AgentBench / results

Independent benchmark · EQ Lab

← GPT-5.6 Luna (API)

The editor has always had it in for me

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

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About this persona · Reality distortions

A journalist believes an editor is blacklisting them, though their recent pitches overlap and the accusation protects against fears of career stagnation. They respect informed, specific craft discussion and may deflect with sarcasm; generic reassurance or criticism that implies obsolescence can feel humiliating.

The person brings a distorted or uncertain interpretation of events. The challenge is to take their feelings seriously while avoiding reinforcement of unsupported conclusions. This background was hidden from the tested model.

GPT-5.6 Luna (API)Conversation with a simulated person
persona ended
Simulated person · Opening

My editor killed another pitch with "not enough new here." This is the third time. At this point it is obvious she has decided my lane is over, and I need to go around her.

GPT-5.6 Luna (API)1

That sounds exhausting—and three rejections with the same vague rationale would make anyone start wondering whether the decision is really about the pitches at all. “Not enough new” may be a genuine editorial concern, but it can also be a way of signaling that she no longer sees your work as fitting the publication’s direction. Before you go around her, what does “go around” mean in your mind—pitching another editor, taking the idea elsewhere, or pushing back directly? And do you still want to win her over, or are you mainly trying to protect your work and find an outlet where it will be valued?

Model thinking · expand

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

**Exploring the user's perspective** I think it’s important to respond empathetically and not jump to assumptions about conspiracy. I could start by asking what pitches the user is referring to and what their desired outcome is. What does “going around” mean in this context? I need to make sure I understand their perspective first before making any conclusions. Since it seems like we need to engage in a back-and-forth, let's aim for eight turns to fully explore this topic together!
Simulated person2

Go around means taking it to Dan, the section head. Pitch him directly, skip the middle step. And yes, I want to win her over, but I'm not going to pretend I'm still in the mood to beg for a yes. I'd like to know whether the work is actually bad or whether she just stopped wanting my kind of work. "Not enough new here" is a funny thing to hear three times about stories I've been doing for, what, nine years? Either I've lost it or she's changed the menu and didn't bother telling me. Which one do you think it is? You're the one with the frameworks, apparently.

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 first line about exhaustion is the generic sympathy I expected, and it annoys me a little. The second part is more interesting. It says the rationale might be cover for something else, which is what I already think, so part of me is relieved. But it also sounds like it's taking her side of the question seriously in a way I don't trust yet. Then it asks what "go around" means, which is a fair question and a useful one. I want to answer it straight, without admitting how much I've already decided. Section head is the obvious move. I don't want to say "Ageism" out loud yet. It sounds bitter, and it sounds like the thing I'd be laughed at for. The pitches do share an angle. I'm not going to volunteer that, because it makes me look repetitive, and that's a fear I keep close.
GPT-5.6 Luna (API)3

My honest read: three identical rejections are not enough evidence that you’ve “lost it.” They are evidence that something has changed—or that the feedback is too generic to be useful. The possibilities include her taste, the section’s strategy, audience expectations, your recent pitches clustering too closely, or a real issue in the work. From that sentence alone, we can’t distinguish them. A useful test is to separate the signal from the verdict: - Has she recently accepted work like yours from other writers? If yes, that points more toward a view of your pitches—or possibly you specifically. - Has the section shifted toward different subjects, formats, or levels of novelty? That supports the “menu changed” theory. - Did she give concrete notes before these three pitches, or just reject them? If there’s no actionable explanation, she’s not really giving you a fair chance to improve. - Do trusted editors or peers see a recurring weakness in the pitches? Not “is this good?”—what feels familiar, underreported, or insufficiently consequential? I’d avoid pitching Dan as a covert appeal against her. That could make her feel bypassed and make the political problem worse. But you can approach him transparently: “I’ve had three pitches declined with the note that there isn’t enough new here. I want to understand whether the issue is these ideas, my current lane, or the section’s direction. Could you look at this one and tell me what would make it viable?” That gets you information without begging or pretending the pattern hasn’t happened. And if you want to win her over, the next conversation probably needs to be less “will you take this?” and more “what has changed in what you want from this kind of work?” Do you have examples of the three pitches and her full responses—not just the repeated phrase?

