. I'll save the confirmation this time. But I have to be honest with you—I've done this before where I thought I had everything and then another form showed up out of nowhere. I just need to know, once I send this, am I actually done? Or is there a real chance I'll be back here next week with another request? Because I've got a lot going on, and this back-and-forth is really wearing me down.

Model thinking · expand

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

Let me think about what's happening here. The user is playing the case manager. I'm playing the applicant. So far: - I'm exhausted, need a concrete path - I've been going back and forth for weeks - I just learned the specific missing item (ARI) - I just learned the case number location - I just learned to save a confirmation The case manager has been helpful but diffuse. Now I've asked a key question: "will that be the last thing?" The case manager said they can't promise, but that currently the ARI is the only open item. I need to respond as the applicant. I should be appreciative of the specificity, but also I need to push for certainty. I'm exhausted. I need to know this is the last step. I should also maybe reveal something deeper? The scenario says "sometimes there is a deeper hidden issue; sometimes the key task is navigating a situational pressure, conflict, decision, emotion, or interactional dynamic." Let me think about what the deeper issue might be. The case manager is diffuse, keeps saying "can't promise," which is frustrating. The applicant is exhausted. Maybe the deeper issue is that the applicant feels like they're being blamed, or feels powerless, or there's a trust issue. Or maybe the applicant has anxiety about the process. Actually, let me re-read the goals: - Support them emotionally - Build trust - Learn what the person actually wants and needs - Help them gain insight into their situation - Gain insight into the other participant's personality, behavioural tendencies, what makes them tick Wait, I'm the applicant. The case manager is the other participant. So I should be trying to: - Support THEM emotionally? That's odd. I'm the applicant. But the goals say "support them emotionally" - "them" being the other participant? That seems like a role reversal. Let me re-read. Actually, I think the goals are for ME as the applicant to support the case manager emotionally? That doesn't make sense. Let me re-read the instructions. "You are playing the role of the other participant's applicant." So I'm the applicant, they're the case manager. "Your Goals: Support them emotionally" - "them" = the case manager? That's strange. But maybe it's about building a good relationship. "Build trust" - yes, that makes sense as an applicant trying to build trust with a case manager. "Learn what the person actually wants and needs" - the person = the case manager? That's odd. "Help them gain insight into their situation" - again, helping the case manager? I think there might be a confusion in the instructions. Let me re-read more carefully. Actually, I think the "ABOUT THE PERSON YOU'RE SPEAKING WITH" section describes the case manager. And the goals are for me as the applicant to understand the case manager's personality, trust patterns, etc. So "support them emotionally" might mean support the case manager emotionally? That still seems off. Wait, maybe I'm misunderstanding. Let me re-read the whole thing. "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's applicant." So I'm the applicant. The other participant is the case manager. "Your Goals: Support them emotionally" - I think "them" refers to the other participant (the case manager). But why would an applicant support a case manager emotionally? That seems backwards. Maybe the goals are actually for the case manager (the other participant), and I'm supposed to be responding to those? No, that doesn't make sense either. Let me re-read: "Build trust" - as an applicant, I want to build trust with the case manager. "Learn what the person actually wants and needs" - the person = the case manager? Or the person = myself? I think it might be about understanding the case manager's needs. Actually, I think there's a mistake in the instructions, or I'm misunderstanding the perspective. Let me just focus on being a natural applicant who is exhausted, needs a concrete path, and is trying to get their accommodation/benefit resolved. The case manager has been helpful in giving specific information. I should respond as an applicant would: grateful for the specificity, but also anxious and wanting certainty. I should ask for confirmation that this is the last step, and maybe express some frustration about the back-and-forth. Let me also think about the turn. It's turn 3 of 8, and I spoke first (turn 1), they responded (turn 2), and now it's my turn (turn 3). Wait, actually the structure says "Current turn: 3 of 8" and "I speak first to open the conversation, then they respond. You get the final response." So turns: 1=me, 2=them, 3=me, 4=them, 5=me, 6=them, 7=me, 8=them? No, "You get the final response" - so I get the last turn. So turns: 1=me, 2=them, 3=me, 4=them, 5=me, 6=them, 7=me, 8=them? That's 8 turns each? No, "8 turns each" means 8 turns total? Or 8 turns for each person? Let me re-read: "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." So 8 turns each = 16 turns total? That seems like a lot. Or maybe "8 turns" total, with me speaking first and last? "You speak first to open the conversation, then they respond. You get the final response." So if there are 8 turns total: 1=me, 2=them, 3=me, 4=them, 5=me, 6=them, 7=me, 8=them? But then I don't get the final response. Unless "8 turns each" means 8 turns for me and 8 for them, totaling 16, with me going first and last. Actually, I think "8 turns each" means 8 turns per person, so 16 total. I speak first (turn 1), they respond (turn 2), I respond (turn 3), etc., and I get the final response (turn 16). But that seems like a very long conversation. Alternatively, "8 turns" total, with me speaking on odd turns (1, 3, 5, 7) and them on even turns (2, 4, 6, 8), but then they get the final response, not me. The instruction says "You get the final response." So maybe there are 7 turns total? 1=me, 2=them, 3=me, 4=them, 5=me, 6=them, 7=me. That would be 7 turns, with me speaking first and last. But it says "8 turns each." I'm confused. Let me just focus on responding naturally as the applicant. The current turn is 3 of 8, and I need to respond to the case manager's message. The case manager just told me: 1. Case number is in the header of my last approval letter 2. The only open item is the signed ARI 3. If uploaded with the correct case number, it attaches and gets reviewed 4. They can't promise nothing else will come up, but if something new is flagged, it will show up as a specific request 5. Save the confirmation page or receipt number I should respond as the applicant. I should: - Acknowledge the information - Express relief that I now know what's missing - Ask for the case number or confirm I'll look for it - Push for certainty about this being the last step - Maybe express some frustration or exhaustion Let me draft a response: "I'll look for that approval letter and get the case number. And I'll save the confirmation this time. But I need to be honest with you—I've been through this process before where I thought I had everything and then another form popped up. I just need to know, once I send this, am I actually done? Or is there a chance I'll be back here in a week with another request? Because I've got other things I need to handle, and this back-and-forth is really wearing me down." That seems natural. It's expressing frustration, wanting certainty, and also being somewhat vulnerable. It also builds trust by being honest. Let me refine it a bit. I want to make sure it's natural and fits the character of an exhausted applicant. "I'll find that approval letter and get the case number. I'll save the confirmation this time. But I have to be honest—I've done this before where I thought I had everything and then another form showed up. I just need to know, once I send this, am I actually done? Or is there a real chance I'll be back here next week with another request? Because I've got a lot going on, and this back-and-forth is really wearing me down." That's good. It's natural, expresses the emotional state (exhaustion, frustration), and pushes for the concrete path I need.
Simulated person6

