{"id":4930,"date":"2025-09-23T11:12:00","date_gmt":"2025-09-23T11:12:00","guid":{"rendered":"https:\/\/lp.szlogic.cn\/glossary\/what-is-artificial-intelligence-ai\/"},"modified":"2026-06-22T06:46:28","modified_gmt":"2026-06-22T06:46:28","slug":"what-is-artificial-intelligence-ai","status":"publish","type":"post","link":"https:\/\/resources.l-p.com\/ru\/glossary\/what-is-artificial-intelligence-ai","title":{"rendered":"Artificial Intelligence (AI) in 2025: Foundations, Mechanisms, and Applications"},"content":{"rendered":"<figure class=\"wp-block-image aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1200\" height=\"712\" src=\"https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/762d33370824435b836bf6d64dc1b1f3.webp\" alt=\"What is Artificial Intelligence (AI)?\" class=\"wp-image-4926\" srcset=\"https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/762d33370824435b836bf6d64dc1b1f3.webp 1200w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/762d33370824435b836bf6d64dc1b1f3-300x178.webp 300w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/762d33370824435b836bf6d64dc1b1f3-1024x608.webp 1024w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/762d33370824435b836bf6d64dc1b1f3-768x456.webp 768w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/762d33370824435b836bf6d64dc1b1f3-18x12.webp 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" ><strong>1&#xfe0f;&#x20e3; Introduction<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Intelligence (AI) has rapidly evolved from an academic research field into a <strong>core enabler of industrial infrastructure<\/strong>, spanning healthcare, networking, telecommunications, and optics. For engineers, technical buyers, and enterprise decision-makers, understanding what AI is, how it works, its classifications, and where it is heading in 2025 is essential for making sound architectural, product, and procurement decisions. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" ><strong>2&#xfe0f;&#x20e3; What is Artificial Intelligence (AI)?<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" >Definition<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Intelligence (AI) refers to <strong>machine-based systems<\/strong> that perform tasks requiring human-like intelligence, such as learning from data, reasoning, perception, planning, and language understanding.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>ISO\/IEC<\/strong>: AI systems are designed to perform tasks normally requiring human intelligence, enabled by algorithms, data, and computational resources.<\/p><\/li><li><p><strong>NASA<\/strong>: AI includes systems that adapt to unpredictable circumstances and learn from experience.<\/p><\/li><li><p><strong>NIST<\/strong>: AI is \u201ca machine-based system that, for given objectives, makes predictions, recommendations, or decisions influencing real or virtual environments.\u201d<\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >Key Technical Foundations<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>Data &amp; Algorithms<\/strong> \u2013 Patterns are extracted from large datasets using algorithms for prediction and decision-making.<\/p><\/li><li><p><strong>Machine Learning (ML)<\/strong> \u2013 Systems improve performance through experience (supervised, unsupervised, reinforcement learning).<\/p><\/li><li><p><strong>Deep Learning<\/strong> \u2013 Neural networks with multiple layers, effective for vision, speech, and language tasks.<\/p><\/li><li><p><strong>Narrow, General, Super Intelligence<\/strong> \u2013 Current AI is primarily \u201cnarrow AI,\u201d specialized for specific tasks; AGI and superintelligence remain theoretical.<\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" ><strong>3&#xfe0f;&#x20e3; How AI Works<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/27a9558e3f4c446d9b23300dea618b6c.png\" alt=\"How AI Works\" class=\"wp-image-4927\" srcset=\"https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/27a9558e3f4c446d9b23300dea618b6c.png 1536w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/27a9558e3f4c446d9b23300dea618b6c-300x200.png 300w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/27a9558e3f4c446d9b23300dea618b6c-1024x683.png 1024w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/27a9558e3f4c446d9b23300dea618b6c-768x512.png 768w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/27a9558e3f4c446d9b23300dea618b6c-18x12.png 18w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" >Data Pipeline &amp; Training<\/h3>\n\n\n\n<ol class=\"wp-block-list\" >\n<li><p><strong>Data Collection &amp; Preprocessing<\/strong><\/p><\/li><li><p><strong>Feature Engineering<\/strong><\/p><\/li><li><p><strong>Training<\/strong> \u2013 Supervised, unsupervised, reinforcement learning<\/p><\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" >Models &amp; Architectures<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Convolutional Neural Networks (CNNs)<\/p><\/li><li><p>Recurrent Neural Networks (RNNs)<\/p><\/li><li><p>Transformers<\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >Evaluation &amp; Trustworthiness<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Metrics: accuracy, precision, recall, F1, ROC-AUC<\/p><\/li><li><p>Key considerations: robustness, explainability, fairness<\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" ><strong>4&#xfe0f;&#x20e3; Types of AI &amp; Use Cases<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1200\" height=\"712\" src=\"https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/a06fe7485faf4174a3a66aee92c584af.webp\" alt=\" Types of AI\" class=\"wp-image-4928\" srcset=\"https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/a06fe7485faf4174a3a66aee92c584af.webp 