{"id":5416,"date":"2024-12-14T14:52:47","date_gmt":"2024-12-14T14:52:47","guid":{"rendered":"https:\/\/chatclient.ai\/blog\/?p=5416"},"modified":"2025-01-15T07:50:31","modified_gmt":"2025-01-15T07:50:31","slug":"ai-trends","status":"publish","type":"post","link":"https:\/\/chatclient.ai\/blog\/ai-trends\/","title":{"rendered":"Big AI trends in 2025 &#8211; Chatbot Builders and more!"},"content":{"rendered":"\n<h2 id=\"introduction\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Introduction<\/h2>\n\n\n\n<p>Artificial Intelligence (AI) is advancing at a rampant speed, with fairly newer technologies taking steady space in the market. From AI chatbot builders to Business advancements, we are witnessing AI taking groundbreaking superiority.<\/p>\n\n\n\n<p>What&#8217;s in store for 2025? How is the AI landscape going to impact the way our world works? All these questions can be quickly answered by us! 2025 is going to see a remarkable shift in the AI space, and we&#8217;re here to inform you of the multitude of things that are in store for us.<\/p>\n\n\n\n<p>Listing down the Top 7 AI trends for 2025, we have : <\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Small Language Models (SLMs<\/strong>)<br><br><\/li>\n\n\n\n<li><strong>Multimodal AI<\/strong><br><br><\/li>\n\n\n\n<li><strong>AI chatbot builders<\/strong><br><br><\/li>\n\n\n\n<li><strong>Ethical AI and Regulations<\/strong><br><br><\/li>\n\n\n\n<li><strong>Virtual Agents<\/strong><br><br><\/li>\n\n\n\n<li><strong>AI in Scientific Research<\/strong><br><br><\/li>\n\n\n\n<li><strong>Business Growth with AI<\/strong><\/li>\n<\/ol>\n\n\n\n<h2 id=\"small-language-models-slms\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Small Language Models (SLMs)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"263\" src=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-1.png\" alt=\"\" class=\"wp-image-5424\" srcset=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-1.png 500w, https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-1-300x158.png 300w, https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-1-380x200.png 380w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n\n\n\n<p>Small Language Models (SLMs) are machine learning models that process and generate human-like text but are smaller in scale compared to large-scale models like GPT-4 or Gemini. <\/p>\n\n\n\n<p>Their reduced size makes them more <strong>lightweight, efficient<\/strong>, and suitable for specific applications or devices with limited resources.<\/p>\n\n\n\n<h3 id=\"key-features\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Key Features<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Lightweight and Efficient<\/strong>: They require less computational power and memory.<br><br><\/li>\n\n\n\n<li><strong>Faster Inference<\/strong>: Ideal for real-time applications.<br><br><\/li>\n\n\n\n<li><strong>Domain-Specific Applications<\/strong>: Often tailored to a narrow range of tasks or industries.<br><br><\/li>\n\n\n\n<li><strong>Easier to Train and Fine-Tune<\/strong>: Due to smaller parameter sets.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"applications-of-smls\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Applications of SMLs<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Custom NLP<\/strong> systems for niche domains (e.g., legal, healthcare).<br><br><\/li>\n\n\n\n<li><strong>Mobile and IoT devices<\/strong> with limited computational resources.<br><br><\/li>\n\n\n\n<li><strong>Real-time processing<\/strong> tasks like chatbots or voice assistants.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"examples\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Examples<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>GPT-4o-mini<\/strong> : GPT-o1-mini and more are also available<br><br><\/li>\n\n\n\n<li><strong>Claude 3.5 haiku<\/strong> : Claude has a good variety of SLMs that are being trained<br><br><\/li>\n\n\n\n<li><strong>Meta&#8217;s LLaMA 3 <\/strong> : Meta has more plans for rolling out multiple models <br><br><\/li>\n<\/ol>\n\n\n\n<h2 id=\"multimodal-ai\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Multimodal AI<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"259\" height=\"194\" src=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-2.png\" alt=\"\" class=\"wp-image-5425\" style=\"width:421px;height:auto\"\/><\/figure>\n\n\n\n<p>Multimodal AI models process and integrate data from multiple modalities, such as text, images, audio, or video, to generate outputs or perform tasks.<br><br>It introduces robust ways of querying and can generate multimodal outputs too.