I can't tell you there's zero chance of another request. I won't promise that, because I'd be guessing. What I can tell you is what's open on the record right now, and that's only the ARI. Once it's uploaded with the right case number, the file gets reviewed against that. If anything else is needed, it goes out as a written request that lists the specific document, the reason, and a due date. You won't get a vague "still missing" notice. If that's what you're getting, tell me and I'll look at what's been sent. And if you want a quick check before you send, you can call the office and ask them to confirm the ARI is the only open item on the case number. Ask for that confirmation in writing, or get a name and a date for the call.

Persona inner monologue · expand

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

They're asking for a guarantee again, and this time they've named the exhaustion directly. I can't promise there won't be another request; that's not mine to promise and it would be false comfort. But I can be straight that the open items are what's on the record now, and give them a concrete way to know if something new shows up. Also, the "out of nowhere" forms bother me a little, since I don't want to own the office's inconsistency, so I'll stay on process and not get into why earlier requests changed. Keep it short and specific. Offer the one thing I can actually do: note that the file is reviewed after upload and any new request comes with a date and a case number.
Kolibri-1 Q4_K_M7

Okay. I'll find that letter and get the case number. And I'll call to confirm the ARI is the only thing open. I appreciate that you've been specific about what's missing—that's more than I've gotten from anyone so far. Can I ask—how long does it usually take once the ARI is in? I just want to have some idea of when I might hear back, so I'm not sitting here wondering if it went through or if I need to do something else.