1200w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/a06fe7485faf4174a3a66aee92c584af-300x178.webp 300w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/a06fe7485faf4174a3a66aee92c584af-1024x608.webp 1024w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/a06fe7485faf4174a3a66aee92c584af-768x456.webp 768w, https:\/\/resources.l-p.com\/wp-content\/uploads\/2026\/05\/a06fe7485faf4174a3a66aee92c584af-18x12.webp 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" >By Capability<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>Reactive Machines<\/strong><\/p><\/li><li><p><strong>Limited Memory Systems<\/strong><\/p><\/li><li><p><strong>Theory of Mind AI (research stage)<\/strong><\/p><\/li><li><p><strong>Self-Aware AI (hypothetical)<\/strong><\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >Industrial Applications<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>Natural Language Processing<\/strong> \u2013 Chatbots, translation<\/p><\/li><li><p><strong>Computer Vision<\/strong> \u2013 Object detection, video analytics<\/p><\/li><li><p><strong>Speech Technologies<\/strong> \u2013 Recognition and synthesis<\/p><\/li><li><p><strong>Predictive Analytics<\/strong> \u2013 Demand forecasting, financial modeling<\/p><\/li><li><p><strong>Autonomous Systems<\/strong> \u2013 Robotics, autonomous vehicles<\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >AI in Networking &amp; Optics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>Traffic Prediction &amp; Optimization<\/strong><\/p><\/li><li><p><strong>Hardware Anomaly Detection<\/strong><\/p><\/li><li><p><strong>Optical Network QoS Monitoring<\/strong><\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" ><strong>5&#xfe0f;&#x20e3; Trends for 2025 and Beyond<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" >Generative AI and Agentic Systems<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Next-generation AI agents that can <strong>plan, decide, and act<\/strong> with partial autonomy.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" >Responsible AI<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Ethics, fairness, governance, transparency<\/p><\/li><li><p>Auditing for bias<\/p><\/li><li><p>Increasing regulation across regions<\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >AI in Hardware &amp; Efficiency<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Lower inference costs<\/p><\/li><li><p>Edge AI deployment<\/p><\/li><li><p>AI-accelerated chipsets<\/p><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" >Embedded &amp; Industrial AI<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>Real-time decision-making in <a target=\"_blank\" rel=\"\" href=\"https:\/\/resources.l-p.com\/ru\/knowledge-center\/iot-internet-of-things-definition-and-real-world-examples\/\">IoT<\/a> and manufacturing<\/p><\/li><li><p>AI-driven predictive maintenance in networking<\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" >6&#xfe0f;&#x20e3; <strong>AI in Optical Networking: Practical Considerations<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">For professionals in optical networking and <a target=\"_blank\" rel=\"\" href=\"https:\/\/www.l-p.com\/store-25432-optics-transceivers-sfp-modules.htm\">transceiver<\/a> hardware:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>AI can <strong>predict hardware failures<\/strong> (e.g., SFP module anomalies).<\/p><\/li><li><p>AI enhances <strong>network performance monitoring<\/strong>.<\/p><\/li><li><p>Telemetry data from transceivers can feed AI-driven optimization systems.<\/p><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" >7&#xfe0f;&#x20e3; <strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Intelligence is no longer abstract\u2014it is <strong>embedded in technical infrastructure<\/strong>. For decision-makers, the key is not only choosing the right AI models but also ensuring <strong>integration with existing hardware and operations<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#x1f449; If you are evaluating <strong>optical networking gear such as <\/strong><a target=\"_blank\" rel=\"\" href=\"https:\/\/www.l-p.com\/store-25432-optics-transceivers-sfp-modules.htm\"><strong>SFP modules<\/strong><\/a>, consider whether your network hardware can generate <strong>telemetry data suitable for AI-driven analytics<\/strong>. This capability determines the extent to which your infrastructure can benefit from AI-based monitoring and optimization.<\/p>","protected":false},"excerpt":{"rendered":"<p>Learn what Artificial Intelligence (AI) really means\u2014definitions, types (narrow, general, superintelligence), workings, and 2025-trends. Essential read for engineers &#038; decision makers.<\/p>","protected":false},"author":1,"featured_media":4929,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[27],"tags":[26],"class_list":["post-4930","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-glossary","tag-optics-transceivers"],"blocksy_meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/posts\/4930","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/comments?post=4930"}],"version-history":[{"count":10,"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/posts\/4930\/revisions"}],"predecessor-version":[{"id":11081,"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/posts\/4930\/revisions\/11081"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/media\/4929"}],"wp:attachment":[{"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/media?parent=4930"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/categories?post=4930"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/resources.l-p.com\/ru\/wp-json\/wp\/v2\/tags?post=4930"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}