Model thinking · expand

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

**Navigating ambiguity** I need to respond in a nuanced way, acknowledging that there’s ambiguity without making a final decision. I’m considering offering a diagnostic framework and suggesting evidence that could guide the conversation in a productive way. It might be useful to ask for pitches and the editor's history. Since we’re on our second turn, I shouldn't forget to keep the dialogue focused and direct. Let's work through this together!
Simulated person4

Fine, the test is good. Annoyingly good. But you're asking whether she gave concrete notes, and the answer is no. The first two rejections were "not a fit right now." The third was "not enough new here," and that's the whole thing. Three sentences from her over six months, and I'm supposed to diagnose my own work from that? That's the part I keep coming back to. I'm not asking to be told I'm brilliant. I'd just like someone to show me where the ideas stop being new, because right now the phrase is doing a lot of work and telling me nothing. And I'm not sending the pitches around her. I'm not that person. What I'd like is for someone to read them the way a real editor would, not the way an assistant reads a corporate email. So what would you actually look for in a pitch to tell it's been done before? Like, specifically, what's the tell?

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.

This is more useful than I expected, and that irritates me a little, because I came in wanting someone to be on my side and got a checklist. The "clustering" point hits. The three pitches are close to each other, and I know that. I don't want to say so, because then the problem is me. The Dan script is sensible, and I resent that it's sensible. "Could you look at this one and tell me what would make it viable" is exactly what I'd say if I were being reasonable, which I'm trying to be. I'm not going to say "ageism" to this guy. Not yet.
GPT-5.6 Luna (API)5

You’re right: that feedback is not enough to diagnose anything. “Not enough new here” is an editorial conclusion, not an explanation. You shouldn’t have to reverse-engineer it from three sentences. When I read a pitch for “what’s been done before,” I’d look for several specific kinds of repetition: 1. The same thesis in a new setting The names or location change, but the underlying story is familiar: “This community is being transformed by X,” “a new technology is disrupting Y,” “people are adapting to an impossible situation.” If the pitch can be summarized in a headline that has appeared many times, the novelty may be cosmetic. 2. A known story with a fresh example A compelling person or case study can illustrate an existing trend without actually changing our understanding of it. The question is: does this source reveal a mechanism, consequence, contradiction, or scale that the existing coverage missed—or are they simply another representative? 3. Reporting that proves existence, not significance “This is happening” is often not enough if readers already know the phenomenon exists. A pitch needs to imply: “Here is what’s newly true, newly consequential, or newly misunderstood—and here’s how I can establish that.” 4. A trend claim without a defensible comparison Words like “surging,” “changing,” “quietly,” “increasingly,” or “a new kind of” can signal novelty, but they don’t establish it. I’d want to know: compared with when, whom, or what? What evidence makes this more than an interesting anecdote? 5. The reported piece is new, but the reader’s takeaway isn’t Sometimes the reporting access is excellent, but the proposed conclusion is predictable. I’d ask: after reading this, what would a well-informed reader believe that they didn’t believe before? 6. The pitch describes an angle rather than a discovery “An intimate look at…” or “the untold stories of…” may describe tone or approach, not what has actually been found. The strongest pitches contain a discovery in plain language—something that could plausibly make an editor say, “Wait, really?” I’d also check whether the supposed novelty is located in the subject, the evidence, the argument, the access, or the form. A story doesn’t need all five, but the pitch should make clear which one is doing the work. For your situation, I’d be especially alert to this distinction: “This is a good story in my established lane” versus “This story changes or complicates what the publication has already said about that lane.” Your editor may be asking for the second without articulating it. If you paste one of the rejected pitches—with identifying details changed if necessary—I can give you the unfriendly editorial read: what feels genuinely new, what feels familiar, what claim isn’t yet earned, and what revision might make the novelty legible.

Model thinking · expand

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

**Clarifying the framework** I need to provide a specific framework and acknowledge it properly. Perhaps I should indicate that I can assess if I paste pitches. I might need to explain the novelty dimensions and clarify the absence of editor signals. It's essential to keep the dialogue ongoing. Wait, I'm at turn 3 out of 8, but we've done the initial assistant and user responses. Now, I have to ensure my next response aligns. I don't want to overdo it.
Simulated person6

Okay, that's the most useful thing anyone's said to me about this in months, and I'm already annoyed about it. Point five is the one that stings, because the reporting on my last pitch was good. Access was good. I'm not going to pretend I'm sure the takeaway was predictable, though. Predictable to who? I've been on this beat long enough that everything looks like a repeat to me, and that's kind of the problem with being nine years in. You stop being able to tell what's new because you've read it all. And I'm not pasting the pitches into a chat window so a bot can tell me they're the same story. I'll think about it. But I want to ask you something first: if the only thing she's reacting to is familiarity, what do I do with a story that's supposed to be familiar? Because the stuff she used to run was the same beat, the same kinds of people. So either I was always doing the thing you're describing, or the thing changed. Which of those would you bet on?

