{"id":5649,"date":"2023-07-11T07:56:06","date_gmt":"2023-07-11T07:56:06","guid":{"rendered":"https:\/\/instantloveland.com\/wp\/?p=5649"},"modified":"2023-07-11T07:56:09","modified_gmt":"2023-07-11T07:56:09","slug":"matthew-maxwell-the-lovelace-test-abstract-art-in-the-era-of-synthetic-reality","status":"publish","type":"post","link":"https:\/\/instantloveland.com\/wp\/2023\/07\/11\/matthew-maxwell-the-lovelace-test-abstract-art-in-the-era-of-synthetic-reality\/","title":{"rendered":"Matthew Maxwell: &#8216;The Lovelace Test: Abstract Art in the Era of Synthetic Reality&#8217;"},"content":{"rendered":"\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-1024x1024.jpg\" alt=\"\" class=\"wp-image-5655\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-300x300.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-150x150.jpg 150w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-768x768.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-200x200.jpg 200w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-120x120.jpg 120w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-400x400.jpg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-570x570.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-900x900.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-500x500.jpg 500w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Cognition-abstract-expressionism-mainframe-computer-1000x1000.jpg 1000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Matthew Maxwell\/Generative AI, &#8216;Abstract Expressionism, Mainframe Computer&#8217; (2023)<\/figcaption><\/figure><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p><strong><em>After 25 years as a creative director in the business of interaction, Matthew Maxwell has returned to full-time education at Middlesex University, London.&nbsp; His mixed-mode MPhil\/PhD research is looking at the influence of Generative Artificial Intelligence (GAI) on artistic creativity. It aims to investigate the potential of employing GAI applications as innovative interlocutors within a contemporary art practice; exploring how concepts of authorship, originality, and the interplay between synthetic and organic intelligence in the creative journey can be reshaped through AI&#8217;s involvement.<\/em><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>For anyone interested in abstract art, the United States in the 1950s and 1960s was a fine time and place to be alive. Post-war America was rolling in cash and all manner of esoteric experiments were possible. Timothy Leary was dosing Harvard Psychology students with LSD. Kerouac and Ginsberg were celebrating madness. Pop music discovered rhythm. Everyone was growing their hair. The subjective, emotional experience that characterised Abstract Expressionism was suddenly a legitimate subject of study \u2013 not just in the arts but across the humanities and sciences. Mainframe computers were no longer simply the stuff of science fiction, but the mainstays of science departments. It was a groovy, interdisciplinary time. Art, Psychology, and Engineering came together in a startling, tangled commingling, in what subsequently became known as The Cognitive Revolution.<\/p>\n\n\n\n<p>The study of the mind, the artistic depiction of mental states, and a growing understanding of how important computing technology would become, all occurred at roughly the same time. While cognitive scientists like Chomsky and Kahnemann were exploring language and the <em>\u2018active agency\u2019<\/em> of consciousness, the Abstract Expressionists (Pollock, Rothko et al.) were developing fresh ways to represent emotion and the experience of being alive \u2013 of being <em>sentient<\/em>. At the same time, the idea that <em>\u2018calculating machines\u2019 <\/em>could be designed to think like humans was gathering pace.<\/p>\n\n\n\n<p>The <em>\u2018Cognitive Revolution\u2019 <\/em>that spanned two decades embraced cross-disciplinary thinking; during this period three intellectual avenues, psychology, computing and painting, began to influence and align with each other.&nbsp; New ideas of how <em>\u2018thinking\u2019<\/em> happens affected how computers were designed \u2013 maybe they could do more than just crunch numbers and crack codes. Ontological issues of existence and reality, now no longer exclusively human-centric ideas, seemed to find their natural expression in the rhythms, drips and vibrations of the New York school.<\/p>\n\n\n\n<p>That was half a century ago.<\/p>\n\n\n\n<p>Now, in 2023, I believe we are entering a new era of inflection; where disciplines that have diverged are once more bleeding into each other. In the past 12 months we\u2019ve witnessed a tsunami of AI-powered art. Readily accessible and requiring almost zero technical knowledge, AI applications, trained on millions of examples of visual art from all cultures and eras (more than any single human could ever see, let alone remember) are flooding the digital world with imagery, text, video and music.<\/p>\n\n\n\n<p>How does this impact ideas of authorship? Who is making these works \u2013 the AI with the almost limitless vocabulary of imagery \u2013 or the human agent, pressing the buttons, prompting the stimuli, selecting the winners? What about the craft skills that an artist can take a lifetime to acquire? Do they still have any value? Or are these synthetic neural networks, with their apparently superhuman capabilities, simply new tools which democratise the creative process, making the imagination and the awareness of inner states more accessible, and to more people?