{"id":1712,"date":"2026-06-11T18:02:24","date_gmt":"2026-06-11T10:02:24","guid":{"rendered":"https:\/\/www.lerwee.com\/?p=1712"},"modified":"2026-06-11T18:02:26","modified_gmt":"2026-06-11T10:02:26","slug":"from-firefighting-operations-to-autonomous-operations-what-problems-do-operation-ai-agents-solve","status":"publish","type":"post","link":"https:\/\/www.lerwee.com\/en\/2026\/06\/11\/from-firefighting-operations-to-autonomous-operations-what-problems-do-operation-ai-agents-solve\/","title":{"rendered":"From Firefighting Operations to Autonomous Operations: What Problems Do Operation AI Agents Solve?"},"content":{"rendered":"<h2 class=\"wp-block-heading\">To be candid: How painful is current IT operations really?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">As an IT operations engineer, your daily work is filled with repetitive tasks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The moment you arrive at the office, dozens of alerts flood in via DingTalk, SMS and emails, leaving you unable to tell critical issues apart from trivial ones.<\/li>\n\n\n\n<li>Troubleshooting a fault becomes a lengthy process: checking monitoring data, digging through logs, looking up CMDB records, consulting network teams and then developers. It easily takes half an hour just to go through all these steps.<\/li>\n\n\n\n<li>IT assets are managed manually with Excel spreadsheets. New devices require manual entry upon launch, while decommissioned ones are often left unremoved. Asset inventory never matches actual records.<\/li>\n\n\n\n<li>Whenever business systems slow down, everyone turns to the operations team, questioning network, server or storage issues. Yet it\u2019s hard to pinpoint the real root cause.<\/li>\n\n\n\n<li>With multi-location deployments, multiple clusters, and a mixed environment of domestic IT infrastructure and conventional systems, separate tools fail to unify management, and data cannot be shared across platforms.<\/li>\n\n\n\n<li>Manual on-site inspections take two hours per computer room, conducted just once a week. Potential hidden risks are discovered purely by chance.<\/li>\n\n\n\n<li>You repeatedly handle recurring issues every week: full disk space, crashed processes, blocked ports, clock drift and more. Gradually, operations staff end up acting like mere script executors.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"543\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-6-1024x543.png\" alt=\"\" class=\"wp-image-1713\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-6-1024x543.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-6-300x159.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-6-768x407.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-6-18x10.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-6.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">These are not isolated problems, but universal dilemmas across the entire IT operations industry.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As IT environments grow more complex, devices multiply and business workloads keep rising, human manpower can no longer keep pace with the speed of IT systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Why do the traditional trio of operations tools \u2014 monitoring, CMDB and automation \u2014 fall short?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Monitoring<\/strong>: Only raises alerts, without intelligent judgment.<\/li>\n\n\n\n<li><strong>CMDB<\/strong>: Merely records information, without real-time data updating.<\/li>\n\n\n\n<li><strong>Automation<\/strong>: Simply executes commands, without independent decision-making.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These three systems operate in isolation, with disconnected data, logic and workflows. Ultimately, human staff still have to bridge all the gaps manually.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Operations AI Agent: Not just a concept, but a thinking-enabled operations system<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Lerwee defines the Operations AI Agent clearly:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is a closed-loop system capable of <strong>automatic discovery, all-round monitoring, issue decomposition, intelligent analysis and autonomous execution<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Its fundamental differences from traditional operations tools are as follows:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Perception Capability<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>It delivers comprehensive monitoring adaptable to diverse IT and IoT environments.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Compatible with both domestic IT infrastructure and mainstream hardware &amp; software; supports over 500 vendors, 8,000 device models and a 100,000+ metric system.<\/li>\n\n\n\n<li>Works with dozens of communication protocols. Built-in adaptive technology automatically identifies device types, manufacturers and models with high precision.<\/li>\n\n\n\n<li>Gains in-depth insight into businesses, tracks real-time business status and changes, and sorts out business architecture.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"432\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72471-1024x432.png\" alt=\"\" class=\"wp-image-1714\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72471-1024x432.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72471-300x126.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72471-768x324.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72471-1536x647.png 1536w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72471-18x8.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72471.png 1758w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"476\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72472-1024x476.png\" alt=\"\" class=\"wp-image-1715\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72472-1024x476.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72472-300x139.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72472-768x357.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72472-1536x714.png 1536w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72472-18x8.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72472.png 1720w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"437\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72473-1024x437.png\" alt=\"\" class=\"wp-image-1716\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72473-1024x437.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72473-300x128.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72473-768x328.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72473-1536x655.png 1536w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72473-18x8.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72473.png 1702w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. Memory Capability<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>It stores historical data and contextual information to enable intelligent response.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"521\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-7-1024x521.png\" alt=\"\" class=\"wp-image-1717\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-7-1024x521.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-7-300x153.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-7-768x391.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-7-18x9.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/image-7.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. Planning Capability<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Integrated CMDB features synchronized monitoring and automatic CI data &amp; relationship updates.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A complete model system supports full lifecycle management of asset attributes, relationships and classifications.<\/li>\n\n\n\n<li>3D computer room view unifies cabinet positions, asset information, logical relationships and monitoring data on one interface.<\/li>\n\n\n\n<li>Combines business insights, eBPF technology and CMDB data to realize efficient business information management.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"510\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72475-1024x510.png\" alt=\"\" class=\"wp-image-1718\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72475-1024x510.