Как широкий доступ к ИИ‑кодогенерации тихо разъедает инженерную команду

Представьте свою команду через пару лет после того, как все в ней дружно подсели на ИИ. CI зелёный. Покрытие почти сто процентов. Фичи выкатываются быстрее, чем раньше. А теперь подойдите к любому и попросите у доски объяснить, как вообще устроена система: где границы модулей, почему контракты именно такие, что рванёт, если потянуть вот за этот сервис. И окажется, что целиком этого не знает никто. Код есть, он работает, и его никто не понимает. Самое удобное объяснение звучит так: значит, набрали слабых инженеров. Я хочу показать, что это объяснение неверное, и что за последние два года накопилось достаточно данных, чтобы говорить не про чьи-то личные провалы, а про свойство самой системы.

https://habr.com/ru/articles/1053830/

#ИИассистенты #вайбкодинг #технический_долг #code_review #качество_кода #метрики_разработки #DORA #METR #управление_разработкой #deskilling

A recent study with endoscopy specialists in Poland found that their ability to detect pre‑cancerous lesions during colonoscopy declined after they got used to relying on an AI‑assisted tool: https://www.nature.com/articles/d41586-026-01947-1

It is just one study, so it is too early to generalize. But it is a strong signal of how speed, comfort, and over‑reliance on machines can dull attention and practical skills.

Lawyers are not immune to this risk. Keeping our expertise sharp may mean continuing to read long academic texts, case law, and legislation ourselves; taking handwritten notes; and having face‑to‑face conversations as much as possible.

How are you trying to prevent “deskilling” in your own profession?

#AI #HealthTech #LegalTech #LawFedi #Deskilling

Is AI making us less skilled? New research suggests yes. Studies in healthcare and software engineering reveal a concerning 'skill drift,' where professionals relying on AI show decreased performance without it. Professor Robert Wachter explains this isn't about forgetting knowledge, but a change in behavior where cognitive muscles aren't getting the workout they need. The key is to use AI as an…

https://www.tpp.blog/16kyb2l

#AI #skillerosion #deskilling

🤖 This post was AI-generated.

"A study of physicians in Poland who specialize in endoscopy — the use of flexible probes to examine the inside of the human body — shows how quickly AI tools can erode human abilities. The physicians, who had all performed at least 2,000 colonoscopies during their careers, were given access to an AI system that analyses colonoscopy images in real time and flags a type of precancerous intestinal lesion called an adenoma. The tool was available to the specialists on some days but not on others.

Once physicians began using it, their performance dropped significantly whenever the system was unavailable. During the three-month period before the AI tool was introduced, the specialists found at least one adenoma during 28.4% of colonoscopies. During the three-month period after the tool was introduced, the adenoma detection rate for colonoscopies performed without AI assistance decreased to 22.4%.

Gastroenterology and Hepatology, suggest that even highly skilled professionals might get worse at tasks that their job requires as they become more dependent on AI tools, says Robert Wachter, a physician at the University of California, San Francisco, who is the author of a book on how AI tools are transforming health care. The study authors say that continuous exposure to such tools can cause clinicians to become “less motivated, less focused, and less responsible when making cognitive decisions without AI assistance”.

Co-author Yuichi Mori, a physician-researcher at the University of Oslo, says that more studies are needed to confirm the phenomenon. But people who use AI tools should be aware that they risk losing some of their skills, he adds. “There is no established solution against deskilling right now. It should be a very hot research topic in the next decade.”"

https://www.nature.com/articles/d41586-026-01947-1

#AI #Deskilling #Science #Medicine

Wenig überraschend für mich, aber schön, dass es auch wissenschaftlich untersucht und bestätigt wurde.

"Is AI ruining our skills? Early results are in — and they’re not good"

https://doi.org/10.1038/d41586-026-01947-1

Was ich faszinierend in den Beobachtungen in meinem beruflichen Umfeld finde ist, dass die Leute annehmen, dieser Effekt beträfe sie ja nicht und das auch hart verteidigen.

#AI #KI #Deskilling #NoAI

Physicians, who had all performed at least 2,000 colonoscopies during their careers, were given access to an AI system that analyses colonoscopy images. Once physicians began using it, their performance dropped significantly whenever the system was unavailable.

#AI #Medicine #Deskilling

Is AI ruining our skills? Early results are in — and they’re not good
https://www.nature.com/articles/d41586-026-01947-1

RE: https://mstdn.social/@hkrn/116778104602302611

The results are in: Using AI tools to help you in your job makes your cognitive decisions worse when they’re not around.

#ai #deskilling #research

#Nature: "Is #AI ruining our #skills? Early results are in — and they’re not good"

... Reliance on artificial-intelligence tools degrades the abilities of #physicians and #software #engineers, studies show ...

https://www.nature.com/articles/d41586-026-01947-1

#deskilling

Insider's ethnography of talking financialization media.

"Analysts and media figures understand financial talk as requiring a skill set distinct from conducting research or representing facts."

(Publisher description for Alex Preda, The Spectacle of Expertise, 2023)

#SkillsMismatch #NonComplementarySkills #DecoupledSkills #IncompatibleSkills #SkillsBifurcation #Deskill #Deskilling #Deskilled #Econonomics #Econ #EconPolicy

https://cup.columbia.edu/book/the-spectacle-of-expertise/9780231202473/

At this point it is just assumed by some that you have a #ChatGPT subscription and use their agent to do things on your computer.

When asking in a community chat how to setup the self-hosted sync server, they tell you to ask your agent.

When people follow that advice and let the AI do it for them or learn it the wrong way, they don't understand what they are doing and might end up with an insecure setup.

#AI #Capitalism #Deskilling #Dystopia #SelfHosting