&nbsp; What does it mean for a) our understanding of subjective emotion and memory, and b) the artistic or creative processes we use to capture and communicate that understanding?<\/p>\n\n\n\n<p><strong>Pope in a Puffer<\/strong><\/p>\n\n\n\n<p>For all its apocalyptic reputation, much of the generative AI imagery we\u2019re seeing doesn\u2019t really look very radical at all.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"386\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-1024x386.jpg\" alt=\"\" class=\"wp-image-5696\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-1024x386.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-300x113.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-768x289.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-1536x579.jpg 1536w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-2048x772.jpg 2048w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-400x151.jpg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-800x302.jpg 800w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-570x215.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-900x339.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/AI-500x188.jpg 500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>L to R: Anon\/AI, &#8216;Pope in big stylish white puffer jacket&#8217; (n.d.); Petrichor\/Midjourney, &#8216;Batman playing card&#8217; with a portrait, in the style of detailed fantasy art; Anon\/AI, &#8216;Trump Arrested&#8217; (n.d.)<\/figcaption><\/figure><\/div>\n\n\n\n<p>The Pope in a stylish overcoat. Superheroes, fairies and elves. Some malicious (or satirical) celebrity fakery. The detail can be ingenious, but is this Creation? Or is it just Generation? It\u2019s an important question, because our <em>\u2018creativity\u2019<\/em> is one of the things that we humans cling to as being at the heart of our uniqueness. It\u2019s always unsettling when something central to one\u2019s sense of self suddenly appears to be not so special or unique after all. The cognitive discomfort of having to revise our bedrock schema can be tough. Especially when we\u2019re reassessing our relationship with technology; AI in particular. If we can\u2019t be sure what makes us, <em>us<\/em>,  how can we be sure that AI is not <em>us<\/em>, also? Boundaries are important cognitive blocks. Without them, we lose sight of where we stand. And if our species\u2019 ability to invent, synthesise, and manifest is so important (and to artists it\u2019s pretty central), perhaps we need to define more closely what we mean by <em>\u2018creativity\u2019.<\/em><\/p>\n\n\n\n<p><strong>Four Perspectives on Creativity<\/strong><\/p>\n\n\n\n<p>In a 2023 article <em>\u2018Creative encounters of a posthuman kind \u2013 anthropocentric law, artificial intelligence, and art\u2019<\/em>, two Lithuanian scholars, Kalpokiene and Kalpokas<sup class=\"modern-footnotes-footnote modern-footnotes-footnote--expands-on-desktop \" data-mfn=\"1\" data-mfn-post-scope=\"00000000000005790000000000000000_5649\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000000005790000000000000000_5649-1\">1<\/a><\/sup><span id=\"mfn-content-00000000000005790000000000000000_5649-1\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"1\">https:\/\/www-sciencedirect-com.ezproxy.mdx.ac.uk\/science\/article\/pii\/S0160791X23000027?via%3Dihub#sec2<\/span> usefully identify several ways to look at \u2018creativity\u2019:<\/p>\n\n\n\n<p>The <strong>person perspective<\/strong>. &nbsp;This asks whether the&nbsp;<em>creative agent<\/em>&nbsp;(human or not) possesses the attributes necessary for being creative. So, what are those attributes? Typically, we\u2019ll fall back on cognitive qualities \u2013 and especially the least measurable ones: aesthetic pleasure, love, anxiety, spirituality, and so on. But also the higher capabilities; memory, language, and other phenomena of the mind. These are the primary drivers that distinguish the human artist from the nest-building sparrow or the car-assembly robot. It\u2019s a question of being the \u2018right\u2019 kind of agent. Do we have any hard and fast rules as to what constitutes who or what can or cannot be a \u2018creative agent\u2019? Precedents abound where the creative process is not a singular <em>individual&#8217;s psyche, emotional condition, or expressive point of view\u2019<\/em><sup class=\"modern-footnotes-footnote modern-footnotes-footnote--expands-on-desktop \" data-mfn=\"2\" data-mfn-post-scope=\"00000000000005790000000000000000_5649\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000000005790000000000000000_5649-2\">2<\/a><\/sup><span id=\"mfn-content-00000000000005790000000000000000_5649-2\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"2\">M.&nbsp;Mazzone,&nbsp;A.&nbsp;Elgammal Art, creativity, and the potential of artificial intelligence, Arts,&nbsp;8&nbsp;(1)&nbsp;(2019), pp.&nbsp;1-9<\/span> but rather the output of a collective effort involving many hands and diverse specialisms. The beautiful abstractions of Islamic architecture are not the creation of a single genius, but of many artisans, financiers, and spiritual advisors, to name a few. Indeed, their collective intelligences, meeting to solve a specific absence, could be seen as a close analogy to the way that AI systems work \u2013 accelerating knowledge transfer through determinate but flexible protocols.