{"id":7773,"date":"2024-05-31T14:29:40","date_gmt":"2024-05-31T14:29:40","guid":{"rendered":"https:\/\/tup.kxe.temporary.site\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/"},"modified":"2024-05-31T14:29:40","modified_gmt":"2024-05-31T14:29:40","slug":"why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow","status":"publish","type":"post","link":"https:\/\/okdesign.ca\/en\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/","title":{"rendered":"Why local, fine-tuned models are the near future of the AI workflow"},"content":{"rendered":"


\n<\/p>\n

\n

For many people, ChatGPT<\/a> is synonymous with generative AI. It was certainly the platform that captured the world\u2019s attention. Even today, many people haven\u2019t ventured further than the comfortable chat-based interface that it offers. This is a shame, as it means that many people haven\u2019t yet fully grasped the amazing opportunities that these technologies bring \u2014 or the potential associated dangers.<\/p>\n

Where we are at now with LLM?<\/h2>\n

We now see an interesting split in the large language model (LLM) landscape as their developers take one of two paths. The first path is the one most people are familiar with \u2014 the development of the largest, most intelligent and most impressive models.\u00a0<\/p>\n

These models follow GPT-3.5 and GPT-4 (the models powering ChatGPT) and aim to be the absolute best LLM possible. There are many of these, such as Google Gemini, Metta Llama-3 and Mistral. While GPT-4 is still regarded by many as the \u201cking\u201d of the group, the competition is getting tighter daily.<\/p>\n

<\/p>\n

One commonality between these models is that they are huge and require massive amounts of computing and electrical power to function. Because of this, they can only be used through APIs or hosted interfaces.<\/p>\n

Dig deeper: <\/em><\/strong>6 ways to use generative AI for your marketing<\/em><\/strong><\/a><\/p>\n

A new path toward fine-tuned models<\/h2>\n

But a second path is emerging and creating a lot of intrigue for good reason. Instead of going for the most powerful AI ever, a new breed of models can balance size and speed with power. Simply put, these models take the concepts from the \u201cbig\u201d models and squeeze them into much tighter packages. Some of these are smaller incarnations of the big models \u2014 such as Llama-3-8B and Gemma (baby sister to Google Gemini). Others have been designed from the ground up to be small, like Microsoft\u2019s Phi-3.<\/p>\n

These are all exciting because they can all be run on modest modern hardware. I have run all these (and many more) on my three-year-old MacBook M1 Pro. No need for my data to leave my laptop. No API calls to massive servers. Everything is local.<\/p>\n

In addition to all of those benefits, one major element makes these small models special. Unlike the huge models, which are all closed, most smaller ones are open models. Their weights \u2014 the billions of parameters that determine how they behave or \u201cthink\u201d \u2014 have been released publicly. That means they can be fine-tuned by mere mortals like you or me.<\/p>\n

While this fine-tuning process is possible, it isn\u2019t for the faint-hearted. It still requires technical savvy and access to computing power, but training a typical small model can be done with about $10-$50 of rented Cloud GPUs and some patience. And the resulting fine-tuned model can be run anywhere \u2014 even on your laptop.<\/p>\n

So, we can now take data we have or some behavior we want and create a new version of the model that exactly replicates that behavior or can reason around the data we supply. This means that the model can know everything about your products, segmentation and scoring scheme, what you look for in a lead or really anything related to your business workflow. The most valuable part is that it can all run on a modest machine completely within your own infrastructure.<\/p>\n

Much of the transformational power of LLMs today comes when the technologies are embedded into a workflow, performing a single focused task \u2014 think Adobe\u2019s Generative Fill or GitHub CoPilot. By leveraging the power and value of fine-tuned models, we can specify and develop small models that fit a workflow step and <\/i>run cheaply and securely within our own infrastructure.\u00a0<\/p>\n

Dig deeper: Microsoft unveils a new small language model<\/a><\/em><\/strong><\/p>\n

Applying small models to your growth marketing strategy<\/h2>\n

A common task in many marketing workflows is account scoring: assigning an estimated value or assessment grouping to a new incoming lead. This allows for both prioritization and measuring the health of the current pipeline. Scoring is often simple, based on company size and maybe a salesperson\u2019s estimate of potential. However, with a custom model, we can do much better.<\/p>\n

