{"id":716,"date":"2026-04-03T04:35:15","date_gmt":"2026-04-03T04:35:15","guid":{"rendered":"https:\/\/millermattson.com\/dave\/?p=716"},"modified":"2026-04-03T20:46:26","modified_gmt":"2026-04-03T20:46:26","slug":"the-cost-of-ai-is-leaving-developers-behind","status":"publish","type":"post","link":"https:\/\/millermattson.com\/dave\/?p=716","title":{"rendered":"The Tokenomics of Exclusion: Why AI is Becoming a Tool of the Rich"},"content":{"rendered":"\n<p>Ever since I discovered computers 55 years ago, I&#8217;ve thoroughly enjoyed exploring firmware design, compiler theory, and high level architecture, both as a salaried employee and on my own time. For me, software is the delicious intersection of art, architecture, and high-tech tools.<\/p>\n\n\n\n<p>The recent advances in AI technology supports my life-long fantasy that someday, maybe in my lifetime, Isaac Asimov&#8217;s sci-fi robots might just be a real thing. But recent developments have also cast a dark shadow over independent software development.<\/p>\n\n\n\n<p>Before the recent AI revolution, many kinds of software development was globally democratic. A lone programmer with low-end hardware in a developing country could produce many kinds of software that was competitive with software produced by a programmer working for a top high-tech company. The cost to the lone programmer was time; the cost to the high-tech company was the price of labor for the same amount of time.<\/p>\n\n\n\n<p>But now, the cost to high-tech companies is split between labor and the cost of semi-autonomous coding platforms:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;font-size:clamp(15.747px, 0.984rem + ((1vw - 3.2px) * 0.86), 24px);\">&#8220;[Nvidia CEO Jensen] Huang suggested evaluating engineers based on their AI token usage rather than lines of code written. For a $500,000 engineer, he expects at least $250,000 in token consumption annually\u2026&#8221; [1]<\/p>\n<\/blockquote>\n\n\n\n<p>An independent programmer in a developing country faces a new kind of exclusion. A lone programmer living on a few hundred dollars a month might not be able to afford even the lowest tier of AI assistance. Free local LLM models exist, but they don&#8217;t work well for even modest sized projects, and our lone programmer might not be able to afford the required hardware anyway.<\/p>\n\n\n\n<p>A high tech company can now buy a force multiplier for their employees that time alone cannot compete with.<\/p>\n\n\n\n<p>This has tilted the playing field toward capital. The once-sufficient resource of time has been sharply devalued. The tools are now in the hands of the rich, out of reach of the lone programmer.<\/p>\n\n\n\n<p>Maybe, over time, the gap will narrow with new technology, or new platforms may subsidize access. But for now, software is not the democratic endeavor it used to be. The excitement I felt from bringing competitive software to life on my own meager hardware may be out of reach for many young independent programmers.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>[1] MLQ.ai, &#8220;Nvidia CEO Proposes AI Tokens as Major Bonus for Engineer Productivity Boost.&#8221; 2026. https:\/\/mlq.ai\/news\/nvidia-ceo-proposes-ai-tokens-as-major-bonus-for-engineer-productivity-boost\/<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ever since I discovered computers 55 years ago, I&#8217;ve thoroughly enjoyed exploring firmware design, compiler theory, and high level architecture, both as a salaried employee and on my own time. For me, software is the delicious intersection of art, architecture, and high-tech tools. The recent advances in AI technology supports my life-long fantasy that someday, [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":722,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[83],"tags":[86,6,128],"class_list":["post-716","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-programming","tag-software-development"],"_links":{"self":[{"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=\/wp\/v2\/posts\/716","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=716"}],"version-history":[{"count":7,"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=\/wp\/v2\/posts\/716\/revisions"}],"predecessor-version":[{"id":725,"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=\/wp\/v2\/posts\/716\/revisions\/725"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=\/wp\/v2\/media\/722"}],"wp:attachment":[{"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=716"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=716"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/millermattson.com\/dave\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=716"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}