{"id":17474,"date":"2026-02-12T14:44:34","date_gmt":"2026-02-12T13:44:34","guid":{"rendered":"https:\/\/haimagazine.com\/uncategorized\/regulatory-straitjacket-or-digital-shield-two-visions-for-the-future-of-ai\/"},"modified":"2026-02-18T12:33:07","modified_gmt":"2026-02-18T11:33:07","slug":"regulatory-straitjacket-or-digital-shield-two-visions-for-the-future-of-ai","status":"publish","type":"post","link":"https:\/\/haimagazine.com\/en\/law-and-ethics\/regulatory-straitjacket-or-digital-shield-two-visions-for-the-future-of-ai\/","title":{"rendered":"\ud83d\udd12 Regulatory straitjacket or digital shield? Two visions for the future of AI"},"content":{"rendered":"<p>Although the race for parameter counts and computing power is in full swing in the tech giants&#8217; laboratories, market reality has changed significantly. The phase of fascination with the capabilities of generative AI has given way to a sober review of invoices. Both technology providers and their business clients have stopped asking &#8220;what can this model do?&#8221; and started asking: &#8220;is it compliant with the law, safe for data, and when will the investment pay off?&#8221;<\/p><p>For management, the priority is no longer the speed of deployment but its predictability. The market is moving toward stability\u2014companies are seeking legal frameworks that allow them to turn technological chaos into profitable and scalable processes. In this context, the debate over regulation is no longer an academic dispute but a struggle over the shape of those frameworks. Should the state assume the role of the &#8220;chief architect of security,&#8221; certifying every algorithm before it reaches the market? Or should it remain a &#8220;night watchman&#8221; that intervenes only after harm occurs? The answer to this question will determine whether corporate budgets in the coming decade are fueled by innovation or drained by compliance departments and legal services.<\/p><p>There were two figures at the center of the debate held during Generative Revolution Day (<mark style=\"background-color:#82D65E\" class=\"has-inline-color has-base-color\"><a href=\"https:\/\/generativerevolution.ai\/should-we-regulate-AI\/\" target=\"_blank\" rel=\"noopener\">Should we regulate AI development significantly?<\/a><\/mark>): Oumou Ly of the Atlantic Council and Dean Ball of the Foundation for American Innovation. Their diametrically opposed visions carry different implications for business.<\/p><p><em>The rest of the article is below the video<\/em><\/p><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 loading=\"lazy\" title=\"Should we regulate AI development significantly?\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/_jXF2EeiH5I?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><h4 class=\"wp-block-heading\"><strong>Systemic risk architect<\/strong><\/h4><p>For Oumou Ly, artificial intelligence is a technology that poses systemic risk, comparable to critical infrastructure. She points out that we are not talking about bugs in the code, but about existential threats to countries and economies.<\/p><p>\u2013 For me, these are not the kinds of risks that self-correct over time through market competition. We really need coordinated oversight and regulation \u2013 Ly emphasizes, listing three categories of risks: systemic, economic, and national security\u2013related, such as the concentration of computing power that could destabilize the geopolitical balance.<\/p><p> In her view, free-market mechanisms are powerless here.<\/p><p>\u2013 No single entity is capable of reducing AI risk on its own at the necessary scale, especially given the pace and scale of AI adoption in the global economy \u2013 Ly argues. The expert emphasizes that the government has a unique role here, possessing the right mix of legal authority, influence, resources and accountability to society. This, in her view, makes it the only entity that can effectively regulate the market as a whole, rather than only piecemeal.<\/p><h4 class=\"wp-block-heading\"><strong>Regulatory trap<\/strong><\/h4><p>Dean Ball presents a completely different approach. In his view, rigid regulations created today will become a brake on progress tomorrow.<\/p><p>\u2013 Regulatory frameworks have a tendency to encase all kinds of assumptions in amber, and that can be bad for innovation \u2013 says Ball. \u2013 Any statute you write will include a wide complex set of assumptions about the world and the technology. Those assumptions are often implicit and very based in today\u2019s status quo. And because AI evolves so quickly, it has a tendency to undermine those very assumptions.<\/p><p><a>For Ball, the attempt to create a single AI super-agency is a logistical absurdity, because artificial intelligence is a general-purpose technology. It&#8217;s a category reserved for inventions such as electricity or the steam engine, solutions that are not products in themselves, but rather a foundation that powers nearly every sector of the economy.<\/a><\/p><p>\u2013 The idea that one regulatory framework governs that huge spectrum of technology, with its almost infinitely broad variety of uses, seems to me like a recipe for confusing and overly broad regulatory framework \u2013 the expert points out. He adds that the notion of one regulator licensing diverse models\u2014from medical to legal\u2014seems &#8220;kind of crazy&#8221; to him.<\/p><h4 class=\"wp-block-heading\"><strong>A fortress or Darwinism&lt;<\/strong><\/h4><p>To understand the economic consequences of these choices, we should look at the market mechanisms that each of these strategies will set in motion. In the &#8220;Regulatory Fortress&#8221; scenario (Ly&#8217;s vision), where the government introduces mandatory certification at the source, the key barrier becomes the cost of compliance. Tech giants, equipped with powerful legal and capital backing, easily absorb audit costs, which in practice builds an unassailable protective moat around them. Smaller innovators, unable to finance the bureaucratic machinery, are pushed out of the market before they even get started. For the business client, this means stability and legal certainty, but paid for with a &#8220;regulation tax&#8221;: higher service prices and a narrowing of supplier choice to a small circle of monopolists.