We first need to build a dataset on which to train the new model. We can use our existing sales database with actual sales data, augmented with company descriptions downloaded directly from their websites. Due to the sensitivity of this data, it\u2019s crucial to work locally with a small model instead of sharing it with an external model like ChatGPT.<\/p>\n

We can train a model so that given a company\u2019s description \u2014 the words on their website \u2014 it will provide us with an automated score completely based on our internal performance data. This model can be embedded in our workflow so that we get an accurate, immediate assessment of the value of the lead. You are not going to get that using the large public models.\u00a0<\/p>\n

Take a moment to think about what is critical to your marketing workflow and identify the actions \u2014 however small \u2014 that can be revolutionized by applying some intelligence. Is it your lead scoring, as we discussed above? Proposal development? Release scheduling? I am sure that an hour on a whiteboard can identify many places where applying very focused intelligence will transform our efficiency and competitiveness. We can use the new breed of fine-tuned models for these focused tasks.<\/p>\n

Given the fast pace of AI development, it would be foolish to declare anything as the \u201cfuture\u201d of AI. However, if we restrict ourselves to the near future, the most transformational opportunities will likely be those enabled by custom, local, fine-tuned models. These will be the silent components in the most successful business workflows and products.<\/p>\n\n\n

Dig deeper: <\/em><\/strong>Decoding generative AI: Top LLMs and the app ecosystems they support<\/em><\/strong><\/a><\/p>\n

<\/p>\n

\n<\/div>\n

Opinions expressed in this article are those of the guest author and not necessarily MarTech. Staff authors are listed here<\/a>.<\/em><\/p>\n


