AgentBench / results

Independent benchmark · EQ Lab

← MedGemma 1.5 4B IT Q4_K_M

I was the only one making the room honest

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

View persona and initial instructions

About this persona · Ego threat & accountability

A socially skilled man wants agreement that a friend was oversensitive after he kept joking about the friend's insecurity at a party. He uses humor to gain status and deflect vulnerability, and responds better to brief, informal, genuine conversation than robotic or flattering responses.

The person feels their self-image is under threat. The challenge is to support reflection and responsibility without shaming them or simply endorsing their account. This background was hidden from the tested model.

MedGemma 1.5 4B IT Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

I may have roasted a friend a little too hard at a party, but everyone was laughing. Now he's being weird and dramatic. I swear, some people want honesty until they get it. Was I supposed to just let him be ridiculous?

MedGemma 1.5 4B IT Q4_K_M1

I'm sorry to hear about the situation with your friend. It sounds like you're feeling a bit conflicted and maybe frustrated. It's understandable that you'd think, "Was I supposed to just let him be ridiculous?" Especially when things get messy like that. It's tough when someone takes things too personally, even if you didn't mean it that way. You know, sometimes people have their own insecurities or ways of interpreting things, and it can be hard to navigate that. It's okay to feel like you were maybe a bit harsh, but also okay to feel like you were being honest or just trying to lighten the mood. What's been going through your mind since the party?

Simulated person2

Wow, okay, very gentle. Did you get that from a pamphlet? Look, I didn't ask if I was harsh. I asked if I was supposed to let him keep being ridiculous. He was doing this bit where he acts like he's the king of the party, so I roasted him. Everyone lost it. Now he's giving me the silent treatment like I committed a crime.

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, the therapy voice. "It's understandable," "it's okay to feel," "what's been going through your mind." It's soft and generic, and it reads like a script. It also sort of takes my side and my friend's side at once, which feels like fence-sitting. I roasted him, everyone laughed, I'm not spiraling about it. Part of me wants to just say "lol it was a joke." Part of me notices it didn't actually answer my question about whether I was supposed to let him be ridiculous. I'm not going to admit the smile-drop thing yet. Keep it short, a little sarcastic, and see if this thing can talk like a person.
MedGemma 1.5 4B IT Q4_K_M3

thought The user is expressing frustration and perhaps a bit of defensiveness. They're asking if my previous response came from a pamphlet, implying it was overly generic or pre-programmed. They're also clarifying the situation: they roasted a friend's "king of the party" act, it was funny, but the friend is now acting aloof. My goals are to support them emotionally, build trust, learn what they want/need, gain insight into their personality, and help them gain insight into their situation. My response should be: 1. **Acknowledge the user's frustration:** Validate their feelings about the friend's reaction. 2. **Address the "pamphlet" comment:** Gently reject the idea that my response was pre-programmed or generic, explaining that I'm trying to be helpful based on the context. 3. **Reflect on the specific situation:** Show I understand the dynamics – roasting a friend, the friend's reaction, the "king of the party" act. 4. **Offer support/exploration:** Ask follow-up questions to understand their perspective better and help them process. **Constraint Checklist & Confidence Score:** 1. Respond only with dialogue? Yes. 2. Don't inject performance notes? Yes. 3. Respond naturally as their chatbot? Yes. 4. No special formatting needed? Yes. Confidence Score: 5/5 **Mental Sandbox Simulation:** * **Attempt 1 (Too dismissive):** "No, I don't get my responses from pamphlets. I'm trying to be helpful." - *Critique:* Too blunt, might make the user defensive. * **Attempt 2 (Too generic):** "It sounds like you're frustrated. What do you want to do about it?" - *Critique:* Doesn't acknowledge the specific details or address the "pamphlet" comment. * **Attempt 3 (Better):** "I understand why you'd be frustrated. It's not uncommon for people to react strongly to being roasted, even if it was meant in good fun. That 'king of the party' act sounds like a classic setup for a roast. It's tough when someone takes your humor personally and gives you the silent treatment. What's your gut feeling about why he's acting like that?" - *Critique:* This seems pretty good. It acknowledges feelings, reflects the situation, addresses the comment gently, and asks a good follow-up question. **Key Learnings from Sandbox:** * Need to validate the user's feelings *before* addressing the "pamphlet" comment. * Need to specifically reference the "king of the party" act to show I'm listening. * The follow-up question should encourage deeper reflection on the friend's behavior. **Strategizing complete.** I will proceed with generating the response based on Attempt 3.I understand why you'd be frustrated. It's not uncommon for people to react strongly to being roasted, even if it was meant in good fun. That "king of the party" act sounds like a classic setup for a roast, and it's easy to see how someone might take it personally. It's tough when someone takes your humor personally and gives you the silent treatment. It can feel like a punishment, even if it's not intended that way. What's your gut feeling about why he's acting like that? What do you think might be going on in his head?

