1"use strict";(self.webpackChunkla_rebelion_blog=self.webpackChunkla_rebelion_blog||[]).push([["2374"],{82376(e,n,i){i.r(n),i.d(n,{assets:()=>c,contentTitle:()=>o,default:()=>d,frontMatter:()=>l,metadata:()=>s,toc:()=>a});var s=i(77426),r=i(74848),t=i(28453);let l={title:"From Chatbots to Agent Clusters: AI Infrastructure Is the Next DevOps",description:"Enterprises will deploy agent fleets, creating new challenges in governance and orchestration. Winners will build efficient, secure, scalable AI infrastructure.",author:"adrianescutia",date:new Date("2026-05-18T09:00:00.000Z"),tags:["AI","Infrastructure","DevOps","Agent Orchestration","Enterprise AI"],keywords:["AI Agent Infrastructure","Managed Agents","Agent Orchestration","AI Governance","Enterprise AI","AI DevOps","AgentOps","MCP Servers","AI Runtime Governance","AI Cost Optimization","AI Infrastructure Engineering","Multi-Agent Systems","AI Platform Engineering","AI Observability","AI Agent Clusters","AI Workflow Orchestration","Context Engineering","Skills-based AI Automation","AI Execution Layer"],image:"/img/blog/agent-clusters-ai-infrastructure.png"},o,c={authorsImageUrls:[void 0]},a=[{value:"The $1.3 Million AI Bill Is Not the Story. Agent Infrastructure Is.",id:"the-13-million-ai-bill-is-not-the-story-agent-infrastructure-is",level:2},{value:"Enterprises Are Not Going to Run One Agent",id:"enterprises-are-not-going-to-run-one-agent",level:2},{value:"My Reality Check: Spending $20 Felt Expensive",id:"my-reality-check-spending-20-felt-expensive",level:2},{value:"The Hidden Problem Nobody Talks About",id:"the-hidden-problem-nobody-talks-about",level:2},{value:"Governance",id:"governance",level:3},{value:"Traceability",id:"traceability",level:3},{value:"Security",id:"security",level:3},{value:"Cost Visibility",id:"cost-visibility",level:3},{value:"Context Efficiency",id:"context-efficiency",level:3},{value:"Runtime Isolation",id:"runtime-isolation",level:3},{value:"Compliance",id:"compliance",level:3},{value:"Kubernetes Solved Compute Orchestration. What Solves Agent Orchestration?",id:"kubernetes-solved-compute-orchestration-what-solves-agent-orchestration",level:2},{value:"Why I Started Building \u201CMy Clawster\u201D",id:"why-i-started-building-my-clawster",level:2},{value:"\u201CClawne Me\u201D: Dogfooding the Future",id:"clawne-me-dogfooding-the-future",level:2},{value:"The Real Cost Problem Is Not Tokens",id:"the-real-cost-problem-is-not-tokens",level:2},{value:"AI Infrastructure Is Becoming the New DevOps",id:"ai-infrastructure-is-becoming-the-new-devops",level:2},{value:"Final Thoughts",id:"final-thoughts",level:2},{value:"References",id:"references",level:3}];function h(e){let n={a:"a",blockquote:"blockquote",code:"code",em:"em",h2:"h2",h3:"h3",hr:"hr",img:"img",li:"li",p:"p",pre:"pre",strong:"strong",ul:"ul",...(0,t.R)(),...e.components};return(0,r.jsxs)(r.Fragment,{children:[(0,r.jsxs)(n.p,{children:[(0,r.jsx)(n.a,{href:"https://x.com/steipete/status/2055346265869721905?s=46&t=Tm2ZzMxpPyJj5Zevp4aYbg",children:"Peter Steinberger\u2019s recent revelation"})," about his $1.3 million monthly OpenAI API bill has sent shockwaves through the AI community. But while many are fixating on the staggering cost, the real story is much more profound: we are witnessing the dawn of AI agent infrastru
1cture."]}),"\n",(0,r.jsx)(n.h2,{id:"the-13-million-ai-bill-is-not-the-story-agent-infrastructure-is",children:"The $1.3 Million AI Bill Is Not the Story. Agent Infrastructure Is."}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.em,{children:"603 billion tokens. 7.6 million requests. Around $1.3 million in OpenAI API spend in 30 days."})}),"\n",(0,r.jsxs)(n.p,{children:["That headline is making rounds across the AI community after ",(0,r.jsx)(n.a,{href:"https://steipete.me/",children:"Peter Steinberger"})," shared the operational cost of running around 100 Codex instances in the cloud. According to Peter, simply disabling \u201Cfast mode\u201D could reduce costs by roughly 70%."]}),"\n",(0,r.jsx)(n.p,{children:"Most people looked at the number and thought:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201CThat\u2019s insane.\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"I looked at it and thought:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201CThis is what the future of software infrastructure looks like.\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Because the real story is not the bill."}),"\n",(0,r.jsx)(n.p,{children:"The real story is this:"}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.strong,{children:"We are entering the era of AI agent infrastru
