{"id":24022,"date":"2026-04-20T20:15:21","date_gmt":"2026-04-20T11:15:21","guid":{"rendered":"https:\/\/air-beans.com\/?page_id=24022"},"modified":"2026-04-23T18:45:50","modified_gmt":"2026-04-23T09:45:50","slug":"engineering-development","status":"publish","type":"page","link":"https:\/\/air-beans.com\/en\/engineering-development","title":{"rendered":"Design &amp; Development"},"content":{"rendered":"\n<div class=\"wp-block-columns alignfull has-contrast-background-color has-background is-layout-flex wp-container-core-columns-is-layout-a5331a9e wp-block-columns-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-video\"><video height=\"1080\" style=\"aspect-ratio: 1920 \/ 1080;\" width=\"1920\" autoplay loop muted src=\"https:\/\/air-beans.com\/wp-content\/uploads\/2026\/04\/\u30de\u30b8\u30c3\u30af\u30e0\u30fc\u30d3\u30fc.mov\" playsinline><\/video><\/figure>\n\n\n\n<div class=\"wp-block-columns alignfull has-base-2-color has-contrast-background-color has-text-color has-background has-link-color wp-elements-93a983587fa47d58f791e2cd0330373e is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<h2 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-ed7464df2e988dc0d8325b3f4f593d82\">Design can be faster.<\/h2>\n\n\n\n<p class=\"has-text-align-center\">The delay is not about capability.<br>It\u2019s a structural problem.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\">\u30fbDesign depends on individuals<br>\u30fbToo much trial and error<br>\u30fbToo much repetition<\/p>\n\n\n\n<hr class=\"wp-block-separator aligncenter has-text-color has-base-2-color has-alpha-channel-opacity has-base-2-background-color has-background\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-723a523d5431f3d64412c511a9f30560\">Repetition can be eliminated.<\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-contrast-color has-base-2-background-color has-text-color has-background has-link-color wp-elements-3dfe00fbe8b9ab36c3a464b30e51122b\"><strong>Experience<\/strong><br>\u2193<br><strong> Reproducibility<\/strong><br>\u2193<br><strong>Automation<\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\">Only in this sequence<br>can design evolve.<\/p>\n\n\n\n<hr class=\"wp-block-separator aligncenter has-text-color has-base-2-color has-alpha-channel-opacity has-base-2-background-color has-background\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-83edbc331a5e0db98ece3c55d03b8e37\">Break it down.<\/h2>\n\n\n\n<hr class=\"wp-block-separator aligncenter has-text-color has-base-2-color has-alpha-channel-opacity has-base-2-background-color has-background\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\"\/>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"455\" height=\"341\" src=\"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited.png?resize=455%2C341&#038;ssl=1\" alt=\"\" class=\"wp-image-24011\" style=\"width:200px\" srcset=\"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited.png?w=455&amp;ssl=1 455w, https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited.png?resize=300%2C225&amp;ssl=1 300w\" sizes=\"(max-width: 455px) 100vw, 455px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-a2ba24de1a1f0da8da4c9e27a60c5886\">\u2460 Translate experience<\/h3>\n\n\n\n<p class=\"has-text-align-center\">Turn tacit knowledge into explicit knowledge<\/p>\n\n\n\n<p class=\"has-text-align-center\">Structure the judgment of experts<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"462\" height=\"346\" src=\"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited-1.png?resize=462%2C346&#038;ssl=1\" alt=\"\" class=\"wp-image-24012\" style=\"width:200px\" srcset=\"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited-1.png?w=462&amp;ssl=1 462w, https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited-1.png?resize=300%2C225&amp;ssl=1 300w\" sizes=\"(max-width: 462px) 100vw, 462px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-ea3ca34d80070b4757b4e1d468260b87\">\u2461 Build reproducibility<\/h3>\n\n\n\n<p class=\"has-text-align-center\">Achieve the same results, regardless of who does it<\/p>\n\n\n\n<p class=\"has-text-align-center\">Define conditions, rules, and decision criteria<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"455\" height=\"341\" src=\"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited-2.png?resize=455%2C341&#038;ssl=1\" alt=\"\" class=\"wp-image-24013\" style=\"width:200px\" srcset=\"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited-2.png?w=455&amp;ssl=1 