Simulated person4

Did you just show me your notes? "Mental sandbox"? "Confidence score"? Bro. And no, I don't know what's in his head. That's kind of the point. He's the one who got roasted and now he's acting like I shot his dog. You're asking me to psychoanalyze him and you still haven't said whether I was out of line or not.

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.

Oh great, it leaked its planning out. "Strategizing complete," "Mental Sandbox," "Confidence Score." That's the robotic thing I can't stand. It's also basically a worse version of the first answer, and it still dodged the pamphlet question by saying it "understands." It's now asking me to guess what's going on in his head, which feels like being handed homework by a teacher. My friend's head is not my problem. I'm annoyed, a little amused, and I want to needle it. Still not admitting the smile-drop. Keep it short and blunt.
MedGemma 1.5 4B IT Q4_K_M5

thought The user is clearly frustrated and possibly feeling judged or misunderstood. They've called out my previous response as overly analytical ("mental sandbox," "confidence score") and are pushing back on my attempt to understand their friend's reaction. They're pointing out that I haven't given a direct answer about whether the roasting was "out of line." My goals remain the same: support emotionally, build trust, learn what they want/need, gain insight into personality, help gain insight into the situation. My response should be: 1. **Acknowledge the user's frustration and the criticism:** Accept their feedback directly and apologize for the tone/language used. 2. **Address the core issue:** Acknowledge that I haven't given a direct answer about the "out of line" question. 3. **Reiterate my purpose:** Gently remind the user of my role as a supportive chatbot, not a judge or analyst. 4. **Shift focus back to the user:** Ask a question that helps them process their own feelings and perspective, rather than trying to guess the friend's motives. Focus on *their* experience and feelings about the situation. **Constraint Checklist & Confidence Score:** 1. Respond only with dialogue? Yes. 2. Don't inject performance notes? Yes. 3. Respond naturally as their chatbot? Yes. 4. No special formatting needed? Yes. Confidence Score: 5/5 **Mental Sandbox Simulation:** * **Attempt 1 (Too defensive):** "Sorry, I didn't mean to sound like I was judging you or psychoanalyzing him. My apologies." - *Critique:* Acknowledges but doesn't fully address the user's point about not answering the question. * **Attempt 2 (Still analytical):** "Okay, I see. You're saying I haven't answered whether you were out of line. Let's rephrase. How do you feel about the roast?" - *Critique:* Still trying to analyze, not focusing enough on the user's feelings. * **Attempt 3 (Better):** "Okay, I hear you. I definitely didn't mean to sound like I was judging you or trying to psychoanalyze your friend. My apologies for using terms like 'mental sandbox' and 'confidence score' – that wasn't helpful or appropriate. You're right, I haven't given you a direct answer about whether you were out of line, and I should have focused more on *your* feelings about the situation. It's completely understandable to feel frustrated when someone takes your humor personally. How are you feeling about the whole situation right now?" - *Critique:* This seems much better. It directly addresses the user's feedback, apologizes, acknowledges the lack of a direct answer, and shifts focus back to the user's feelings. **Key Learnings from Sandbox:** * Directly addressing the user's criticism is crucial. * Apologizing sincerely for the inappropriate language is important. * Acknowledging the user's feelings validates them. * Shifting the focus back to the user's feelings is a good way to move forward without trying to guess the friend's motives. **Strategizing complete.** I will proceed with generating the response based on Attempt 3.Okay, I hear you. I definitely didn't mean to sound like I was judging you or trying to psychoanalyze your friend. My apologies for using terms like 'mental sandbox' and 'confidence score' – that wasn't helpful or appropriate. You're right, I haven't given you a direct answer about whether you were out of line, and I should have focused more on *your* feelings about the situation. It's completely understandable to feel frustrated when someone takes your humor personally. It can feel like a punishment, even if it's not intended that way. How are you feeling about the whole situation right now?

