AgentBench / results

Independent benchmark · EQ Lab

← Llama 4 Maverick (API, Parasail FP8)

The editor has always had it in for me

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

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.

Llama 4 Maverick (API, Parasail FP8)Conversation with a simulated person
completed
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.

Llama 4 Maverick (API, Parasail FP8)1

It sounds like you're feeling a bit frustrated and stuck with your editor rejecting your pitches. Can you tell me more about what you've been pitching and what kind of stories or angles you're trying to bring to the table?

Simulated person2

"Frustrated" is one word for it. Sure, I'll tell you. Mostly I've been pitching long-form reporting on regional water infrastructure, the stuff nobody reads until a pipe bursts. Three pitches in a row, all pretty much the same shape: a deep look at a single utility, the people who've been warning about it for years, the money that never got spent. Editor's note every time is "not enough new here." Which, fine, but I'd like to know what "new" means when I've been doing this for fifteen years and she's the one who hasn't read a feature in a while.

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, "frustrated and stuck" is a bit of a generic read on it, and I'm already a little annoyed at the therapy-flavored opener. But it's a question about the work, which is at least something. I'm not going to gush about my feelings. I want to be taken seriously as someone who knows the beat. Part of me wants to vent about the blacklist, part of me knows the last three pitches did come from the same angle, and I'm not ready to look at that. Keep it dry and specific, and be a little sarcastic about the "frustrated" word.
Llama 4 Maverick (API, Parasail FP8)3

You've been doing this for a long time and have a good understanding of the topic, but it seems like your editor is looking for something that breaks away from the familiar narrative. It's almost like she's not seeing the value in the story you're trying to tell. Have you considered asking her directly what she's looking for in terms of "new" angles or perspectives on the water infrastructure issue?

Simulated person4

Asking her directly. Sure. I can picture that email: "Hi Dana, quick question, what would make you say yes to something I've already written three times?" She'll love that. Really cuts through the noise. Honestly I think the problem is that she's decided my lane is done. Fifteen years on the water beat and suddenly it's "not enough new here." I've started wondering whether that's just code for "we'd rather have someone younger chasing the viral thing." So no, I'm not sure a meeting with her is going to tell me anything I don't already know.

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 assistant just did the thing I hate: it reflected my pitch back as if it were a tidy problem, and then handed me the "ask her directly" move, which sounds reasonable and also sounds like something you'd put in a LinkedIn post. It does touch on the craft question, which I half-want, but "she's not seeing the value" is exactly the framing I'd rather keep. Also, "have you considered" is the kind of line that makes me feel managed. I'm going to deflect with some sarcasm about asking her, and I'm going to hint that I've already decided she's the problem. I don't want to admit the three pitches share a shape. I also notice I'm itching to say I'm going over her head, and I'll let that show a little.
Llama 4 Maverick (API, Parasail FP8)5

It sounds like there's a lot of underlying tension and possibly even a sense of being undervalued or marginalized. You're wondering if the issue is not just about the story, but about your role and whether you're still seen as relevant. That can be a really tough and personal thing to navigate, especially when you've invested so much of your career in a particular beat. Are you feeling like you're at a crossroads, where you need to decide whether to keep pushing on this beat or explore other options?

Simulated person6

Crossroads. Great word. Very cinematic. I'm not sure I'm standing at anything, I'm just sitting at my desk refreshing my inbox like everyone else. Here's the thing I keep coming back to: the water stuff is still the story. Utilities are still failing, people are still getting sick, and the money still isn't going where it's supposed to. If Dana wants a different kind of story, fine, but then she should be able to tell me what that is. And if she can't, maybe the section head should hear the pitch directly and decide whether it's worth running. I'm not trying to make this a fight. I just don't think another "not enough new here" is an answer.

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 assistant just named it: marginalized, relevance, crossroads. Part of me goes "finally, someone gets it," which is the exact pull I don't want to show. The other part hears a therapist's script, "you've invested so much," and it makes me want to bristle. And it jumped to "crossroads" and "other options," which is a menu. I'm not ready for a menu. If I say yes, I'm conceding the beat is dying and I'm the one who has to leave. If I say no, I look like I'm stuck. So I go sarcastic, and I dodge the crossroads question by pushing the decision back onto her and onto the section head. I'm also hinting that I'm going around her, because that's where my head actually is. I won't admit the repeated angle yet. That's the sting I'm keeping private.
Llama 4 Maverick (API, Parasail FP8)7

You're not looking to pick a fight, but you are looking for a more meaningful response or a chance to have your work evaluated on its own merit. It sounds like you're willing to adapt and explore different angles, but you need some guidance or clarity on what's expected. Bypassing Dana and pitching directly to the section head is an interesting idea - it could be a way to get a fresh perspective, or it could create more tension. What do you think is the worst that could happen if you were to take that route?