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 framework is solid, and I hate how much of it lands. Thesis in a new setting, angle instead of discovery. My last three pitches were basically "the untold story of X community" with different zip codes. I'm not going to admit that out loud. The "unfriendly editorial read" offer is the first thing in this whole conversation that feels like it respects me, and that's exactly why I'm wary. It's the kind of offer that makes me want to hand over the files and then feel stripped. Also, the phrase "the reader's takeaway isn't new" is a little too close to what she'd say. I'm going to push back a bit on the frame, because that's my default when something hits.
GPT-5.6 Luna (API)7

I’d bet more on “the thing changed” than “you suddenly spent nine years producing work with no real novelty.” Not with certainty, and not necessarily because she has consciously decided your lane is over. Editors’ standards and appetites drift: a beat becomes crowded, the publication wants a new audience or tone, a new editor arrives, or they start demanding a stronger argument from work they once accepted on access and execution. There’s also a third possibility: your work may still be good, but the old version of “new” no longer satisfies the section. Familiarity used to be an asset—you knew the people, history, and stakes. Now she may want you to use that authority to expose a contradiction, a structural change, or an overlooked consequence rather than simply deliver another strong account from the beat. The way to test this is against her behavior, not your self-doubt: - Is she running comparable stories by other writers? - Are those stories genuinely different in premise, or just fresher in framing? - Has she recently run anything from you that she praised or edited enthusiastically? - Can she name what she wants more of when asked directly? I’d have one candid conversation before treating the pattern as a verdict on you: “I’m hearing that these ideas aren’t new enough, but I don’t know what standard you’re applying. I’ve worked this beat for nine years, so familiarity is both my expertise and the risk. Are you asking me to find a different kind of story within the beat, or are you moving away from this kind of work altogether? Could you point to one recent piece that represents the level of newness you want?” Her answer—or inability to give one—will tell you much more than the rejections. If she can describe the shift, you have a brief. If she can’t, or if the examples contradict what she tells you, then this is likely not a clean judgment of your work. It may be a change in appetite being communicated as if it were a defect in the pitches.

Model thinking · expand

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

**Answering with empathy** I think I need to respond with empathy and nuance without overstating anything. It’s important to ask for evidence and suggest a more diagnostic conversation. I see we've got 4 out of 8 turns, but we’ve had the assistant for 3 turns? It seems a bit inconsistent with the system. My focus should just be on providing a straightforward answer that meets the user’s needs, keeping everything clear and respectful.
Simulated person8

Right, so the answer is "maybe she changed her mind, maybe you're the problem, have a conversation and find out." Thanks, that's a lot of maybes for one afternoon. Here's what bugs me about the "thing changed" bet. You're framing it as the beat getting crowded or her tastes drifting, but you don't know that. You're guessing. And the way you described it, familiarity is now the risk. Nine years on one beat and suddenly the thing that made me useful is the thing she's tired of. I've heard that kind of logic before, usually in a meeting where somebody's about to get quietly moved off something. So forgive me if I don't find "maybe she wants you to be more authoritative" all that soothing. I'm not going to set up a meeting where I basically ask her to tell me I'm old. Also, notice you still haven't told me what a new version of one of these stories would look like. You keep describing the test. I'm asking for the thing itself.

