this post was submitted on 07 Jul 2025
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[–] davidagain@lemmy.world 7 points 12 hours ago* (last edited 12 hours ago) (2 children)

Wow. 30% accuracy was the high score!
From the article:

Testing agents at the office

For a reality check, CMU researchers have developed a benchmark to evaluate how AI agents perform when given common knowledge work tasks like browsing the web, writing code, running applications, and communicating with coworkers.

They call it TheAgentCompany. It's a simulation environment designed to mimic a small software firm and its business operations. They did so to help clarify the debate between AI believers who argue that the majority of human labor can be automated and AI skeptics who see such claims as part of a gigantic AI grift.

the CMU boffins put the following models through their paces and evaluated them based on the task success rates. The results were underwhelming.

⚫ Gemini-2.5-Pro (30.3 percent)
⚫ Claude-3.7-Sonnet (26.3 percent)
⚫ Claude-3.5-Sonnet (24 percent)
⚫ Gemini-2.0-Flash (11.4 percent)
⚫ GPT-4o (8.6 percent)
⚫ o3-mini (4.0 percent)
⚫ Gemini-1.5-Pro (3.4 percent)
⚫ Amazon-Nova-Pro-v1 (1.7 percent)
⚫ Llama-3.1-405b (7.4 percent)
⚫ Llama-3.3-70b (6.9 percent),
⚫ Qwen-2.5-72b (5.7 percent),
⚫ Llama-3.1-70b (1.7 percent)
⚫ Qwen-2-72b (1.1 percent).

"We find in experiments that the best-performing model, Gemini 2.5 Pro, was able to autonomously perform 30.3 percent of the provided tests to completion, and achieve a score of 39.3 percent on our metric that provides extra credit for partially completed tasks," the authors state in their paper

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[–] Frenezul0_o@lemmy.world 7 points 19 hours ago

I notice that the research didn't include DeepSeek. It would have been nice to see how it compares.

[–] szczuroarturo@programming.dev 7 points 1 day ago (2 children)

I actually have a fairly positive experience with ai ( copilot using claude specificaly ). Is it wrong a lot if you give it a huge task yes, so i dont do that and using as a very targeted solution if i am feeling very lazy today . Is it fast . Also not . I could actually be faster than ai in some cases. But is it good if you are working for 6h and you just dont have enough mental capacity for the rest of the day. Yes . You can just prompt it specificaly enough to get desired result and just accept correct responses. Is it always good ,not really but good enough. Do i also suck after 3pm . Yes.
My main issue is actually the fact that it saves first and then asks you to pick if you want to use it. Not a problem usualy but if it crashes the generated code stays so that part sucks

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[–] Affidavit@lemmy.world 6 points 1 day ago (1 children)
[–] loonsun@sh.itjust.works 5 points 1 day ago (1 children)

It's about Agents, which implies multi step as those are meant to execute a series of tasks opposed to studies looking at base LLM model performance.

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[–] brown567@sh.itjust.works 5 points 2 days ago

70% seems pretty optimistic based on my experience...

[–] burgerpocalyse@lemmy.world 3 points 1 day ago

I dont know why but I am reminded of this clip about eggless omelette https://youtu.be/9Ah4tW-k8Ao

[–] iopq@lemmy.world 3 points 9 hours ago

Now I'm curious, what's the average score for humans?

[–] gargle@lemmy.world 3 points 7 hours ago

I asked Claude 3.5 Haiku to write me a quine in COBOL in the bs2000 dialect. Claude does now that creating a perfect quine in COBOL is challenging due to the need to represent the self-referential nature of the code. After a few suggestions Claude restated its first draft, without proper BS2000 incantations, without a perform statement, and without any self-referential redefines. It's a lot of work. I stopped caring and moved on.

For those who wonder: https://sourceforge.net/p/gnucobol/discussion/lounge/thread/495d8008/ has an example.

Colour me unimpressed. I dread the day when they force the use of 'AI' on us at work.

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