1cture."})}),"\n",(0,r.jsx)(n.p,{children:"And most companies are still thinking about AI as if it were just a chatbot."}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.h2,{id:"enterprises-are-not-going-to-run-one-agent",children:"Enterprises Are Not Going to Run One Agent"}),"\n",(0,r.jsx)(n.p,{children:"For the last two years, most conversations around AI focused on:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"chat interfaces"}),"\n",(0,r.jsx)(n.li,{children:"copilots"}),"\n",(0,r.jsx)(n.li,{children:"prompt engineering"}),"\n",(0,r.jsx)(n.li,{children:"model benchmarks"}),"\n",(0,r.jsx)(n.li,{children:"LLM providers"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"But something bigger is quietly happening underneath."}),"\n",(0,r.jsx)(n.p,{children:"Organizations are starting to move from:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"single AI assistants\n\u2192 toward"}),"\n",(0,r.jsx)(n.li,{children:"fleets of specialized agents"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"That changes everything."}),"\n",(0,r.jsx)(n.p,{children:"The moment you move from:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"\u201Cone assistant\u201D\nto"}),"\n",(0,r.jsx)(n.li,{children:"\u201Chundreds of autonomous or semi-autonomous execution units\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"...you suddenly inherit the same operational challenges we already experienced in:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"cloud computing"}),"\n",(0,r.jsx)(n.li,{children:"Kubernetes"}),"\n",(0,r.jsx)(n.li,{children:"microservices"}),"\n",(0,r.jsx)(n.li,{children:"DevOps"}),"\n",(0,r.jsx)(n.li,{children:"platform engineering"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Except now:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"the workloads are probabilistic"}),"\n",(0,r.jsx)(n.li,{children:"the execution paths are dynamic"}),"\n",(0,r.jsx)(n.li,{children:"the context windows are expensive"}),"\n",(0,r.jsx)(n.li,{children:"and every token has a cost"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"AI is no longer just a UX problem."}),"\n",(0,r.jsx)(n.p,{children:"It is becoming an infrastructure discipline."}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.h2,{id:"my-reality-check-spending-20-felt-expensive",children:"My Reality Check: Spending $20 Felt Expensive"}),"\n",(0,r.jsx)(n.p,{children:"Sometimes I look at my own side-project AI spending \u2014 around $20 Pro Plan plus APIs \u2014 and think:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201CThis is getting expensive.\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Then I see someone operating 100 coding agents consuming enterprise-scale token budgets and realize:"}),"\n",(0,r.jsx)(n.p,{children:"We are still early."}),"\n",(0,r.jsx)(n.p,{children:"Very early."}),"\n",(0,r.jsx)(n.p,{children:"The economics of AI agents will force companies to rethink:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"architecture"}),"\n",(0,r.jsx)(n.li,{children:"governance"}),"\n",(0,r.jsx)(n.li,{children:"orchestration"}),"\n",(0,r.jsx)(n.li,{children:"observability"}),"\n",(0,r.jsx)(n.li,{children:"execution efficiency"}),"\n",(0,r.jsx)(n.li,{children:"runtime isolation"}),"\n",(0,r.jsx)(n.li,{children:"and trust boundaries"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Because the problem is not:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201CCan AI work?\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"The problem is:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201CCan AI scale operationally and economically?\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"That is a very different conversation."