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"490\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_.jpeg\" alt=\"\" class=\"wp-image-5663\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_.jpeg 800w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_-300x184.jpeg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_-768x470.jpeg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_-327x200.jpeg 327w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_-653x400.jpeg 653w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_-570x349.jpeg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque.-Courtesy-Scenearabia.com_-500x306.jpeg 500w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption>The Winter Prayer Hall of the Shah Mosque<\/figcaption><\/figure><\/div>\n\n\n\n<p>In the spirit of collaboration I asked MidJourney to involve me in the process, blending three images: The original above, with two added stylistic suggestions: an image of my own, from an AI generated series on trees, and Bridget Riley&#8217;s painting, &#8216;Blaze&#8217; of 1964.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"589\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-1024x589.jpg\" alt=\"\" class=\"wp-image-5701\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-1024x589.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-300x173.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-768x442.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-1536x884.jpg 1536w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-348x200.jpg 348w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-695x400.jpg 695w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-570x328.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-900x518.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR-500x288.jpg 500w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/MMBR.jpg 1635w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>L to R: Matthew Maxwell\/Generative AI, &#8216;Bonsai Tree #3&#8217; (2023); Bridget Riley, &#8216;Blaze&#8217; (1964), screenprint on paper, 53 52 cm<\/figcaption><\/figure><\/div>\n\n\n\n<p>The results are below. Do these pass the <strong>Person perspective<\/strong>? The <em>creative agents<\/em> are multiple \u2013 not only the makers of the mosque, Riley herself, and my own contribution, but also all the other relevant references the AI is familiar with. Which number millions. It takes my catalytic suggestions, scans human culture, and produces variations. In these variations, the columns have become subway pillars, with coloured signage, and Mondrian-ish coloured tiles that could be from any public transport system anywhere in the world.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"723\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023.jpg\" alt=\"\" class=\"wp-image-5664\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023-300x212.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023-768x542.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023-283x200.jpg 283w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023-567x400.jpg 567w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023-570x402.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023-900x635.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-1-2023-500x353.jpg 500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Matthew Maxwell\/Bridget Riley\/Generative AI, &#8216;The Winter Prayer Hall of the Shah Mosque&#8217; (2023)<\/figcaption><\/figure><\/div>\n\n\n\n<p>In another variant, the Arabic arches begin to flatten. The ceiling forms a whirling concavity \u2013 closer to the Riley example. The AI agent has taken the classic domical architecture and added an organic fluidity all its own. The coloured tiles more irregular now. The rhythmic patterns looser. But that statuary in the middle is disturbing. Where has that come from? The AI has made that decision. And drawing from its library of forms, suggests an addition which is novel, elegant, and contextually plausible.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"723\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023.jpg\" alt=\"\" class=\"wp-image-5665\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023-300x212.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023-768x542.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023-283x200.jpg 283w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023-567x400.jpg 567w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023-570x402.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023-900x635.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/The-winter-prayer-hall-of-the-Shah-Mosque-Iran-Riley-Maxwell-2-2023-500x353.jpg 500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Matthew Maxwell\/Bridget Riley\/Generative AI, &#8216;The Winter Prayer Hall of the Shah Mosque #2&#8217; (2023)<\/figcaption><\/figure><\/div>\n\n\n\n<p>Kalpokiene and Kalpokas\u2019 second criterion is the<strong> process<\/strong> perspective. They ask whether the&nbsp;<em>actions<\/em> taken to produce the work&nbsp;amount to creativity. Instead of focusing on the creator&#8217;s attributes, this perspective analyses&nbsp;how&nbsp;the work is produced. Here we need to take a closer look at how AI actually works, and again, we find similarities with human creators. Generative Adversarial Networks (GANs) work as creative partners in a way which feels very familiar. Two&nbsp;neural networks are&nbsp;paired. One, the Generator, creates new material (like the painter applying paint to canvas). The second neural