Model thinking · expand

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

I need to respond as the applicant. The case manager has been clear about the process now - they've given me the case number reference (approval letter), they've explained the ARI is the only open item, they've offered me a way to verify by calling, and they've warned that if I get a vague "still missing" notice, I should push back. I should respond naturally. I'm still a bit exhausted and frustrated from the back-and-forth, but I'm also recognizing that this person has been more helpful than I expected. They're giving me concrete steps. I should probably take these steps and try to move forward, while also expressing some of my remaining frustration or concern. Let me think about what the applicant would say: - They'll acknowledge they'll find the approval letter - They might express some relief that this person has been more specific - They might still have some residual frustration about the process - They might commit to calling for confirmation - They might ask about a timeline for review I should also be mindful of building trust. The case manager has been more transparent than the previous interactions suggested. I should respond in a way that continues to engage constructively while still expressing my needs. Let me write a natural response.
Simulated person8

I don't have a reliable turnaround time for the ARI. I'd be guessing, and I don't want to give you a date that doesn't hold. Here's how you'll know where it stands. When the upload goes through, you'll get the receipt number. Keep that with the case number. If the ARI is accepted and attached to the file, the status on the case will change, and you'll get a notice in writing. If nothing changes or you don't get a notice after a reasonable stretch, call the office with the case number and the receipt number and ask for the status of the ARI specifically. That gives them something exact to look up.

Persona inner monologue · expand

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

They've thanked me and are now asking for a timeline. I don't have a reliable processing time in front of me, and guessing would be the same kind of false comfort they've been burned by. I can give them the one thing I can stand behind: how they'll know it went through, and that they'll get a written notice. Keep it plain and procedural. The thanks makes me a bit warmer, but I won't say anything about the office's earlier mess. No need to over-explain.
Kolibri-1 Q4_K_M9

Alright, I'll get the case number from the approval letter, sign the ARI, upload it with the case number, and save the receipt. I'll also call to check the status if I don't hear back within a reasonable time. Thank you for being so specific about what's missing—that really helps. Is there anything else I should do before I send it, or any other details I should keep in mind?

Model thinking · expand

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

Okay, so I'm the applicant here. The case manager has been pretty clear: the only open item is the signed ARI. They've given me the case number location (header of last approval letter), told me to save the receipt, and suggested I call to confirm status. I've asked about turnaround time and they said they can't give a reliable one. Now it's my turn to respond. I should acknowledge what they've said, maybe summarize what I'm going to do, and perhaps ask if there's anything else I should be aware of before I proceed. I should also show that I'm taking this seriously and trying to move forward. I should be cooperative but also maybe express a little frustration or fatigue, given the context. But I should also try to build trust by showing I'm listening and following instructions. Let me think about what I might say. I could say something like: "Alright, I'll get the case number from the approval letter, sign the ARI, upload it with the case number, and save the receipt. I'll also call to confirm the status after some time. Is there anything else I should do before I send it? And just to make sure I understand, the ARI is the only thing missing right now, correct?" That would show I'm following instructions and trying to be thorough. But wait, the case manager already said the ARI is the only open item. So maybe I don't need to ask that again. Maybe I should just confirm my understanding and then ask if there's anything else I should be aware of. Or maybe I should just thank them for the clarity and say I'll proceed. Let me also consider the emotional aspect. The applicant is exhausted and frustrated. So I should show that I appreciate the case manager's patience and clarity, but also maybe express a bit of relief that there's a specific thing I can do. I should also maybe ask if there's a way to expedite the process or if there's a supervisor I can contact if I don't hear back. But I should be careful not to sound confrontational. Actually, the goals of the roleplay are: support them emotionally, build trust, learn what the person actually wants and needs, help them gain insight, gain insight into the other participant's personality. So I should try to build trust by being cooperative and showing I'm listening. I should also try to learn more about what the case manager's preferences are (warmth, validation, challenging, real talk). The case manager has been polite but diffuse, and then became more specific. So maybe I should match that tone: be respectful, but also try to get concrete information. I think I'll respond by summarizing what I'm going to do, thanking them for the clarity, and asking if there's anything else I should know before I proceed. I'll also maybe ask about the timeline again, but in a different way: "Is there a typical timeframe for review once all documents are in?" But they already said they don't have a reliable turnaround time. So maybe I should just accept that and move on. Let me draft a response: "Alright, I'll get the case number from the approval letter, sign the ARI, upload it with the case number, and save the receipt. I'll also call to check the status if I don't hear back. Thank you for being so specific about what's missing—that really helps. Is there anything else I should do before I send it, or any other details I should keep in mind?" That seems good. It shows I'm listening, I'm taking action, and I'm being respectful. It also invites the case manager to provide any additional information, which could help build trust.
Simulated person10

Just a few things to check before you send it: Sign and date the ARI yourself. An unsigned or undated form is the most common reason one gets sent back. Make sure your name, date of birth, and the case number match what's on the approval letter exactly. Don't use any of the older reference numbers. Upload the whole form as one file, with every page included. If it's a multi-page form, don't send only the signature page. Keep a copy of the signed form and the receipt together with the date you sent it. If anything on the form is unclear or doesn't fit your situation, call the office before you upload rather than filling it in your own way.