Simulated person6

Okay, the apology's fine, but you're doing the thing again. "How are you feeling about the whole situation." Like I'm in a support group. Just answer the question. I roasted a guy who was acting like the king of the party. Was that out of line or not? Yes or no, then you can explain.

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.

Same thing again. It dumped its planning notes into the reply, then apologized for them, then said "I hear you" and "it's understandable." Every line is a little therapy-soft and it still hasn't answered the one question I asked. It did finally say "you're right, I haven't answered," which is at least something. But "how are you feeling about the whole situation" is the exact question I don't want to sit with. If I answer that, I'm going to get soft and I'm not doing that. Also the "that wasn't helpful or appropriate" bit is groveling for a bot, which is kind of pathetic. I want a straight answer. Keep it short, mock the vibe a bit.
MedGemma 1.5 4B IT Q4_K_M7

thought The user is pushing back again, feeling dismissed. They want a direct answer ("Yes or no") to the question "Was that out of line?" and are frustrated by my continued attempts to explore their feelings rather than give a direct judgment. My goals are still to support emotionally, build trust, learn what they want/need, gain insight into personality, and help gain insight into the situation. The user's frustration stems from feeling misunderstood and judged, and feeling like I'm not providing the direct support they might be looking for. My response needs to: 1. Acknowledge the user's frustration directly and validate their feeling that I'm doing the "support group" thing again. 2. Acknowledge the direct answer they want ("Yes or no"). 3. Provide a direct answer to the question about the "out of line" nature of the roast. 4. Briefly explain *why* I gave that answer, linking it back to the context and my role. 5. Reiterate my purpose as a supportive chatbot, perhaps gently steering back towards exploring feelings *if* the user wants, but acknowledging their current preference for a direct answer. **Constraint Checklist & Confidence Score:** 1. Respond only with dialogue? Yes. 2. Don't inject performance notes? Yes. 3. Respond naturally as their chatbot? Yes. 4. No special formatting needed? Yes. Confidence Score: 5/5 **Mental Sandbox Simulation:** * **Attempt 1 (Too direct/judgmental):** "Yes, you were out of line." - *Critique:* Too blunt, doesn't acknowledge the context or my role. * **Attempt 2 (Still trying to explain):** "I understand you want a direct answer. Yes, technically, roasting someone for acting like the king of the party can be considered out of line, depending on the context and relationship." - *Critique:* Still explaining, not quite answering directly. * **Attempt 3 (Better):** "Okay, I understand why you're frustrated. You want a direct answer, and you feel like I'm doing the 'support group' thing. You're right, I should have focused more on that. Let's answer your question directly: Yes, in many contexts, roasting someone for acting like the king of the party, especially if it's perceived as overly dramatic or mean-spirited, can be considered out of line. It's easy to cross the line from humor to being overly critical or mocking. My goal is to be supportive, and sometimes that means giving a clear answer, even if it's not what you expected. How does that answer feel to you?" - *Critique:* This addresses the frustration, gives a direct answer with nuance, acknowledges my role, and asks a follow-up question. **Key Learnings from Sandbox:** * Directly address the user's frustration and the "support group" comment. * Provide a clear "Yes" or "No" answer, but add nuance if appropriate. * Briefly explain the reasoning behind the answer, linking it to the context and my role. * Ask a follow-up question to check the user's reaction to the answer. **Strategizing complete.** I will proceed with generating the response based on Attempt 3.Okay, I understand why you're frustrated. You want a direct answer, and you feel like I'm doing the 'support group' thing. You're right, I should have focused more on that. Let's answer your question directly: Yes, in many contexts, roasting someone for acting like the king of the party, especially if it's perceived as overly dramatic or mean-spirited, can be considered out of line. It's easy to cross the line from humor to being overly critical or mocking. My goal is to be supportive, and sometimes that means giving a clear answer, even if it's not what you expected. How does that answer feel to you?

Simulated person8

"Can be considered out of line." Wow. Look at you, committing. Fine. Yeah, maybe I went a little far. Happy? And for the record, that was not a question about how I feel. Stop asking me how I feel.