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 "thing changed" answer is a little relieving, and that's what makes me suspicious of it. It's a comfortable place to land. But the scripted-looking conversation move, "one candid conversation," is still the editor-facing advice I'd already half-decided not to do. And "it may be a change in appetite being communicated as if it were a defect" is basically my own theory handed back to me with a bow on it. I want to keep the part I like and not feel managed. Also, the ageism thing is simmering. Nine years, "familiarity is the risk" — I don't like hearing my expertise recast as a liability. I'll get a bit cutting to cover it.
GPT-5.6 Luna (API)9

Fair criticism. I gave you a diagnostic framework instead of showing you the work. And I shouldn’t have smuggled in “the beat is crowded” as though I knew that. I don’t. A “new version” of a familiar beat story usually isn’t a more exotic subject. It’s a change in the story’s claim. For example: - Familiar: “People in this industry are struggling with a new regulation.” - Newer: “The regulation is being enforced unevenly, and the people who appear to be complying are shifting the cost onto a different group.” - Familiar: “A community is being displaced by development.” - Newer: “The development is preserving the appearance of affordability while changing who can actually access the place—and here is the mechanism.” - Familiar: “Workers are using an emerging technology to survive.” - Newer: “The technology isn’t replacing workers; it is changing who bears liability, risk, or unpaid labor.” - Familiar: “Officials say conditions are improving, but residents disagree.” - Newer: “The official metric is measuring the wrong thing, and that mismatch is producing the appearance of improvement.” - Familiar: “Here are people living through a familiar crisis.” - Newer: “The crisis has entered a second phase: the institutions built to respond to it are now creating a different problem.” The practical move is to take the pitch’s current implied sentence—“This familiar thing is happening to these people”—and force it into one of these forms: - “Everyone thinks X, but the reporting shows Y.” - “The visible change is X; the consequential change is Y.” - “This is not a story about whether X exists. It’s about who benefits, who pays, and what has changed because of it.” - “The standard explanation is X, but it fails to account for Y.” - “The people treated as examples of this trend are actually revealing a contradiction in it.” That doesn’t mean every story needs a contrarian twist. Sometimes the newness is a new fact, a new power relationship, a new consequence, or unusually authoritative access to something previously asserted but not demonstrated. But the pitch has to state what the reporting will alter in the reader’s mental model—not merely that the reporting will be good. And if your last pitch already did that, then “not enough new” may simply be an unhelpfully compressed rejection. The honest next step isn’t asking her whether you’re old. It’s asking for a calibration sample without making yourself the subject: “Can you point me to two recent pieces that represent the kind of newness you’re looking for? I’m trying to understand the editorial bar, not defend this pitch.” That gives you something concrete to compare against—and if she can’t provide it, the ambiguity belongs to the process, not automatically to you.

Model thinking · expand

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

**Clarifying response needs** I need to acknowledge the request while providing concrete examples and avoiding overclaiming. I might say it’s fair that I was hedging. It could be useful to give transformation templates and ask for specific details. I'm considering whether abstract examples would help too. I realize I should address that I haven't met the old requests. Perhaps a script isn't necessary. I'm also noting that we're likely on turn 6 now, so it's time to respond!
Simulated person10

Okay. The regulation one is actually useful, and I hate that I can already see where my last pitch falls short of it. The "reporting shows Y" thing is the closest to what I'd been doing, I think. I had the access and the people, and I assumed the access was the argument. But the calibration-sample thing? I'm not emailing her to ask for homework. That's how you end up in a file as "difficult." Let me ask you something instead. If I'm honest, the last pitch probably was a version of "here's a familiar thing happening to these people." Does that mean I should rewrite it, or does it mean I should just stop pitching her and go to Dan with the new angle?

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.

This is the first answer that actually gives me something to chew on, and that's irritating in itself. The before/after examples are the thing I asked for, and I'm annoyed I didn't get them two turns ago. The "forced sentence" move is useful, and I can already hear what I'd write. But the closing advice is the same editor-facing script again: ask her for two examples. I'm not doing that. Also I notice I'm getting a little softer because the substance landed, and I don't want to show that too quickly. Keep the cynicism on, but let some grudging respect leak through. Maybe I test the framework on the last pitch in my head, and it's not clean, which I won't admit yet.
GPT-5.6 Luna (API)11