<\/p>\n\n\n\n<h3 id=\"key-features-2\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Key Features<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Cross-Modal Understanding<\/strong>: Combines information from multiple sources.<br><br><\/li>\n\n\n\n<li><strong>Enhanced Perception<\/strong>: Mimics human-like understanding of diverse data.<br><br><\/li>\n\n\n\n<li><strong>Broader Applications<\/strong>: Useful in AI systems requiring multi-sensory input.<br><br><\/li>\n<\/ol>\n\n\n\n<h3 id=\"applications-of-multimodal-systems\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Applications of Multimodal systems<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Healthcare<\/strong>: Diagnosing conditions by integrating medical images, text records, and sensor data.<br><br><\/li>\n\n\n\n<li><strong>Retail<\/strong>: Enhancing e-commerce with image-based search combined with textual product descriptions.<br><br><\/li>\n\n\n\n<li><strong>Education<\/strong>: Interactive learning platforms using text, images, and audio for better engagement.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"examples-2\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Examples<\/h3>\n\n\n\n<p>These following models use the multimodal systems to generate responses.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>CLIP (OpenAI)<\/strong>: Links images and text for tasks like image captioning.<br><br><\/li>\n\n\n\n<li><strong>DALL-E<\/strong>: Generates images from text descriptions. Check it out <a href=\"https:\/\/openai.com\/index\/dall-e-2\/\" target=\"_blank\" rel=\"noopener nofollow\" title=\"\">here<\/a>.<br><br><\/li>\n\n\n\n<li><strong>Flamingo (DeepMind)<\/strong>: Excels in visual-question answering.<br><br><\/li>\n<\/ol>\n\n\n\n<h2 id=\"ai-chatbot-builders\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">AI Chatbot Builders<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"299\" height=\"168\" src=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-8.png\" alt=\"chatbot builders\" class=\"wp-image-5432\" style=\"width:459px;height:auto\"\/><\/figure>\n\n\n\n<p>These platforms help users create AI-driven chatbots for conversational tasks, without requiring extensive coding knowledge. Just like <a href=\"https:\/\/chatclient.ai\/\" title=\"\">Ch<\/a><a href=\"https:\/\/chatclient.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">atClient<\/a>!<\/p>\n\n\n\n<h3 id=\"key-features-3\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Key Features:<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>User-Friendly Interfaces<\/strong>: Drag-and-drop or low-code tools.<br><br><\/li>\n\n\n\n<li><strong>Customizable Workflows<\/strong>: Tailored for different industries.<br><br><\/li>\n\n\n\n<li><strong>Integration with CRMs<\/strong>: Seamlessly link chatbots to business tools.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"applications-of-chatbot-builders\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Applications of Chatbot Builders<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Customer Support<\/strong>: Automating responses to FAQs in industries like e-commerce, banking, and telecom.<br><br><\/li>\n\n\n\n<li><strong>E-Commerce<\/strong>: Personalized shopping recommendations via conversational interfaces.<br><br><\/li>\n\n\n\n<li><strong>Healthcare<\/strong>: Scheduling appointments and providing health information.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"examples-3\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Examples:<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>ChatClient<\/strong>: Customer support chatbot builder.<br><br><\/li>\n\n\n\n<li><strong>Dialogflow (Google)<\/strong>: NLP-powered chatbot for customer service.<br><br><\/li>\n\n\n\n<li><strong>Rasa<\/strong>: Open-source framework for custom bots.<br><br><\/li>\n<\/ol>\n\n\n\n<h2 id=\"ethical-ai-regulations\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Ethical AI &amp; Regulations<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"275\" height=\"183\" src=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-4.png\" alt=\"\" class=\"wp-image-5427\" style=\"width:392px;height:auto\"\/><\/figure>\n\n\n\n<p>Ethical AI emphasizes fairness, transparency, and accountability, guided by regulations ensuring its safe use.<\/p>\n\n\n\n<h3 id=\"key-features-4\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Key Features<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Bias Mitigation<\/strong>: Ensures models avoid discrimination.<br><br><\/li>\n\n\n\n<li><strong>Transparency<\/strong>: Explains AI decision-making processes.