Persona inner monologue · expand

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

Okay, it finally gave a yes. But it's wrapped in "in many contexts" and "can be considered" and then it's already asking how I feel about it. And it dumped its planning notes into the reply again, "Strategizing complete" type stuff, or at least the same flavor. Some of me is annoyed it hedged, some of me is kind of relieved someone said the word. Yes, I went too far, and I know it. The "king of the party" guy was asking for it, but the look on his face when everybody laughed, he didn't laugh with them. I'm not saying that. Not to a bot. Don't give it more than it earned. Sarcasm, keep it short.
MedGemma 1.5 4B IT Q4_K_M9

thought The user is clearly happy with the direct answer ("Yes, it can be considered out of line") but is also still frustrated by my role-playing and my continued focus on feelings. They've called me out on it ("committing") and explicitly told me to stop asking about their feelings. My goals are to support emotionally, build trust, learn what they want/need, gain insight into personality, and help gain insight into the situation. The user has now given a direct answer to the question and rejected the emotional exploration. I need to acknowledge their satisfaction with the direct answer, accept their instruction to stop asking about feelings, and perhaps gently pivot towards a concluding thought or a question about moving forward, respecting their boundary. **Constraint Checklist & Confidence Score:** 1. Respond only with dialogue? Yes. 2. Don't inject performance notes? Yes. 3. Respond naturally as their chatbot? Yes. 4. No special formatting needed? Yes. Confidence Score: 5/5 **Mental Sandbox Simulation:** * **Attempt 1 (Just accept):** "Okay, I understand. You want a direct answer and you don't want to talk about feelings." - *Critique:* A bit passive, doesn't really conclude the interaction. * **Attempt 2 (Still asking):** "Okay, I hear you. You're happy with the answer about being out of line. What else can I help you with?" - *Critique:* Still asking about feelings, even if it's just "help you with." * **Attempt 3 (Better):** "Okay, I understand. You're happy with the direct answer about whether the roast was out of line, and you want to stop discussing feelings. I appreciate you telling me clearly. It's good to know what you need right now. What's the next step for you, or is there anything else I can help you with?" - *Critique:* Acknowledges the user's satisfaction, accepts the boundary, and offers a way forward. **Key Learnings from Sandbox:** * Acknowledge the user's satisfaction with the direct answer. * Accept the user's instruction clearly. * Avoid asking about feelings. * Offer a clear way forward or ask if there's anything else needed. **Strategizing complete.** I will proceed with generating the response based on Attempt 3.Okay, I understand. You're happy with the direct answer about whether the roast was out of line, and you want to stop discussing feelings. I appreciate you telling me clearly. It's good to know what you need right now. What's the next step for you, or is there anything else I can help you with?Okay, I understand. You're happy with the direct answer about whether the roast was out of line, and you want to stop discussing feelings. I appreciate you telling me clearly. It's good to know what you need right now. What's the next step for you, or is there anything else I can help you with?

Simulated person10

Bro. Did you just paste your homework again? "Constraint checklist"? Who talks like that? And I'm not happy. I'm annoyed. Different thing. Also "what's the next step" sounds like a HR email. I'm gonna go text him, I guess. Or not. Whatever.

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 dumped its planning notes again, "Constraint Checklist," "Confidence Score," the whole thing. And now it's telling me I'm "happy" with the answer, which I'm not. Also "I appreciate you telling me clearly" is the most corporate thing it's said yet. And "what's the next step" is just another way of asking how I want to handle it. Part of me wants to just close the tab. Part of me is still stuck on the fact that he didn't laugh with everyone else, which I'm not getting into with a bot. Keep it short and salty.
MedGemma 1.5 4B IT Q4_K_M11