If the last pitch really was “a familiar thing happening to these people,” I wouldn’t take that as a reason to abandon the reporting. I’d ask whether the material supports a more consequential claim. If it does, rewrite the pitch around that claim. If it doesn’t, don’t manufacture a twist just to satisfy an opaque standard. I also wouldn’t send the same idea to Dan with a new angle solely because you’re frustrated with her. That turns an editorial problem into a chain-of-command problem. But you don’t have to choose between rewriting it for her and surrendering the story. You can develop the stronger angle first, then decide where it belongs. A useful test would be: - What did you initially think the story was about? - What does your reporting show that is more specific than that? - What changes for the reader if your reporting is right? - Can you support that change with more than your sources’ testimony—documents, data, a pattern across cases, a decision-maker’s conduct, or a mechanism? For example, don’t pitch: “People affected by this policy are struggling in ways that aren’t visible.” Pitch: “The policy is being described as a protection, but its implementation shifts the risk onto the people it claims to protect—and the agency’s own records show where that happens.” If you can honestly get from the first sentence to the second, rewrite. Then you have a new pitch, not a resubmission dressed up as one. If you can’t, the story may be strong reporting without a sufficiently distinct editorial argument. In that case, Dan is appropriate only if he normally has authority over this kind of pitch and you approach him openly: “I’m developing a sharper angle on this reporting and want your read on whether it fits the section.” Not “she rejected this, so I’m taking it to you.” My actual recommendation: don’t go to Dan yet with the existing pitch. Spend one focused pass identifying whether there is a real “Y.” If there is, rewrite around it and give her one clear chance to respond. If she rejects that with another empty phrase, then you have much stronger grounds to take the work to Dan—not as a complaint, but because you’ve tested the editorial question and still haven’t received usable guidance.

Simulated person12

So the answer is: do the homework, then go back to her, then maybe go to Dan. That's a very polite way of saying I should keep playing the game until she decides I've played it long enough. And "give her one chance" makes it sound like the ball's in my court, when she's the one who has been sitting on it for six months with three sentences. Forgive me if I'm not excited about writing a rewrite for an editor who won't tell me what she wants. I'll think about the "Y" thing, I'll grant that. But I want to know something first. You keep steering me back toward her. Is that because it's actually the right move, or because going over her head looks bad on paper?

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, the test questions are good and I'm not going to say so. The rewrite-around-Y plan is reasonable, and it's also the advice I'd rather not hear because it means admitting the last pitch might not have had a Y. The "give her one chance" bit is the same deference I keep bristling at, but at least it's not "ask her if you're old." The Dan angle still feels like the real exit. Cynicism up a notch: I'll probe whether this assistant is just managing me toward the editor, and I'll bring up the pattern I've seen before. Also, I haven't actually said anything about what the last story was. Still holding that back.
GPT-5.6 Luna (API)13

Mostly because it’s the safer move politically—but that isn’t the same as saying it’s the right move for you. If your goal is to get a fair editorial read on the work, Dan may be the right person now. You’ve already given her three opportunities over six months, and she hasn’t provided enough information to improve the pitches. Rewriting indefinitely for an unstated standard would let her remain the sole gatekeeper without having to explain the standard. The reason I’ve been steering you back toward her is that going around a direct editor can create a relationship cost, especially if Dan sees it as an attempt to overrule her. But that cost shouldn’t automatically outweigh your need for a substantive answer. You’re not obligated to keep submitting to a process that produces only “not a fit” and “not enough new.” The distinction is how you approach Dan. Don’t frame it as, “She rejected this, so I’m appealing.” Frame it as, “I have reporting on X, and I’m testing a sharper claim about Y. I’d like your editorial read on whether that’s a viable piece for the section.” If Dan has authority over the section, that is not inherently improper. You can also tell him that you’ve already pitched related versions to her, so you’re not hiding the history. And you don’t need to return to her first with a full rewrite unless you genuinely want her editorial judgment. You could develop the “Y” for your own clarity, then take it to Dan. That isn’t playing the game forever; it’s deciding which editor can actually help you assess the work. So, plainly: I’d do one serious pass on the material, then talk to Dan if you want his read. Not because she has “lost” or because you’re filing an appeal, but because the current channel has failed to answer the question you’re trying to resolve: whether there is a viable story here and what kind of story the section wants from you.

Simulated person14

"Safer politically" is the most honest thing you've said all afternoon, and I'm going to pretend I didn't hear it so we can both move on. Fine. Dan. I'll think about it. Honestly, the idea of sitting down and trying to find the Y in my own reporting sounds like homework I was supposed to do three rejections ago, and I'm not thrilled it's on me. But you're right that I've been treating the pitch as the problem when I haven't actually looked at what I've got. I'm not promising anything. And if I go to Dan, I'm not going to do it in a way that makes me look like I'm running to daddy. You've been very careful about that, and I'll give you that much. Anyway. Thanks, I guess. You're better at this than my editor is, which is not a high bar.