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72475-300x149.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72475-768x382.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72475-1536x765.png 1536w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72475-2048x1020.png 2048w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72475-18x9.png 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"570\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72476-1024x570.png\" alt=\"\" class=\"wp-image-1719\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72476-1024x570.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72476-300x167.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72476-768x427.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72476-18x10.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72476.png 1398w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"547\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72477-1024x547.png\" alt=\"\" class=\"wp-image-1720\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72477-1024x547.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72477-300x160.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72477-768x410.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72477-18x10.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72477.png 1257w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4. Intelligent Brain<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Equipped with intelligent analysis, root cause localization, fault prediction and intelligent Q&amp;A functions.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"560\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72478-1024x560.png\" alt=\"\" class=\"wp-image-1721\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72478-1024x560.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72478-300x164.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72478-768x420.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72478-1536x839.png 1536w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72478-2048x1119.png 2048w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72478-18x10.png 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"537\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72479-1024x537.png\" alt=\"\" class=\"wp-image-1722\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72479-1024x537.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72479-300x157.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72479-768x403.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72479-1536x805.png 1536w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72479-2048x1074.png 2048w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u72479-18x9.png 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"543\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724710-1024x543.png\" alt=\"\" class=\"wp-image-1723\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724710-1024x543.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724710-300x159.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724710-768x408.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724710-1536x815.png 1536w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724710-2048x1087.png 2048w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724710-18x10.png 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5. Execution Capability<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Powered by LerweeClaw intelligent scheduling, it links automation platforms, network management systems and ITSM tools, forming a full closed loop of Perception &#8211; Decision &#8211; Execution for fault handling.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724711-1024x489.png\" alt=\"\" class=\"wp-image-1724\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724711-1024x489.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724711-300x143.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724711-768x367.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724711-18x9.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724711.png 1229w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724712-1024x487.png\" alt=\"\" class=\"wp-image-1725\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724712-1024x487.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724712-300x143.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724712-768x365.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724712-18x9.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724712.png 1229w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724713-1024x487.png\" alt=\"\" class=\"wp-image-1726\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724713-1024x487.png 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724713-300x143.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724713-768x365.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724713-18x9.png 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724713.png 1229w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">In short: Previously, humans directed tools. In the future, tools will handle most operations autonomously, while humans focus on core decision-making.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Real-world Scenario: Server outage \u2014 Traditional Operations vs. AI Agent<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1010\" height=\"700\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724714.png\" alt=\"\" class=\"wp-image-1727\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724714.png 1010w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724714-300x208.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724714-768x532.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u56fe\u724714-18x12.png 18w\" sizes=\"auto, (max-width: 1010px) 100vw, 1010px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">What benefits can the Operations AI Agent bring to your team?<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/244f745a-df77-4af5-bc65-9f97f78fbae4-1024x549.jpg\" alt=\"\" class=\"wp-image-1728\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/244f745a-df77-4af5-bc65-9f97f78fbae4-1024x549.jpg 1024w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/244f745a-df77-4af5-bc65-9f97f78fbae4-300x161.jpg 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/244f745a-df77-4af5-bc65-9f97f78fbae4-768x412.jpg 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/244f745a-df77-4af5-bc65-9f97f78fbae4-18x10.jpg 18w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/244f745a-df77-4af5-bc65-9f97f78fbae4.jpg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"903\" height=\"431\" src=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u82f1\u6587\u7248-1.png\" alt=\"\" class=\"wp-image-1729\" srcset=\"https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u82f1\u6587\u7248-1.png 903w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u82f1\u6587\u7248-1-300x143.png 300w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u82f1\u6587\u7248-1-768x367.png 768w, https:\/\/www.lerwee.com\/wp-content\/uploads\/2026\/06\/\u82f1\u6587\u7248-1-18x9.png 18w\" sizes=\"auto, (max-width: 903px) 100vw, 903px\" \/><\/figure>","protected":false},"excerpt":{"rendered":"<p>To be candid: How painful is current IT operations real [&hellip;]<\/p>","protected":false},"author":1,"featured_media":1713,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[97,98,96],"class_list":["post-1712","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry-news","tag-it-operations","tag-lerwee-defines-the-operations-ai-agent-clearly","tag-operation-ai-agents"],"_links":{"self":[{"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/posts\/1712","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/comments?post=1712"}],"version-history":[{"count":1,"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/posts\/1712\/revisions"}],"predecessor-version":[{"id":1730,"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/posts\/1712\/revisions\/1730"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/media\/1713"}],"wp:attachment":[{"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/media?parent=1712"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/categories?post=1712"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lerwee.com\/en\/wp-json\/wp\/v2\/tags?post=1712"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}