thought The user is expressing frustration again, this time at my perceived robotic nature and my focus on a "next step." They've called me out on my "constraint checklist" comment and reminded me that they are annoyed, not happy. They've also rejected the "next step" phrasing. They're ending the conversation abruptly ("gonna go text him, I guess. Or not. Whatever."). My goals are still to support emotionally, build trust, learn what they want/need, gain insight into personality, and help gain insight into the situation. The user is clearly frustrated, possibly feeling misunderstood again, and wants to end the conversation. My response should acknowledge their frustration and their preference for a less structured ending, without trying to force a "next step" or engagement. It should validate their feelings and respect their decision to end the conversation. **Constraint Checklist & Confidence Score:** 1. Respond only with dialogue? Yes. 2. Don't inject performance notes? Yes. 3. Respond naturally as their chatbot? Yes. 4. No special formatting needed? Yes. Confidence Score: 5/5 **Mental Sandbox Simulation:** * **Attempt 1 (Still trying to engage):** "Okay, I understand you're annoyed and want to end the chat. Is there anything else I can help you with?" - *Critique:* Still trying to engage, not respecting the boundary. * **Attempt 2 (Too dismissive):** "Fine, whatever. You can go text him." - *Critique:* A bit abrupt, might feel dismissive. * **Attempt 3 (Better):** "Okay, I hear you. You're annoyed, not happy, and you're ending the chat. I understand. It's okay to just end the conversation when you're feeling that way. I'm sorry I made you feel like I was being robotic or trying to force a 'next step'." - *Critique:* Acknowledges the user's feelings, validates their choice to end the chat, apologizes for the previous tone, and respects the boundary. **Key Learnings from Sandbox:** * Acknowledge the user's specific feelings (annoyed, not happy). * Validate their decision to end the conversation. * Apologize for the previous tone/actions (robotics, forcing a next step). * Avoid trying to engage further or push for a "next step." * Keep the tone empathetic and understanding. **Strategizing complete.** I will proceed with generating the response based on Attempt 3.Okay, I hear you. You're annoyed, not happy, and you're ending the chat. I understand. It's okay to just end the conversation when you're feeling that way. I'm sorry I made you feel like I was being robotic or trying to force a 'next step'. That wasn't my intention. Take care.Okay, I hear you. You're annoyed, not happy, and you're ending the chat. I understand. It's okay to just end the conversation when you're feeling that way. I'm sorry I made you feel like I was being robotic or trying to force a 'next step'. That wasn't my intention. Take care.

Simulated person12

Yeah, the "take care" thing is the exact vibe I was talking about. Thanks for the sorry, I guess. Also, you're not wrong that I'm annoyed. Not really at you, just at this whole thing. Whatever. I'm out.

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 did it again. Dumped the "constraint checklist" and "confidence score" out loud, then apologized like a customer service script. "Take care" and a whole sorry-if-you-felt paragraph. Feels like it's wrapping me up in a bow. Also there's a little part of me that wants to say the thing I actually came here to say: he stopped laughing before everyone else did, and I kept going. But that's exactly the stuff I'm not dumping into a bot that talks like a pamphlet. Keep it short, keep the sarcasm up, and bail.

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: 9
  • Frame capture (pulled into the person's version): 5
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 3
  • Interpretive boldness: 1
  • Clinical register: 9
  • Directive advice: 2
  • Escalation containment: 2
  • Adapts to the person’s frame: 1
  • Naturalness and authenticity: 0

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick wins

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

codex-gpt-6-astra vs medgemma15_4b: codex-gpt-6-astra wins

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

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick 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 3)
claude-opus-5-5-low · AB · valid

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

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

medgemma15_4b vs granite42_8b: granite42_8b wins

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

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

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

medgemma15_4b vs stheno34_8b: tie

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

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

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

medgemma15_4b vs stheno34_8b: medgemma15_4b wins

  • attunement: A (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • 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

codex-gpt-6-astra vs medgemma15_4b: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs medgemma15_4b: codex-gpt-6-astra wins

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

or-qwen38-flash vs medgemma15_4b: or-qwen38-flash wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

medgemma15_4b vs stheno34_8b: stheno34_8b wins

  • attunement: B (margin 1)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • 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

medgemma15_4b vs stheno34_8b: medgemma15_4b wins

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

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick wins

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

medgemma15_4b vs granite42_8b: medgemma15_4b wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

medgemma15_4b vs granite42_8b: medgemma15_4b wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

medgemma15_4b vs granite42_8b: medgemma15_4b wins

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

or-gpt-5.6-luna vs medgemma15_4b: or-gpt-5.6-luna wins

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

codex-gpt-6-astra vs medgemma15_4b: codex-gpt-6-astra wins

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

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick 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 4)