“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition.
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog or, doing the easy way does not make you a master
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R ActivityRelay shared this topic
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog idiocracy is looking more real every year
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@GossiTheDog or, doing the easy way does not make you a master
@Glennamaddy nor does watching something else do the work.
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog From the "No Shit Sherlock" school of research
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog to the LLM booster club, this will simply be interpreted as "we need to LLM harder, so as to completely replace workers as soon as possible".
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@GossiTheDog to the LLM booster club, this will simply be interpreted as "we need to LLM harder, so as to completely replace workers as soon as possible".
@womble @GossiTheDog The study was by Anthropic, so that is *exactly* the intended interpretation.
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
This is by design. Just like production lines destroyed artisanship for working classes, this will destroy the knowledge-based roles for the middle classes. You are no longer valued if you have wide breadth of knowledge. You are obsolete. You can't even specialize in a particular topic.
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog Not thinking leads to not thinking.
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
Look at it from the perspective of the investors of AI.
1. What is Saudi Arabia & UAE getting for its $100 billion when the consequences are pyrrhic?
https://www.nytimes.com/2025/10/27/technology/saudi-arabia-ai-exporter.html
Answer: kneecapping a necessity like a fossil fuel phase out.
2. What are the billionaires of Koch Network getting for their $1 billion propaganda campaign pushing AI?
https://www.desmog.com/2025/12/11/the-koch-network-is-pushing-trump-to-accelerate-ai-documents-show/
Answer: permanent rule under a White Supremacist Constitution
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog who cares, soon there'll be no need for human coders anymore, whatever remains of the profession will be janitorial in nature. /s
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog this is no different than doing excessive hand holding as a mentor. When you answer questions instead of helping the mentee to fundamentally understand the thing they're asking about, and figuring out the issue for themselves (with your help), you take away from the valuable mental process that develops critical thinking and problem solving.
And a LLM does precisely this. It answers all your questions. You get the result. You never figure out the problem for yourself.
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog We’ll be busy removing this “digital asbestos” out of any software written this decade(?) for ages…
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog I wonder which impact this will have on society. Not that people become more stupid, etc. but the mental impact - can it lead to bore-out? Depression? Mental illness? Because our brains are craving activity.
The other concern is the erosion of the average jobs. What's left is work for unskilled workers or highly educated specialists. Which is also a problem in the long run. But, I guess, that's what they want. Cheap, unskilled labour with brain rot. -
“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog indeed
i am living proof of this effect.
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog Our study, conducted by Professor No Shit and Doctor Obvious, found that when people offloaded their thinking to AI, they put in less effort and were less engaged, creating a barrier to personal development in exchange for a marginal increase in productivity.
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@GossiTheDog to the LLM booster club, this will simply be interpreted as "we need to LLM harder, so as to completely replace workers as soon as possible".
@womble @GossiTheDog It is so dumb when you look at it. They are complaining when people don't have a job because they are laid off, complaining that people are lazy wellfare-queens and at the same time want AI to replace every single job. It's the same with the old "Immigrants are lazy and getting our hard-earned money doing nothing while taking all our jobs".
I am pretty much convinced at this point that Capitalism is a cult, an addiction, and a scam.
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Look at it from the perspective of the investors of AI.
1. What is Saudi Arabia & UAE getting for its $100 billion when the consequences are pyrrhic?
https://www.nytimes.com/2025/10/27/technology/saudi-arabia-ai-exporter.html
Answer: kneecapping a necessity like a fossil fuel phase out.
2. What are the billionaires of Koch Network getting for their $1 billion propaganda campaign pushing AI?
https://www.desmog.com/2025/12/11/the-koch-network-is-pushing-trump-to-accelerate-ai-documents-show/
Answer: permanent rule under a White Supremacist Constitution
@GossiTheDog @Npars01 first link seems to be broken
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“Novice workers who rely heavily on AI to complete unfamiliar tasks may compromise their own skill acquisition. We find that AI use impairs conceptual understanding, code reading, and debugging abilities, without delivering significant efficiency gains on average.”
“We found that using AI assistance led to a statistically significant decrease in mastery.”
https://arxiv.org/pdf/2601.20245
https://www.anthropic.com/research/AI-assistance-coding-skills
@GossiTheDog I was really (positively) surprised that Anthropic released this. Their results broadly align with my personal experience and feelings about AI usage, though I have substantial misgivings about their methodology (in particular how they controlled for participant experience).
Another issue that I worry a lot about with AI is second-order effects, wherein you use the LLM to write a library and then are expected to be able to evaluate the LLM's ability to use the LLM-written library. I think that this is both a priori very hard (to know all of the details of the library to be able to catch issues) and is lossy (in issues in library design or abstraction factoring that may be identified through use implementation).
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@GossiTheDog @Npars01 first link seems to be broken
Thanks! Fixed it.
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@GossiTheDog this is no different than doing excessive hand holding as a mentor. When you answer questions instead of helping the mentee to fundamentally understand the thing they're asking about, and figuring out the issue for themselves (with your help), you take away from the valuable mental process that develops critical thinking and problem solving.
And a LLM does precisely this. It answers all your questions. You get the result. You never figure out the problem for yourself.
@gabriel @GossiTheDog also not being able to see possible problems with the code generated by a LLM is going to be a major pita down the line. Even before when all the seniors are retired.