<\/p><p>Oumou Ly acknowledges that this is a real threat.<\/p><p>\u2013 Heavy regulation absolutely favors incumbents. Especially because there&#8217;s the assumption that all players have the same resources for compliance.<\/p><p>In the &#8220;Technological Darwinism&#8221; scenario (Ball&#8217;s vision), the lack of entry barriers results in an explosion of innovation and downward pressure on prices. The market is flooded with new solutions, but this comes at the cost of risk transfer. In this model, the burden of quality verification falls on the buyer. If the implemented system fails\u2014for example, by discriminating against customers or violating trade secrets\u2014the implementing company bears the brunt of lawsuits. With the market mechanism at work, defective vendors will go bankrupt under the weight of claims, but the reputational and financial damage to the business will already be a reality.<\/p><p>Dean Ball warns that attempting to avoid this scenario through excessive regulation leads to so-called regulatory capture.<\/p><p>\u2013 In this situation, because of information asymmetries and conflicts of interest, the government regulator will be hijacked by the largest companies it&#8217;s supposed to oversee. As a result, these regulations will hinder competitors trying to do new things \u2013 the expert explains.<\/p><h4 class=\"wp-block-heading\"><strong>A third way<\/strong><\/h4><p>Today we can clearly see that the world hasn&#8217;t chosen a single path, which has led to a geopolitical fracture. The European Union, becoming a &#8220;digital fortress,&#8221; has prioritized security at the cost of higher prices and slower adoption. The United States, despite attempts at regulation, still resembles a laboratory where innovation races ahead, but the legal risk is enormous.<\/p><p>Dean Ball warns of capital flight if the US were to adopt a tougher policy after all, which could still happen.<\/p><p>\u2013 It is plausible that the United States could impose such a large patchwork of regulations that it will hinder innovation and cause developers to move to other countries \u2013 he predicts.<\/p><p>This vision is already materializing in the \u201cthird way\u201d chosen by Asian tigers such as Japan and Singapore. By applying so-called soft law (guidelines instead of bans), these countries position themselves as a safe haven for experimental R&amp;D. For global players, this means adopting a strategy in which the most advanced, high-risk deployments pay off the most today in Tokyo, while stable and certified processes are located in Brussels.<\/p><h4 class=\"wp-block-heading\"><strong>Strategy for a time of fragmentation<\/strong><\/h4><p>The changing regulatory landscape is forcing business leaders to adopt a new approach to risk management. First, a geographic audit is no longer just a matter of server logistics and is becoming a component of legal strategy. Nowadays, where data is physically processed determines the level of a company&#8217;s liability, as an operation permitted in Singapore may be illegal in Berlin.<\/p><p>Moreover, CFOs increasingly need to factor less obvious opportunity costs into their models. They&#8217;re facing a choice: accept a drastic increase in the costs of certified services under the European model, or build reserves for potential damage claims in the more liberal but unpredictable American model.<\/p><p>Finally, we are observing a clear trend away from reliance on a single vendor. When a popular model can lose its certification in a given region overnight, technological diversification becomes an insurance policy. Companies that can seamlessly switch between secure established solutions and innovative open models gain an adaptive advantage.<\/p>","protected":false},"excerpt":{"rendered":"<p>The world is facing a dilemma: whether to keep AI in check with regulations, or to trust free-market mechanisms and legal liability. For businesses, this means calculating whether it is more cost-effective to invest in risk prevention or in insurance policies that protect against its consequences.<\/p>\n","protected":false},"author":354,"featured_media":17424,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_lock_modified_date":false,"footnotes":""},"categories":[888,805],"tags":[],"popular":[],"difficulty-level":[38],"ppma_author":[776],"class_list":["post-17474","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-2","category-law-and-ethics","difficulty-level-medium"],"acf":[],"authors":[{"term_id":776,"user_id":354,"is_guest":0,"slug":"redakcja","display_name":"Redakcja","avatar_url":{"url":"https:\/\/haimagazine.com\/wp-content\/uploads\/2025\/07\/Zrzut-ekranu-2025-07-10-o-16.00.36.png","url2x":"https:\/\/haimagazine.com\/wp-content\/uploads\/2025\/07\/Zrzut-ekranu-2025-07-10-o-16.00.36.png"},"first_name":"","last_name":"","user_url":"","job_title":"","description":""}],"_links":{"self":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts\/17474","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/users\/354"}],"replies":[{"embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/comments?post=17474"}],"version-history":[{"count":1,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts\/17474\/revisions"}],"predecessor-version":[{"id":17475,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/posts\/17474\/revisions\/17475"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/media\/17424"}],"wp:attachment":[{"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/media?parent=17474"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/categories?post=17474"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/tags?post=17474"},{"taxonomy":"popular","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/popular?post=17474"},{"taxonomy":"difficulty-level","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/difficulty-level?post=17474"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/haimagazine.com\/en\/wp-json\/wp\/v2\/ppma_author?post=17474"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}