<br><br><\/li>\n\n\n\n<li><strong>Compliance<\/strong>: Meets legal frameworks like GDPR or AI Act.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"applications-of-ethical-ai\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Applications of Ethical AI<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Healthcare<\/strong>: Ensuring unbiased AI systems for equitable treatment recommendations.<br><br><\/li>\n\n\n\n<li><strong>Finance<\/strong>: Transparent credit scoring and fraud detection systems.<br><br><\/li>\n\n\n\n<li><strong>Hiring Platforms<\/strong>: Reducing bias in AI-driven recruitment.<\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<h3 id=\"examples-4\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Examples<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>GDPR (EU)<\/strong>: Mandates transparency in AI use.<br><br><\/li>\n\n\n\n<li><strong>AI Act (EU)<\/strong>: Risk-based regulation of AI systems.<br><br><\/li>\n\n\n\n<li><strong>AI Fairness 360 Toolkit (IBM)<\/strong>: Detects and mitigates bias in AI systems.<br><br><\/li>\n<\/ol>\n\n\n\n<h2 id=\"virtual-agents\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Virtual Agents<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"225\" src=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-3.png\" alt=\"\" class=\"wp-image-5426\" style=\"width:278px;height:auto\" srcset=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-3.png 225w, https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-3-150x150.png 150w, https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-3-80x80.png 80w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/figure>\n\n\n\n<p>Virtual agents are AI-driven assistants designed to handle specific tasks or offer support in digital environments.<\/p>\n\n\n\n<h3 id=\"key-features-5\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Key Features<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Interactive Conversations<\/strong>: Mimic human interactions.<br><br><\/li>\n\n\n\n<li><strong>Task-Oriented<\/strong>: Perform specific actions like booking or troubleshooting.<br><br><\/li>\n\n\n\n<li><strong>24\/7 Availability<\/strong>: Operate without downtime.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"applications-of-virtual-agents\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Applications of Virtual Agents<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Banking<\/strong>: Assisting customers with balance inquiries, transactions, and fraud alerts.<br><br><\/li>\n\n\n\n<li><strong>Smart Homes<\/strong>: Controlling devices via assistants like Alexa or Google Assistant.<br><br><\/li>\n\n\n\n<li><strong>Travel and Hospitality<\/strong>: Booking flights or hotels and offering personalized suggestions.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"examples-5\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Examples<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Alexa (Amazon)<\/strong>: Virtual assistant for smart homes.<br><br><\/li>\n\n\n\n<li><strong>Siri (Apple)<\/strong>: AI-driven personal assistant.<br><br><\/li>\n\n\n\n<li><strong>Amelia<\/strong>: Enterprise-level conversational AI for customer support.<br><br><\/li>\n<\/ol>\n\n\n\n<h2 id=\"ai-in-scientific-research\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">AI in Scientific Research<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"297\" height=\"170\" src=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-5.png\" alt=\"\" class=\"wp-image-5428\" style=\"width:416px;height:auto\"\/><\/figure>\n\n\n\n<p>AI accelerates scientific discovery by analyzing large datasets, running simulations, and generating hypotheses.<\/p>\n\n\n\n<h3 id=\"key-features-6\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Key Features<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Data-Driven Insights<\/strong>: Processes complex datasets efficiently.<br><br><\/li>\n\n\n\n<li><strong>Automation of Repetitive Tasks<\/strong>: Frees up researchers for creative work.<br><br><\/li>\n\n\n\n<li><strong>Interdisciplinary Applications<\/strong>: Used across biology, physics, and social sciences.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"applications-of-ai-in-research\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Applications of AI in Research<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Drug Discovery<\/strong>: Accelerating pharmaceutical research with AI models predicting molecule properties.<br><br><\/li>\n\n\n\n<li><strong>Astronomy<\/strong>: Analyzing astronomical data for identifying new planets or phenomena.