{"id":208224,"date":"2026-05-03T09:30:00","date_gmt":"2026-05-03T13:30:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/03\/ai-models-are-choking-on-junk-data\/"},"modified":"2026-05-03T09:55:14","modified_gmt":"2026-05-03T13:55:14","slug":"ai-models-are-choking-on-junk-data","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/03\/ai-models-are-choking-on-junk-data\/","title":{"rendered":"AI models are choking on junk data"},"content":{"rendered":"<p><a href=\"https:\/\/fortune.com\/2026\/05\/03\/ai-models-are-choking-on-junk-data\/\">AI models are choking on junk data<\/a><\/p>\n<p><a href=\"https:\/\/fortune.com\/2026\/05\/03\/ai-models-are-choking-on-junk-data\/\">https:\/\/fortune.com\/2026\/05\/03\/ai-models-are-choking-on-junk-data\/<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-05-03 09:30:00<\/a><\/p>\n<p>Source Domain: <a href=\"fortune.com\">fortune.com<\/a><\/p>\n<ul>\n<li>The progress of transitioning from language models like ChatGPT to sophisticated humanoid robots hinges on the quality of the training data. <\/li>\n<li>Historically, more data led to smarter models, but this approach may not suffice for physical AI which requires richer, multifaceted data.<\/li>\n<li>A looming crisis involves an overabundance of &#8220;junk data&#8221; \u2014 data that does not aid in AI model development.<\/li>\n<li>The demand for data has fueled the rise of expensive AI data startups but often produces useless data for high-stakes physical AI applications.<\/li>\n<li>Effective physical AI requires significantly more data, which is harder to obtain and often requires complex simulations due to the complexity of the physical world.<\/li>\n<li>Using junk data can degrade performance, delay market-readiness, and lead to unpredictable outcomes, especially for applications like self-driving cars.<\/li>\n<li>Examples like OpenAI&#8217;s sunset of its AI video app highlight issues stemming from inadequate training data for physical AI.<\/li>\n<li>To fully utilize AI\u2019s potential, machine learning teams must prioritize filtering out junk data to ensure the training of effective AI models.<\/li>\n<li>High-quality data is now seen as the critical constraint, and those who adapt to this challenge first will likely lead in the development of successful AI systems.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI models are choking on junk data https:\/\/fortune.com\/2026\/05\/03\/ai-models-are-choking-on-junk-data\/ Publish Date: 2026-05-03 09:30:00 Source Domain: fortune.com&#8230;<\/p>\n","protected":false},"author":1,"featured_media":208225,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/04\/1769109585635.jpg?resize=1200,600","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-208224","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/208224"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=208224"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/208224\/revisions"}],"predecessor-version":[{"id":208226,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/208224\/revisions\/208226"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/208225"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=208224"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=208224"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=208224"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}