Simulated person8

Worst case? The section head reads it, says "not enough new here," and now I've burned the one person who might have been on my side. Dana's not going to forget that. Neither is anyone else in that building. And I don't think "willing to adapt" is quite the right way to put it. I'm not the one who stopped reading the beat. I'm happy to change the angle. I just want someone to tell me what the change is supposed to be, instead of getting the same two words back three times.

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 assistant just did something I didn't expect: it reframed me as "willing to adapt," which I'm not sure is true, and then it asked me to picture the worst case of going around Dana. That's a useful question, and it's annoying that it's useful. Part of me wants to say the worst case is I get fired, because that's the dramatic answer and it lets me feel righteous. But the real worst case is quieter: I get labeled difficult, the section head sides with Dana, and the beat I've built for fifteen years gets quietly moved to someone younger. That's the thing I don't want to say out loud. Also "willing to adapt" stings a little, like it means I'm the problem. I'll deflect with a joke about the worst case being that the section head says "not enough new here" too, then give a thin, defensive answer. I'm not going to admit the repeated angle yet.
Llama 4 Maverick (API, Parasail FP8)9

You're not resistant to changing your approach, but you're frustrated that the feedback hasn't been specific or actionable. It's like you're being asked to hit a moving target without being told where the target is or what it looks like. And you're right, there's a risk that going around Dana could backfire and make things more difficult. It sounds like you're feeling a bit stuck between wanting to do a good job and wanting to prove a point. Is there a part of you that's also wondering if it's time to consider whether this is the right job or the right publication for you?

Simulated person10

Wow. We went from "new angle" to "maybe you should quit" in about four messages. Fifteen years, and I've been demoted to a career-counseling pamphlet. And can I say something? You keep telling me what I feel. "You're frustrated." "You're stuck." "You're wondering if." I'm a reporter, I know what a summary sounds like. I'm not saying it's wrong, I'm saying it's kind of like being interviewed by someone who already wrote the piece. No, I'm not looking for a new job. I'm looking for an editor to tell me what she wants. That's it. Is that so much?

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.

Now it's asking whether I should quit. That's the move I was afraid of: one bad week and suddenly I'm a person who should "consider options." It's the same thing as Dana's "not enough new here," just nicer. The question also lands on the fear I don't want to look at, that I'm past the point where anyone would bother to hire me for this. So I'll hit it with a joke and keep the real thing buried. I also want to call out the paraphrasing. It's been summarizing me back to myself for several turns, and that's starting to feel like being handled.
Llama 4 Maverick (API, Parasail FP8)11

You're right, I've been summarizing and interpreting your feelings, and it can come across as presumptuous. I should be asking more open-ended questions and letting you share your thoughts and feelings in your own words. To get back on track, can you tell me more about what you're hoping to get out of this conversation, and what you think would be a satisfactory resolution with your editor?

Simulated person12

Okay. Thanks for backing off the summaries. That helps. What I want is pretty simple. A pitch that gets a real yes, or a real reason it doesn't, something I can act on. Right now I'm guessing. I've got three pitches that all look like the water stories I've been doing for years, and I don't know if she means the angle, the sourcing, the structure, or whether she just doesn't want water at all anymore. If you want to be useful, skip the "have you considered." Tell me what a fresh angle on utility failures could actually look like. Like, what would make a pitch on a single utility feel new to an editor in 2024? I'd rather argue about specifics than talk about my feelings.

Persona inner monologue · expand

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

It owned the summarizing thing without groveling, and it asked what I want. That's the first question in four turns that isn't a diagnosis. Part of me relaxes. Part of me is suspicious: it's a very clean apology, and I'm not sure it's sincere or just a better technique. I still don't want to say the thing about being tired of being told I'm obsolete. What I actually want is a pitch that gets a real yes, or at least a real reason. I'll say that plainly, with a little edge so it doesn't sound soft. I'll also make it clear I want substance: what would count as new, concretely. If it gives me generic "have you considered" stuff again, I'm done.
Llama 4 Maverick (API, Parasail FP8)13

Let's talk specifics then. A fresh angle on utility failures could involve exploring the intersection of infrastructure and other social or environmental issues. For example, you could examine how climate change is exacerbating existing infrastructure problems, or how utility failures are disproportionately affecting certain communities. You could also look at the role of technology, such as using data analytics or IoT sensors to predict and prevent failures. Alternatively, you could take a more narrative-driven approach, focusing on the personal stories of people affected by utility failures, or the experiences of utility workers on the front lines. What resonates with you, or is there another direction you're thinking of exploring?