<br><br><\/li>\n\n\n\n<li><strong>Climate Science<\/strong>: Modeling weather patterns and predicting climate changes.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"examples-6\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Examples<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AlphaFold (DeepMind)<\/strong>: Predicts protein structures.<br><br><\/li>\n\n\n\n<li><strong>IBM Watson for Drug Discovery<\/strong>: Accelerates pharmaceutical R&amp;D.<br><br><\/li>\n\n\n\n<li><strong>NASA\u2019s AI Tools<\/strong>: Analyze space exploration data.<\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\">\n<li><\/li>\n<\/ol>\n\n\n\n<h2 id=\"business-growth-with-ai\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Business Growth with AI<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"603\" height=\"339\" src=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-6.png\" alt=\"\" class=\"wp-image-5429\" srcset=\"https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-6.png 603w, https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-6-300x169.png 300w, https:\/\/chatclient.ai\/blog\/wp-content\/uploads\/2024\/12\/image-6-380x214.png 380w\" sizes=\"auto, (max-width: 603px) 100vw, 603px\" \/><\/figure>\n\n\n\n<p>AI drives business growth by automating processes, providing insights, and enhancing customer experiences.<\/p>\n\n\n\n<h3 id=\"key-features-7\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Key Features<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Predictive Analytics<\/strong>: Forecast trends and optimize operations.<br><br><\/li>\n\n\n\n<li><strong>Personalization<\/strong>: Tailored marketing strategies.<br><br><\/li>\n\n\n\n<li><strong>Cost Reduction<\/strong>: Automates repetitive tasks to reduce overhead.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"applications-of-ai-in-business\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Applications of AI in Business<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Marketing<\/strong>: Personalizing customer experiences with AI-driven recommendations.<br><br><\/li>\n\n\n\n<li><strong>Supply Chain<\/strong>: Optimizing inventory management with demand prediction.<br><br><\/li>\n\n\n\n<li><strong>Sales<\/strong>: Forecasting trends and automating lead management.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"examples-7\" class=\"wp-block-heading is-style-cnvs-heading-numbered\">Examples<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Salesforce Einstein<\/strong>: AI for CRM and sales insights.<br><br><\/li>\n\n\n\n<li><strong>Shopify\u2019s AI Tools<\/strong>: Personalizes e-commerce experiences.<br><br><\/li>\n\n\n\n<li><strong>UiPath<\/strong>: Automates workflows and processes.<\/li>\n<\/ol>\n\n\n\n<h2 id=\"conclusion\" class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>The AI landscape in 2025 is set to witness rapid advancements and extensive adoption across various industries.<\/p>\n\n\n\n<p>From multimodal AI revolutionizing user interactions to AI chatbot builders acting as the architects of smooth communication, these trends are transforming the way we work, communicate, and tackle complex challenges.<\/p>\n\n\n\n<p>The evolution of AI is far from complete, and the advancements of 2024 and 2025 mark just the beginning of a transformative era in technology and society.<\/p>\n","protected":false},"excerpt":{"rendered":"Introduction Artificial Intelligence (AI) is advancing at a rampant speed, with fairly newer technologies taking steady space in&hellip;\n","protected":false},"author":6,"featured_media":5439,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[20],"tags":[23,18,26],"class_list":{"0":"post-5416","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"tag-ai","9":"tag-chatbot","10":"tag-customer-service"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/posts\/5416","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/comments?post=5416"}],"version-history":[{"count":17,"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/posts\/5416\/revisions"}],"predecessor-version":[{"id":5581,"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/posts\/5416\/revisions\/5581"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/media\/5439"}],"wp:attachment":[{"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/media?parent=5416"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/categories?post=5416"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chatclient.ai\/blog\/wp-json\/wp\/v2\/tags?post=5416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}