network, the Discriminator, observes the new material and decides what to retain (<em>true<\/em>) and what to remove (<em>false<\/em>). (The painter decides which marks to retain and which to improve.) The Generator learns from this and works to increase the True data and reduce the False, until an equilibrium between the two networks is reached. Here\u2019s how <a href=\"https:\/\/developers.google.com\/machine-learning\/gan\/gan_structure\">Google<\/a><sup class=\"modern-footnotes-footnote modern-footnotes-footnote--expands-on-desktop \" data-mfn=\"3\" data-mfn-post-scope=\"00000000000005790000000000000000_5649\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000000005790000000000000000_5649-3\">3<\/a><\/sup><span id=\"mfn-content-00000000000005790000000000000000_5649-3\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"3\"><a href=\"https:\/\/developers.google.com\/machine-learning\/gan\/gan_structure\">https:\/\/developers.google.com\/machine-learning\/gan\/gan_structure<\/a>, accessed 12\/06\/23<\/span> explains this process. It\u2019s an \u2018adverserial\u2019 method that will be familiar to most creators, be they painting, song writing, costume design, or any artistic endeavour; the progressive elimination of everything which doesn\u2019t belong, according to criteria housed somewhere in the artist\u2019s mysterious body of experience, memory, and expectation.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1008\" height=\"1007\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process.jpeg\" alt=\"\" class=\"wp-image-5654\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process.jpeg 1008w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-300x300.jpeg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-150x150.jpeg 150w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-768x767.jpeg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-200x200.jpeg 200w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-120x120.jpeg 120w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-400x400.jpeg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-570x569.jpeg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-900x899.jpeg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-500x500.jpeg 500w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Courtesy-Julie-Prichard-The-Abstract-Painting-Process-1000x1000.jpeg 1000w\" sizes=\"auto, (max-width: 1008px) 100vw, 1008px\" \/><figcaption>Four stages of Julie Pritchard&#8217;s &#8216;Modern Landscape&#8217; (2021), oil on canvas, 75 x 75cm<\/figcaption><\/figure>\n\n\n\n<p>This competitive learning collaboration can go even further, a Creative Adversarial Network (CAN) is specifically designed with a view towards <em>\u2018maximizing deviation from established styles and minimizing deviation from art distribution .This is achieved by modifying the principle of competition: one algorithm is tasked with following the pre-existing aesthetic tradition as gauged from the training set while the other penalises output too similar to existing styles, leading, in combination, to novel artistic output that is, nevertheless, steeped in tradition \u2013 all without human&nbsp;curation.<\/em>&#8216;<sup class=\"modern-footnotes-footnote modern-footnotes-footnote--expands-on-desktop \" data-mfn=\"4\" data-mfn-post-scope=\"00000000000005790000000000000000_5649\"><a href=\"javascript:void(0)\"  role=\"button\" aria-pressed=\"false\" aria-describedby=\"mfn-content-00000000000005790000000000000000_5649-4\">4<\/a><\/sup><span id=\"mfn-content-00000000000005790000000000000000_5649-4\" role=\"tooltip\" class=\"modern-footnotes-footnote__note\" tabindex=\"0\" data-mfn=\"4\">A.&nbsp;Elgammal,&nbsp;<em>et al.<\/em> <em>https:\/\/arxiv.org\/abs\/1706.07068<\/em><\/span><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"403\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-1024x403.jpg\" alt=\"\" class=\"wp-image-5706\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-1024x403.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-300x118.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-768x302.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-1536x604.jpg 1536w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-2048x805.jpg 2048w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-400x157.jpg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-800x315.jpg 800w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-570x224.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-900x354.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Tit-500x197.jpg 500w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p>As Kalpokiene and Kalpokas point out, it\u2019s a narrow way of thinking to assert that the&nbsp;<em>process<\/em>&nbsp;of artificial creativity somehow disqualifies its results. Surely it is the product\u2013 the end result \u2013 that justifies the means of production. Do we quibble over Vermeer\u2019s (probable) use of a <em>camera obscura<\/em> and other optical devices to achieve his results? Or Jackson Pollock\u2019s use of poured paint instead of traditional brushwork?&nbsp; Is whatever value the work of Koons or Hirst could be argued to possess, invalidated or diminished by their extensive use of fabricators?