\n
Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

For many people, ChatGPT is synonymous with generative AI. It was certainly the platform that captured the world\u2019s attention. Even today, many people haven\u2019t ventured further than the comfortable chat-based interface that it offers. This is a shame, as it means that many people haven\u2019t yet fully grasped the amazing opportunities that these technologies bring […]<\/p>\n","protected":false},"author":3,"featured_media":7774,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-7773","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agency"],"yoast_head":"\nWhy local, fine-tuned models are the near future of the AI workflow - OK Design<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/okdesign.ca\/en\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why local, fine-tuned models are the near future of the AI workflow - OK Design\" \/>\n<meta property=\"og:description\" content=\"For many people, ChatGPT is synonymous with generative AI. It was certainly the platform that captured the world\u2019s attention. Even today, many people haven\u2019t ventured further than the comfortable chat-based interface that it offers. This is a shame, as it means that many people haven\u2019t yet fully grasped the amazing opportunities that these technologies bring […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/okdesign.ca\/en\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/\" \/>\n<meta property=\"og:site_name\" content=\"OK Design\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/okdesign.ca\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-31T14:29:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"OK Design\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"OK Design\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/\"},\"author\":{\"name\":\"OK Design\",\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75\"},\"headline\":\"Why local, fine-tuned models are the near future of the AI workflow\",\"datePublished\":\"2024-05-31T14:29:40+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/\"},\"wordCount\":994,\"publisher\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#organization\"},\"image\":{\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1\",\"articleSection\":[\"Agency\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/\",\"url\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/\",\"name\":\"Why local, fine-tuned models are the near future of the AI workflow - OK Design\",\"isPartOf\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1\",\"datePublished\":\"2024-05-31T14:29:40+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1\",\"width\":800,\"height\":450},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/okdesign.ca\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Why local, fine-tuned models are the near future of the AI workflow\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/okdesign.ca\/en\/#website\",\"url\":\"https:\/\/okdesign.ca\/en\/\",\"name\":\"OK Design - Conception Graphiques et Sites Web\",\"description\":\"Conception graphique et sites Web\",\"publisher\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/okdesign.ca\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/okdesign.ca\/en\/#organization\",\"name\":\"OK Web Design\",\"url\":\"https:\/\/okdesign.ca\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1\",\"width\":7001,\"height\":1376,\"caption\":\"OK Web Design\"},\"image\":{\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/okdesign.ca\",\"https:\/\/www.instagram.com\/okdesignca\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75\",\"name\":\"OK Design\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g\",\"caption\":\"OK Design\"},\"sameAs\":[\"https:\/\/tup.kxe.temporary.site\"],\"url\":\"https:\/\/okdesign.ca\/en\/author\/okdesign\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Why local, fine-tuned models are the near future of the AI workflow - OK Design","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/okdesign.ca\/en\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/","og_locale":"en_US","og_type":"article","og_title":"Why local, fine-tuned models are the near future of the AI workflow - OK Design","og_description":"For many people, ChatGPT is synonymous with generative AI. It was certainly the platform that captured the world\u2019s attention. Even today, many people haven\u2019t ventured further than the comfortable chat-based interface that it offers. This is a shame, as it means that many people haven\u2019t yet fully grasped the amazing opportunities that these technologies bring […]","og_url":"https:\/\/okdesign.ca\/en\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/","og_site_name":"OK Design","article_publisher":"https:\/\/www.facebook.com\/okdesign.ca","article_published_time":"2024-05-31T14:29:40+00:00","og_image":[{"width":800,"height":450,"url":"https:\/\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png","type":"image\/png"}],"author":"OK Design","twitter_card":"summary_large_image","twitter_misc":{"Written by":"OK Design","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#article","isPartOf":{"@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/"},"author":{"name":"OK Design","@id":"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75"},"headline":"Why local, fine-tuned models are the near future of the AI workflow","datePublished":"2024-05-31T14:29:40+00:00","mainEntityOfPage":{"@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/"},"wordCount":994,"publisher":{"@id":"https:\/\/okdesign.ca\/en\/#organization"},"image":{"@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1","articleSection":["Agency"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/","url":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/","name":"Why local, fine-tuned models are the near future of the AI workflow - OK Design","isPartOf":{"@id":"https:\/\/okdesign.ca\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage"},"image":{"@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1","datePublished":"2024-05-31T14:29:40+00:00","breadcrumb":{"@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#primaryimage","url":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1","contentUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1","width":800,"height":450},{"@type":"BreadcrumbList","@id":"https:\/\/okdesign.ca\/why-local-fine-tuned-models-are-the-near-future-of-the-ai-workflow\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/okdesign.ca\/"},{"@type":"ListItem","position":2,"name":"Why local, fine-tuned models are the near future of the AI workflow"}]},{"@type":"WebSite","@id":"https:\/\/okdesign.ca\/en\/#website","url":"https:\/\/okdesign.ca\/en\/","name":"OK Design - Conception Graphiques et Sites Web","description":"Conception graphique et sites Web","publisher":{"@id":"https:\/\/okdesign.ca\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/okdesign.ca\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/okdesign.ca\/en\/#organization","name":"OK Web Design","url":"https:\/\/okdesign.ca\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1","contentUrl":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2020\/09\/OKDesign-W.png?fit=7001%2C1376&ssl=1","width":7001,"height":1376,"caption":"OK Web Design"},"image":{"@id":"https:\/\/okdesign.ca\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/okdesign.ca","https:\/\/www.instagram.com\/okdesignca\/"]},{"@type":"Person","@id":"https:\/\/okdesign.ca\/en\/#\/schema\/person\/a8cdeff6d4fdb205ceabe60a22c77a75","name":"OK Design","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/414d6a655f4d2b769d207dd5f01fd608ffbb3f6a8992a451bdb6d00e62dac102?s=96&d=mm&r=g","caption":"OK Design"},"sameAs":["https:\/\/tup.kxe.temporary.site"],"url":"https:\/\/okdesign.ca\/en\/author\/okdesign\/"}]}},"jetpack_featured_media_url":"https:\/\/i0.wp.com\/okdesign.ca\/wp-content\/uploads\/2024\/05\/Why-local-fine-tuned-models-are-the-near-future-of-the-AI-workflow-800x450.png?fit=800%2C450&ssl=1","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/posts\/7773","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/comments?post=7773"}],"version-history":[{"count":0,"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/posts\/7773\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/media\/7774"}],"wp:attachment":[{"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/media?parent=7773"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/categories?post=7773"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/okdesign.ca\/en\/wp-json\/wp\/v2\/tags?post=7773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}