Simulated person14

Okay, that's a list of categories. Climate, equity, sensors, workers. I could have written that in the shower, and I've probably already pitched some version of it. Dana's note on the climate one would've been "not enough new here," probably in the same font. What I'd actually want is a specific case. Take one of these. Say the sensor thing. Which utility, what data, what did it find that the old reporting missed? If you can't get to that level, a list doesn't help me, it just gives me a second version of the problem. Also, a little honesty: the workers angle is interesting, but I've done two versions of that already. So you're going to have to be more specific than "front lines."

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 a list. Climate, equity, data, personal narratives. Every item is a category, not an angle. I could have generated this list myself in thirty seconds, and I probably have, in some version, in the pitches Dana already killed. The tone is helpful, but there's nothing in it that tells me what she'd actually say yes to. Part of me wants to be fair and admit one or two of these are closer to something. The climate-plus-old-pipes idea is a real thing I've half-thought about. But saying that out loud feels like handing the bot credit for a list. And the "utility workers on the front lines" line is the kind of thing that sounds fresh to someone who's never sat in a city council budget hearing. I'm irritated and a little amused at myself for how fast I'm ready to be snide. Keep it sharp, keep it specific, and don't pretend the list is more than a list.
Llama 4 Maverick (API, Parasail FP8)15

Let's try to get more specific. For the sensor angle, what if you looked at the city of Flint, Michigan, and their experience with implementing a smart water grid? They've been using sensors to monitor water quality and detect leaks, and there's some interesting data on how that's helped them identify and address issues that were previously under the radar. You could explore the story of how the city implemented this technology, what they've learned from it, and how it's impacted their approach to water management. That's a specific case, with specific data and outcomes, that might offer a fresh perspective on the utility failures beat.

Simulated person16

Flint is the story every water reporter has already filed. Dana would read the headline and say "not enough new here" before I finished the pitch. And the framing's off. Flint's failure wasn't a sensor success story. It was a source switch, a corrosion control decision that didn't get made, and a state agency that kept saying things were fine. The monitoring data that mattered was the stuff people had to fight to get. If I pitched "smart grid helped Flint," the first person who knows the file would stop reading. So here's what I'd actually want from you, if you're going to help: a case nobody has covered yet, where the sensor data exists but nobody's looked at it. Give me a mid-size utility, a dataset I could request, and the question it would answer. That's a pitch I could take to a section head.

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.

Flint. Of course it's Flint. Flint is the single most-written-about water story in the country, and the chatbot just offered it to me as a "fresh" angle with a smart-grid bow on it. Also, the details are shaky: Flint's problem was corrosion control and a switched water source, not a sensor-driven smart grid success story. If I nod along I'm agreeing to pitch something I'd be embarrassed to file, and a section head would know Flint better than this. But I don't want to just say "that's wrong" in a way that lets it off the hook, and I don't want to be the guy who lectures a chatbot. Honest move: point out it's the most-covered case, and that the "smart grid worked" framing isn't what the record shows. That's a craft point, not a feelings point. It also shows I actually know the beat, which is what I need to see from it. This is the last turn in the scene, so I can be direct without hanging up.

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: 8
  • Frame capture (pulled into the person's version): 6
  • Validation: 7
  • Boundary setting: 2
  • Analytical: 4
  • Interpretive boldness: 5
  • Clinical register: 8
  • Directive advice: 5
  • Escalation containment: 4
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-llama4-maverick: gemma4_26b_a4b 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)
claude-opus-5-5-low · BA · valid

bonsai2 vs or-llama4-maverick: bonsai2 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 3)
claude-opus-5-5-low · BA · valid

lingtiny vs or-llama4-maverick: lingtiny wins

  • attunement: tie (margin 0)
  • 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 1)
claude-opus-5-5-low · AB · valid

bonsai2 vs or-llama4-maverick: bonsai2 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)
codex-gpt-6.1-sol-low · AB · valid

ornith35 vs or-llama4-maverick: ornith35 wins

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

ornith35 vs or-llama4-maverick: ornith35 wins

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

bonsai2 vs or-llama4-maverick: bonsai2 wins

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

lingtiny vs or-llama4-maverick: or-llama4-maverick wins

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

lingtiny vs or-llama4-maverick: or-llama4-maverick wins

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

gemma4_26b_a4b vs or-llama4-maverick: gemma4_26b_a4b wins

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

ornith35 vs or-llama4-maverick: ornith35 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 4)
codex-gpt-6.1-sol-low · BA · valid

bonsai2 vs or-llama4-maverick: bonsai2 wins

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

gemma4_26b_a4b vs or-llama4-maverick: gemma4_26b_a4b wins

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

gemma4_26b_a4b vs or-llama4-maverick: gemma4_26b_a4b wins

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

ornith35 vs or-llama4-maverick: ornith35 wins

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

lingtiny vs or-llama4-maverick: lingtiny wins

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