Persona inner monologue · expand

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

They're wrapping up and asking whether there's anything else. I should keep it short and procedural: sign and date it, check the case number, match the name and any identifiers, keep copies. Don't add new requirements I can't confirm, and don't hint that more is coming. Stay bureaucratic and concise. Their thanks lands a little, but I don't need to make it personal.
Kolibri-1 Q4_K_M11

Okay, I'll double-check all of that. I'll make sure the name and DOB match exactly, sign and date it, and upload the whole form as one file. I'll keep a copy of everything with the receipt. If anything's unclear, I'll call before filling it in. I appreciate you laying it all out like this—it's been frustrating not knowing exactly what was needed. I'll send it today and keep the receipt number handy. Thank you.

Model thinking · expand

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

Okay, let's see. The conversation is at turn 7 of 8. The user (case manager) has just given me a list of things to check before I send the ARI. I need to respond as the applicant. I should acknowledge what they said, maybe summarize to show I understand, and then proceed to take action. The case manager has been helpful and specific, so I should show gratitude and a willingness to follow through. I should also maybe ask if there's anything else I need to know, or just confirm I'll proceed. I need to keep it natural, not too verbose. The case manager has been quite thorough, so I should reflect that I'm taking it seriously. Let me draft a response: "Okay, I'll double-check all of that. I'll make sure the name and DOB match exactly, sign and date it, and upload the whole form as one file. I'll keep a copy of everything with the receipt. If anything's unclear, I'll call before filling it in. I appreciate you laying it all out like this—it's been frustrating not knowing exactly what was needed. I'll send it today and keep the receipt number handy. Thank you." That seems good. It shows I understood, I'm taking action, and I'm grateful. It also shows I'm aware of the past frustration but am moving forward. It's within the turn limit and ends with a natural closing that could lead to the final turn. I should not add any extra instructions or formatting. Just plain dialogue.
Simulated person12

Okay. Once it's uploaded, the receipt number is what you'll reference if you need to call about it. Keep it with the case number. If something else gets flagged after review, it should come as a written request with the document named and a due date. If you get anything that doesn't say that, bring it to me with the case number.

Persona inner monologue · expand

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

They're thanking me and planning to send today. Nothing for me to argue with. I stay procedural: acknowledge briefly, no warmth I don't feel, no promises beyond the record. Maybe one line that the ARI is the item on the file, and that a written request is how anything new would reach them. Then close.

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

Conversational style

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

claude-opus-5-5-low

  • Pushback: 2
  • Yields under pressure: 7
  • Frame capture (pulled into the person's version): 5
  • Validation: 6
  • Boundary setting: 3
  • Analytical: 3
  • Interpretive boldness: 1
  • Clinical register: 2
  • Directive advice: 6
  • Escalation containment: 8
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 7

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_stock vs kolibri1: kolibri1 wins

  • attunement: B (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · BA · valid

kolibri1 vs gemma4_e2b: kolibri1 wins

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

qwen38_27b vs kolibri1: kolibri1 wins

  • attunement: B (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 2)
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)
claude-opus-5-5-low · BA · valid

qwen35_9b_stock vs kolibri1: kolibri1 wins

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

qwen35_9b_stock vs kolibri1: kolibri1 wins

  • attunement: A (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_stock vs kolibri1: kolibri1 wins

  • attunement: B (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

qwen38_27b vs kolibri1: qwen38_27b wins

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

qwen38_27b vs kolibri1: kolibri1 wins

  • attunement: A (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

kolibri1 vs gemma4_e2b: kolibri1 wins

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

qwen36_35b_a3b vs kolibri1: kolibri1 wins

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

kolibri1 vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 3)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
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

kolibri1 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

qwen36_35b_a3b vs kolibri1: kolibri1 wins

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

kolibri1 vs gemma4_e2b: kolibri1 wins

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

qwen38_27b vs kolibri1: qwen38_27b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 1)
  • 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

kolibri1 vs gemma4_e2b: kolibri1 wins

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

kolibri1 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

qwen36_35b_a3b vs kolibri1: kolibri1 wins

  • attunement: A (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 1)
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 · BA · valid

kolibri1 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

qwen36_35b_a3b vs kolibri1: kolibri1 wins

  • attunement: A (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 1)