report<\/a> out of Google Cloud\u2019s DORA initiative \u2013 DevOps Research and Assessment group.<\/p>\nWhile the report focused on software developers, there are implications across many professions \u2013 namely, breaks in the generational chains that form workforces.<\/p>\n
\u201cIt\u2019s about transmitting tacit knowledge that\u2019s hard to document,\u201d wrote Matt Beane, Ph.D., associate professor at the University of California, Santa Barbara and digital fellow at Stanford and MIT in the DORA report. “Across more than 31 occupations, default use of intelligent automation changes traditional apprenticeship models, leaving fewer opportunities for novices to engage in the hands-on work essential for their development.\u201d <\/p>\n
At its best, “the three-generation model\u2014 junior, mid-level, senior\u2014helps developers gain skills from joint problem-solving, not formal training. We need to investigate the effects of AI deployment on this taken-for-granted process.\u201d<\/p>\n
AI is being developed and deployed \u201cat unprecedented speed,\u201d he continued. \u201cAnd we don\u2019t know how human capabilities will adapt to these changes. Instead, many are focused on measuring AI-related productivity.\u201d An effect of AI adoption is it is “blocking skill development for most devs. To keep our innovative edge \u2013 both individually and collectively \u2013 we need to use AI itself to measure skill development and productivity simultaneously.\u201d<\/p>\n
This means accelerating training to help professionals adapt to this fast-changing world. \u201cSuppose the fastest you\u2019ve ever traveled is walking at four miles per hour, and someone asks you to drive a car at 50 miles per hour,” wrote Gene Kim, researcher and co-author of Vibe Coding. \u201cWithout practice and training, you will undoubtedly wreck the car. We concluded that when AI dramatically accelerates software development, our control systems \u2013 that\u2019s us \u2013 must also speed up.\u201d<\/p>\n
This calls for \u201cfast feedback loops \u2013 faster than ever \u2013 to match accelerated code generation,\u201d Kim urged. “We need a climate for learning, especially given the idiosyncratic nature of AI and its rapid rate of advance.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"Ai takes on basic software tasks getty By now, it\u2019s well established that artificial intelligence is reshaping today\u2019s…\n","protected":false},"author":3,"featured_media":257819,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[691,738,80244,7684,2722,18233,158,67,132,68],"class_list":{"0":"post-257818","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-dora","11":"tag-genai","12":"tag-google","13":"tag-indeed","14":"tag-technology","15":"tag-united-states","16":"tag-unitedstates","17":"tag-us"},"share_on_mastodon":{"url":"https:\/\/pubeurope.com\/@us\/115274349882954323","error":""},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts\/257818","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/comments?post=257818"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts\/257818\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/media\/257819"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/media?parent=257818"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/categories?post=257818"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/tags?post=257818"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
![\"Developers](\"https:\/\/www.europesays.com\/us\/wp-content\/uploads\/2025\/09\/1758946874_582_960x0.jpg\")
<\/p>\n