<\/p>\n\n\n\n<p>Thirdly, the <strong>product<\/strong> perspective attempts to bypass these issues by focusing on the formal characteristics of the work&nbsp;to validate its creativity; to evaluate a work of art in terms of its novelty, value, aesthetic qualities, and other supposedly internal characteristics. This is immediately problematic. The history of&nbsp;<em>human&nbsp;<\/em>creativity is full of ground-breaking works of art, initially dismissed. While posterity now looks kindly on Van Gogh, his contemporaries did so with pity. One consequence of the Cognitive Revolution was a general loss of certainty around objective criteria to determine value. Liberal Humanism, of the kind the Cognitivists did so much to popularise, asserts the validity, if not primacy, of the individual experience. Subjective responses offered more freedom to explore the workings of the mind, unrestrained by rules and metrics. But the consequence is, we have lost a set of measures that might have useful now we\u2019re trying to distinguish between Organic and Synthetic entities.<\/p>\n\n\n\n<p>Perhaps we need an equivalent of the Turing Test. In the famous experiment (originally, the Imitation Game) proposed by Alan Turing in 1950, if the machine can persuade a human they are speaking with another human, the machine passes the test. In our era of Generative AI, Marcus de Sautoy suggests a further test \u2013 one that assesses a capacity for creativity. He calls it the <em>\u2018Lovelace Test\u2019<\/em> after Ada Lovelace, the 19<sup>th<\/sup> century English Mathematician, daughter of the <em>\u2018mad, bad and dangerous to know\u2019<\/em> Lord Byron, and pioneer of computer programming. Lovelace built on the work of Charles Babbage\u2019s calculating machine by beginning to consider what else the machine might be capable of. To pass the Lovelace Test, an algorithm must originate a creative work of art, such that the process is repeatable (i.e. it isn\u2019t the result of a hardware error) and yet the programmer is unable to explain how the algorithm produced its output. As de Sautoy points out, Lovelace <em>\u2018perfectly encapsulates, you need a bit of Byron as much as Babbage.\u2019<\/em> <\/p>\n\n\n\n<p>When ChatGPT and its equivalents make mistakes, they are referred to as <em>\u2018Hallucinations\u2019.<\/em>\u00a0 For example, when I asked it to list five examples of abstract art that emerged in the 1920s, number three on the list was <em>&#8216;No. 61 (Rust and Blue)&#8217;<\/em> by Mark Rothko (1928). It took me a second to spot the error, because the slickness, grammatical precision, and speed of response can make blatantly wrong answers seem plausible. But what is a flaw in responses that require factuality, in image\/imagination is a gift.  In Generative AI, Hallucinations are repeatable variations, but their explanation are a mystery. And mystery, arguably, lies at the heart of Abstraction. The source of its emotional power to reflect our feelings back at us, in a mirror, but darkly.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"463\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-1024x463.jpg\" alt=\"\" class=\"wp-image-5697\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-1024x463.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-300x136.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-768x348.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-1536x695.jpg 1536w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-400x181.jpg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-800x362.jpg 800w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-570x258.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-900x407.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick-500x226.jpg 500w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Dick.jpg 1772w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>One of these paintings is by a human hand (Richard Diebenkorn, &#8216;Ocean Park No.68 (1974), oil and charcoal on canvas, 206 x 236cm); the other by an AI (Matthew Maxwell\/Generative AI, &#8216;Diebenkorn Ocean Park&#8217; (2023)). Can you tell which is which?<\/figcaption><\/figure><\/div>\n\n\n\n<p><strong>Can it be Art?<\/strong><\/p>\n\n\n\n<p>Earlier in this essay I noted the concurrent development of the science of the mind, abstraction and computing during the 1950s and 1960s. Today, this relationship is more relevant than ever. \u2018<em>Artificial Intelligence&#8217;<\/em>, <em>\u2018Art\u2019<\/em>, <em>\u2018Artefact\u2019<\/em>, <em>\u2018Artifice\u2019<\/em>, all derive from the common Latin root \u2018<em>ars<\/em>\u2019 meaning skill or technique. They share a connection to human creativity and ingenuity. <em>Art<\/em> can be used to explore and express the human experience, while <em>Artifice<\/em> and <em>Artificial<\/em> are often employed to manipulate and control that experience in various ways. Generative Artificial Intelligence appears to occupy a liminal space between Art and Artifice \u2013 between expression of sentient behaviours and a subtler subterfuge of imitation. But having created, reared and educated this technology in our own image, is it any wonder how difficult it is to distinguish between the two?<\/p>\n\n\n\n<p>Learning from the existing cultural canon is how artists are taught. That goes for AI artists as much as human ones. By studying hard over the past few years (but accelerating even faster in the past 12 months), machine learning systems are also beginning to recognise the rules of human aesthetics and predict which aspects humans will find pleasing. The advantage that AI artists have is the speed with which they can learn, along with the sheer number of precedents upon which they can draw.