}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"From APIS to Agents, e2e workflow",src:i(66133).A+"",width:"1536",height:"1024"})}),"\n",(0,r.jsx)(n.h2,{id:"the-hidden-problem-nobody-talks-about",children:"The Hidden Problem Nobody Talks About"}),"\n",(0,r.jsx)(n.p,{children:"Most AI demos today show:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"one prompt"}),"\n",(0,r.jsx)(n.li,{children:"one agent"}),"\n",(0,r.jsx)(n.li,{children:"one response"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Reality will look more like this:"}),"\n",(0,r.jsx)(n.pre,{children:(0,r.jsx)(n.code,{className:"language-text",children:"User Request\n \u2193\nPlanner Agent\n \u2193\nSecurity Validation Agent\n \u2193\nAPI Discovery Agent\n \u2193\nExecution Agent\n \u2193\nCode Review Agent\n \u2193\nCompliance Agent\n \u2193\nMonitoring Agent\n \u2193\nHuman Approval\n"})}),"\n",(0,r.jsx)(n.p,{children:"Now multiply that by:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"departments"}),"\n",(0,r.jsx)(n.li,{children:"regions"}),"\n",(0,r.jsx)(n.li,{children:"customers"}),"\n",(0,r.jsx)(n.li,{children:"workflows"}),"\n",(0,r.jsx)(n.li,{children:"environments"}),"\n",(0,r.jsx)(n.li,{children:"tenants"}),"\n",(0,r.jsx)(n.li,{children:"business units"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Suddenly:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"10 agents becomes normal"}),"\n",(0,r.jsx)(n.li,{children:"100 agents becomes expected"}),"\n",(0,r.jsx)(n.li,{children:"1000+ agents becomes realistic"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"At that scale, enterprises will need answers for questions like:"}),"\n",(0,r.jsx)(n.h3,{id:"governance",children:"Governance"}),"\n",(0,r.jsx)(n.p,{children:"Who approved this execution?"}),"\n",(0,r.jsx)(n.h3,{id:"traceability",children:"Traceability"}),"\n",(0,r.jsx)(n.p,{children:"Which agent triggered the API call?"}),"\n",(0,r.jsx)(n.h3,{id:"security",children:"Security"}),"\n",(0,r.jsx)(n.p,{children:"What permissions did the agent have?"}),"\n",(0,r.jsx)(n.h3,{id:"cost-visibility",children:"Cost Visibility"}),"\n",(0,r.jsx)(n.p,{children:"Which workflow consumed the most tokens?"}),"\n",(0,r.jsx)(n.h3,{id:"context-efficiency",children:"Context Efficiency"}),"\n",(0,r.jsx)(n.p,{children:"Why are we injecting 500 tools into every context window?"}),"\n",(0,r.jsx)(n.h3,{id:"runtime-isolation",children:"Runtime Isolation"}),"\n",(0,r.jsx)(n.p,{children:"Can this agent access production systems?"}),"\n",(0,r.jsx)(n.h3,{id:"compliance",children:"Compliance"}),"\n",(0,r.jsx)(n.p,{children:"Can we audit the entire execution chain?"}),"\n",(0,r.jsx)(n.p,{children:"These are not chatbot questions anymore."}
1),"\n",(0,r.jsx)(n.p,{children:"These are infrastructure questions."}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.h2,{id:"kubernetes-solved-compute-orchestration-what-solves-agent-orchestration",children:"Kubernetes Solved Compute Orchestration. What Solves Agent Orchestration?"}),"\n",(0,r.jsx)(n.p,{children:"This is where I believe the industry is heading next."}),"\n",(0,r.jsx)(n.p,{children:"Kubernetes helped us orchestrate:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"containers"}),"\n",(0,r.jsx)(n.li,{children:"workloads"}),"\n",(0,r.jsx)(n.li,{children:"networking"}),"\n",(0,r.jsx)(n.li,{children:"policies"}),"\n",(0,r.jsx)(n.li,{children:"scaling"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"But AI agents introduce an entirely new operational layer."}),"\n",(0,r.jsx)(n.p,{children:"Agents need:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"identity"}),"\n",(0,r.jsx)(n.li,{children:"memory boundaries"}),"\n",(0,r.jsx)(n.li,{children:"execution policies"}),"\n",(0,r.jsx)(n.li,{children:"tool governance"}),"\n",(0,r.jsx)(n.li,{children:"workflow orchestration"}),"\n",(0,r.jsx)(n.li,{children:"observability"}),"\n",(0,r.jsx)(n.li,{children:"lifecycle management"}),"\n",(0,r.jsx)(n.li,{children:"context optimization"}),"\n",(0,r.jsx)(n.li,{children:"trust frameworks"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"In other words:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"AI Agents need platform engineering."}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"And I believe this will become one of the biggest categories in enterprise infrastructure over the next few years."}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"My Clawster - managed agents for enterprise",src:i(28840).A+"",width:"1259",height:"703"})}),"\n",(0,r.jsx)(n.h2,{id:"why-i-started-building-my-clawster",children:"Why I Started Building \u201CMy Clawster\u201D"}),"\n",(0,r.jsxs)(n.p,{children:["This realization is exactly what pushed me to start building ",(0,r.jsx)(n.strong,{children:(0,r.jsx)(n.a,{href:"https://clawster.my",children:"My Clawster"})}),"."]}),"\n",(0,r.jsx)(n.p,{children:"At first, it was a simple idea:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201CWhat if AI agents were treated more like governed infrastructure workloads?