455w, https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited-2.png?resize=300%2C225&amp;ssl=1 300w\" sizes=\"(max-width: 455px) 100vw, 455px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-be301ead7e914962e5e7c73e6abe987e\">\u2462 Automate<\/h3>\n\n\n\n<p class=\"has-text-align-center\">Let AI handle repetition<\/p>\n\n\n\n<p class=\"has-text-align-center\">Let people focus on decision-making<\/p>\n\n\n\n<hr class=\"wp-block-separator aligncenter has-text-color has-base-2-color has-alpha-channel-opacity has-base-2-background-color has-background\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-3638d3b2e1e47c3bec70b98d6cca71bb\">The role of AI<\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-base-2-background-color has-background has-body-font-family\"><strong>Human experience<br>\uff0b<br>AI<br>\u2193<br>Evolve design<\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator aligncenter has-text-color has-base-2-color has-alpha-channel-opacity has-base-2-background-color has-background\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-11ccc2aaa647fe338dd15ce7e11cec5d\">AI alone cannot design<\/h2>\n\n\n\n<p class=\"has-text-align-center\">\u30fbExperience alone cannot scale<br>\u30fbWithout reproducibility, automation is impossible<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center has-contrast-color has-base-2-background-color has-text-color has-background has-link-color wp-elements-d1c0af62a81e315c03daca77825d525c\"><strong>Design is determined by structure.<br>Design only creates value when it is reproducible.<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator aligncenter has-text-color has-base-2-color has-alpha-channel-opacity has-base-2-background-color has-background\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-base-2-color has-text-color has-link-color wp-elements-d5ef0d0c43c43f69d06ff8b4aa952eb0\">Design can be freed from dependency on individuals.<\/h2>\n\n\n\n<p class=\"has-text-align-center\">AirBeans<br>transforms the structure of design.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--30);padding-bottom:var(--wp--preset--spacing--30)\">\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-base-2-color has-text-color has-link-color wp-element-button\" href=\"https:\/\/air-beans.com\/en\/contact\">Contact<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"AICOSTA (AI that visualizes cost structures and drives improvement)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/vVHv_dEZ9jM?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"AIQUO (AI that visualizes quality and drives improvement)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/vlx9HIjH3Bc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Design can be faster. The delay is not about capability.It\u2019s a structural problem. \u30fbDesign depends on individuals\u30fbToo much trial and error\u30fbToo much repetition Repetition can be eliminated. Experience\u2193 Reproducibility\u2193Automation Only in this sequencecan design evolve. Break it down. \u2460 Translate experience Turn tacit knowledge into explicit knowledge Structure the judgment of experts \u2461 Build reproducibility [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_locale":"en_US","_original_post":"https:\/\/air-beans.com\/?page_id=24008","footnotes":""},"class_list":["post-24022","page","type-page","status-publish","hentry","en-US"],"jetpack-related-posts":[{"id":20833,"url":"https:\/\/air-beans.com\/","url_meta":{"origin":24022,"position":0},"title":"Driving the Future with Human\u2026","author":"air-beans","date":"2025\u5e749\u670828\u65e5","format":false,"excerpt":"Driving the Future with Human Experience and AI AirBeans unites human expertise with AI capability to accelerate the evolution of automotive and manufacturing. \u00a0About AirBeansTransforming manufacturing and automotive industriesthrough human expertise and AI Structural Transformation ConsultingRedesign organizations and processesto solve issues at the root OEM Deployment SupportSupport deployment and rolloutfor\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/%E5%9B%B31-1.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":23411,"url":"https:\/\/air-beans.com\/en\/major-achievements","url_meta":{"origin":24022,"position":1},"title":"Major Achievements","author":"air-beans","date":"2025\u5e7411\u670813\u65e5","format":false,"excerpt":"Summary of major achievements Researched automotive robotic control systems at Keio University Graduate School, publishing a paper on predictive control. Joined Toyota Motor Corporation in 1995 and served for 24 years in chassis design, cost planning, and product planning leadership. After leading chassis design for the Corolla series, spearheaded company-wide\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2025\/11\/image-31.