<\/p>\n\n\n\n<p>It&#8217;s difficult, therefore, to draw any hard and fast conclusions. Are these tools <em>\u2018creative\u2019<\/em>? Are the <em>creative agents<\/em> involved valid? Does the creative process legitimise them? Do they have sufficient aesthetic value to earn their stripes as <em>Creative Intelligence<\/em>? Or is it only through collaboration with a human agent that they can claim that status? In some ways, attempts to draw a clear line between the author and the pen is a redundant exercise. Computer Generated Imagery (CGI) no longer raises eyebrows. We happily buy into the superheroes and spaceships on film. We know they\u2019re not real. But we accept their appearance as necessary elements in a narrative that (we assume) is broadly human-made. Suspension of disbelief is central to any visual simulation. As creators and storytellers, we use tools to craft artefacts \u2013 I\u2019m using one now as I type. The difference lies in the degree of automation the machine uses to generate the end result, and how much input the human <em>\u2018helmsman\u2019 <\/em>has in the process. Who is the creator and who the tool. Who is creating movement \u2013 the steam engine or the stoker shovelling coal? And frankly, with the current acceleration of AI sophistication, any conclusions we arrive at today may be redundant tomorrow.&nbsp; So, in the meantime, here are some more <em>\u2018paintings\u2019<\/em> created in collaboration with AI agents.&nbsp;You decide.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-1024x1024.jpg\" alt=\"\" class=\"wp-image-5657\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-300x300.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-150x150.jpg 150w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-768x768.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-200x200.jpg 200w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-120x120.jpg 120w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-400x400.jpg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-570x570.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-900x900.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-500x500.jpg 500w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Data-Landscape-Absraction-2-1000x1000.jpg 1000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Matthew Maxwell\/Generative AI, &#8216;Data Landscape Abstraction #2&#8217; (2023)<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-1024x1024.jpg\" alt=\"\" class=\"wp-image-5659\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-300x300.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-150x150.jpg 150w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-768x768.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-200x200.jpg 200w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-120x120.jpg 120w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-400x400.jpg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-570x570.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-900x900.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-500x500.jpg 500w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI.-Painters-Studio-7-1000x1000.jpg 1000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Matthew Maxwell\/Generative AI, &#8216;Painters Studio #7&#8217; (2023)<\/figcaption><\/figure><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-1024x1024.jpg\" alt=\"\" class=\"wp-image-5656\" srcset=\"https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4.jpg 1024w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-300x300.jpg 300w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-150x150.jpg 150w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-768x768.jpg 768w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-200x200.jpg 200w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-120x120.jpg 120w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-400x400.jpg 400w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-570x570.jpg 570w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-900x900.jpg 900w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-500x500.jpg 500w, https:\/\/instantloveland.com\/wp\/wp-content\/uploads\/2023\/07\/Maxwell-AI-Singing-ribbons-Absraction-4-1000x1000.jpg 1000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Matthew Maxwell\/Generative AI, &#8216;Singing Ribbons, Cognitive Abstraction #14&#8217; (2023)<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Matthew Maxwell wonders whether we can still tell &#8216;Creation&#8217; from &#8216;Generation&#8217; in the age of Artificial Intelligence<\/p>\n","protected":false},"author":1,"featured_media":5655,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-5649","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-essay"],"_links":{"self":[{"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/posts\/5649","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/comments?post=5649"}],"version-history":[{"count":43,"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/posts\/5649\/revisions"}],"predecessor-version":[{"id":5713,"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/posts\/5649\/revisions\/5713"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/media\/5655"}],"wp:attachment":[{"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/media?parent=5649"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/categories?post=5649"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/instantloveland.com\/wp\/wp-json\/wp\/v2\/tags?post=5649"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}