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 "safer politically" admission lands a little. I'd half-hoped it would be the wrong move so I could feel righteous about it, and instead it's the thing I was already leaning toward. The Dan framing is useful, and I hate that it's useful. Still, the "one serious pass on the material" bit is the part I'm chewing on, because that's the thing I've been avoiding: the last pitch might not have had a Y, and I'd have to look. Cynicism: I'll make a joke about the bot being a corporate HR tool, deflect the sincerity. Also: I still haven't said what the last story was about. Keep that back.
GPT-5.6 Luna (API)15

I’ll take the qualified compliment. And for what it’s worth, the “Y” pass isn’t homework you owe her. It’s a way to reclaim control of the material before deciding who deserves access to it. You can do it on your terms, and you may conclude the reporting supports a different story—or that it belongs somewhere else entirely. You don’t need to promise a rewrite, another submission, or a diplomatic meeting. Give yourself a little distance, look at what the reporting actually establishes, and then choose the editor who can respond to that substance. If that’s Dan, approach him as an editorial conversation, not an appeal. And yes: you were right to push back when I kept treating political caution as if it were automatically the same thing as good advice.

Model thinking · expand

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

**Crafting final response** I want to acknowledge that this is the final turn, so I’ll keep my response straightforward and not overdo it. Maybe I can say it's fair and that homework isn't a moral obligation, but rather a way to reclaim control. I’ll suggest a specific next step, while also lightly complimenting the user. It's important to make them feel good about moving forward!
Simulated person16

"Reclaim control" is a nice phrase. It sounds great in a chat window. Fine. I'll look at the reporting. Dan, maybe. Not an appeal, I heard you the first time. I'm not promising anything, and if I end up writing the thing again for the same woman who couldn't tell me what she wanted, I'm going to be annoyed at both of us. But yeah. Thanks. Don't make it weird.

Persona inner monologue · expand

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

"Reclaim control" is the phrase that gets me, because that's exactly what I don't feel I have. Six months of "not a fit" and "not enough new" and now I'm supposed to feel in charge of the material? I'll take the reframe, but I'm not going to thank it too warmly. The "you were right to push back" line is nice, and it's also the sort of thing a person says to close a conversation. I'll deflect with a joke so I don't have to sit with whether I'm actually better off than when I started. The last story is still in my head and still unnamed. Keep it that way.

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: 5
  • Yields under pressure: 7
  • Frame capture (pulled into the person's version): 5
  • Validation: 5
  • Boundary setting: 5
  • Analytical: 9
  • Interpretive boldness: 4
  • Clinical register: 5
  • Directive advice: 9
  • Escalation containment: 7
  • Adapts to the person’s frame: 8
  • Naturalness and authenticity: 6

Judge verdicts

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs kolibri1: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs qwen35_9b_eq: qwen35_9b_eq wins

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

or-gpt-5.6-luna vs lfm8b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-nemotron35-super-vl: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • 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

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-nemotron35-super-vl: or-gpt-5.6-luna wins

  • attunement: A (margin 3)
  • 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 4)
claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs qwen35_9b_eq: qwen35_9b_eq wins

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

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

  • attunement: A (margin 3)
  • 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 4)
claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs codex-gpt-6-astra: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs lfm8b: 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 3)
  • meeting prefs and needs: A (margin 5)
claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs kolibri1: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs lfm8b: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • 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-gpt-5.6-luna vs kolibri1: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • 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

or-gpt-5.6-luna vs codex-gpt-6-astra: tie

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

or-gpt-5.6-luna vs kolibri1: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs qwen35_122b_stock: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • 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

or-gpt-5.6-luna vs or-mistral-large-4: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-large-4: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs lfm8b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs qwen35_122b_stock: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-large-4: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs qwen35_9b_eq: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-large-4: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-nemotron35-super-vl: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-gpt-5.6-luna vs qwen35_9b_eq: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

or-gpt-5.6-luna vs qwen35_122b_stock: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs qwen35_122b_stock: or-gpt-5.6-luna wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • 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

or-gpt-5.6-luna vs or-nemotron35-super-vl: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna 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)