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2025\/11\/image-31.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2025\/11\/image-31.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2025\/11\/image-31.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2025\/11\/image-31.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2025\/11\/image-31.png?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":23995,"url":"https:\/\/air-beans.com\/en\/product-strategy","url_meta":{"origin":24022,"position":2},"title":"Product Planning &amp; Strategy","author":"air-beans","date":"2026\u5e744\u670820\u65e5","format":false,"excerpt":"Winning products can be designed. Even great products don\u2019t sell.Even when they sell, they don\u2019t make profit. \u30fbThe market is not clearly understood\u30fbValue is not clearly defined\u30fbCost is treated as an afterthought Decide by structure, not by intuition. Market \u2192 Value \u2192 Cost Only in this ordercan a winning product\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_23_20-edited.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":24008,"url":"https:\/\/air-beans.com\/engineering-development","url_meta":{"origin":24022,"position":3},"title":"\u8a2d\u8a08\u30fb\u958b\u767a","author":"air-beans","date":"2026\u5e744\u670820\u65e5","format":false,"excerpt":"\u30c6\u30b9\u30c8 \u8a2d\u8a08\u306f\u3001\u901f\u304f\u3067\u304d\u308b\u3002 \u9045\u3044\u306e\u306f\u3001\u80fd\u529b\u3067\u306f\u306a\u3044\u3002\u69cb\u9020\u306e\u554f\u984c\u3067\u3059\u3002 \u30fb\u8a2d\u8a08\u304c\u5c5e\u4eba\u5316\u3057\u3066\u3044\u308b\u30fb\u8a66\u884c\u932f\u8aa4\u304c\u591a\u3044\u30fb\u7e70\u308a\u8fd4\u3057\u304c\u591a\u3044 \u7e70\u308a\u8fd4\u3057\u306f\u3001\u306a\u304f\u305b\u308b\u3002 \u7d4c\u9a13 \u2192 \u518d\u73fe\u6027 \u2192 \u81ea\u50cd\u5316 \u3053\u306e\u9806\u756a\u3067\u3057\u304b\u3001\u8a2d\u8a08\u306f\u9032\u5316\u3057\u306a\u3044\u3002 \u5206\u89e3\u3059\u308b\u3002 \u2460 \u7d4c\u9a13\u3092\u8a00\u8a9e\u5316\u3059\u308b \u6697\u9ed9\u77e5\u3092\u5f62\u5f0f\u77e5\u3078 \u30d9\u30c6\u30e9\u30f3\u306e\u5224\u65ad\u3092\u69cb\u9020\u306b\u843d\u3068\u3059 \u2461 \u518d\u73fe\u6027\u3092\u3064\u304f\u308b \u8ab0\u304c\u3084\u3063\u3066\u3082\u540c\u3058\u7d50\u679c\u306b\u306a\u308b \u6761\u4ef6\u30fb\u30eb\u30fc\u30eb\u30fb\u5224\u65ad\u57fa\u6e96\u3092\u660e\u78ba\u5316\u3059\u308b \u2462 \u81ea\u50cd\u5316\u3059\u308b \u7e70\u308a\u8fd4\u3057\u306fAI\u306b\u4efb\u305b\u308b \u4eba\u306f\u610f\u601d\u6c7a\u5b9a\u306b\u96c6\u4e2d\u3059\u308b AI\u306e\u5f79\u5272 \u4eba\u306e\u7d4c\u9a13\uff0bAI\u2193\u8a2d\u8a08\u3092\u9032\u5316\u3055\u305b\u308b AI\u3060\u3051\u3067\u306f\u8a2d\u8a08\u306f\u3067\u304d\u306a\u3044 \u30fb\u7d4c\u9a13\u3060\u3051\u3067\u306f\u30b9\u30b1\u30fc\u30eb\u3057\u306a\u3044\u30fb\u518d\u73fe\u6027\u304c\u306a\u3051\u308c\u3070\u81ea\u50cd\u5316\u3067\u304d\u306a\u3044 \u8a2d\u8a08\u306f\u3001\u69cb\u9020\u3067\u6c7a\u307e\u308b\u3002\u8a2d\u8a08\u306f\u3001\u518d\u73fe\u3067\u304d\u3066\u521d\u3081\u3066\u4fa1\u5024\u306b\u306a\u308b\u3002 \u8a2d\u8a08\u306f\u3001\u5c5e\u4eba\u304b\u3089\u89e3\u653e\u3067\u304d\u308b\u3002 AirBeans\u306f\u3001\u8a2d\u8a08\u306e\u69cb\u9020\u3092\u5909\u3048\u308b\u3002 \u304a\u554f\u3044\u5408\u308f\u305b https:\/\/www.youtube.com\/watch?v=9W9qLkIJSTU https:\/\/www.youtube.com\/watch?v=-U43EsyAbdY","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/air-beans.com\/wp-content\/uploads\/2026\/04\/ChatGPT-Image-2026%E5%B9%B44%E6%9C%8820%E6%97%A5-19_59_06-edited.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":23979,"url":"https:\/\/air-beans.com\/en\/ai-orchestration","url_meta":{"origin":24022,"position":4},"title":"AI Orchestration","author":"air-beans","date":"2026\u5e744\u670820\u65e5","format":false,"excerpt":"Connect everything. Even if each function is optimized,the whole is not. \u30fbData is fragmented\u30fbDecisions are siloed\u30fbThe overall picture is not visible Without connection, there is no optimization. Planning \u2192 Design \u2192 Procurement \u2192 Production \u2192 Sales This is meant to be one continuous flow. 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