\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"But the deeper I explored the problem, the more obvious it became:\nthe industry needs more than \u201Canother chatbot UI.\u201D"}),"\n",(0,r.jsx)(n.p,{children:"It needs:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"orchestration"}),"\n",(0,r.jsx)(n.li,{children:"governance"}),"\n",(0,r.jsx)(n.li,{children:"execution reliability"}),"\n",(0,r.jsx)(n.li,{children:"agent lifecycle management"}),"\n",(0,r.jsx)(n.li,{children:"policy enforcement"}),"\n",(0,r.jsx)(n.li,{children:"runtime isolation"}),"\n",(0,r.jsx)(n.li,{children:"observability"}),"\n",(0,r.jsx)(n.li,{children:"discoverability"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"That\u2019s where concepts like:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"clusters of agents"}),"\n",(0,r.jsx)(n.li,{children:"managed execution"}),"\n",(0,r.jsx)(n.li,{children:"governed APIs"}),"\n",(0,r.jsx)(n.li,{children:"specialized personas"}),"\n",(0,r.jsx)(n.li,{children:"isolated runtimes"}),"\n",(0,r.jsx)(n.li,{children:"Skills"}),"\n",(0,r.jsx)(n.li,{children:"MCP servers"}),"\n",(0,r.jsx)(n.li,{children:"execution traces\nstart becoming critical."}),"\n"]}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"Clawne Me - Your Partner for Every Persona",src:i(78325).A+"",width:"1536",height:"1024"})}),"\n",(0,r.jsx)(n.h2,{id:"clawne-me-dogfooding-the-future",children:"\u201CClawne Me\u201D: Dogfooding the Future"}),"\n",(0,r.jsxs)(n.p,{children:["One of the most interesting experiments I\u2019ve been running internally is called ",(0,r.jsx)(n.strong,{children:(0,r.jsx)(n.a,{href:"https://clawne.me",children:"Clawne Me"})}),"."]}),"\n",(0,r.jsx)(n.p,{children:"The idea is simple:"}),"\n",(0,r.jsx)(n.p,{children:"Create specialized instances of yourself."}),"\n",(0,r.jsx)(n.p,{children:"Not literally."}),"\n",(0,r.jsx)(n.p,{children:"But operationally."}),"\n",(0,r.jsx)(n.p,{children:"Different personas.\nDifferent c
1ontexts.\nDifferent responsibilities.\nDifferent execution boundaries."}),"\n",(0,r.jsx)(n.p,{children:"For example:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"architecture persona"}),"\n",(0,r.jsx)(n.li,{children:"DevOps persona"}),"\n",(0,r.jsx)(n.li,{children:"product strategy persona"}),"\n",(0,r.jsx)(n.li,{children:"research persona"}),"\n",(0,r.jsx)(n.li,{children:"content persona"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Each one optimized for:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"different tools"}),"\n",(0,r.jsx)(n.li,{children:"different context windows"}),"\n",(0,r.jsx)(n.li,{children:"different permissions"}),"\n",(0,r.jsx)(n.li,{children:"different execution flows"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"This is where the conversation gets fascinating."}),"\n",(0,r.jsx)(n.p,{children:"Because enterprises are not going to deploy:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201COne AI employee.\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"They will deploy:"}),"\n",(0,r.jsxs)(n.blockquote,{children:["\n",(0,r.jsx)(n.p,{children:"\u201CEntire organizations of specialized agents.\u201D"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"And those organizations will require:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"governance"}),"\n",(0,r.jsx)(n.li,{children:"structure"}),"\n",(0,r.jsx)(n.li,{children:"security"}),"\n",(0,r.jsx)(n.li,{children:"orchestration"}),"\n",(0,r.jsx)(n.li,{children:"operational controls"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Exactly like cloud-native systems did."}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.h2,{id:"the-real-cost-problem-is-not-tokens",children:"The Real Cost Problem Is Not Tokens"}),"\n",(0,r.jsx)(n.p,{children:"The industry keeps obsessing over:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"token pricing"}),"\n",(0,r.jsx)(n.li,{children:"model costs"}),"\n",(0,r.jsx)(n.li,{children:"inference economics"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Those matter."}),"\n",(0,r.jsx)(n.p,{children:"But they are not the biggest long-term problem."}),"\n",(0,r.jsx)(n.p,{children:"The biggest problem is inefficient orchestration."}),"\n",(0,r.jsx)(n.p,{children:"Examples:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"duplicated context"}),"\n",(0,r.jsx)(n.li,{children:"oversized prompts"}),"\n",(0,r.jsx)(n.li,{children:"unnecessary tool injection"}),"\n",(0,r.jsx)(n.li,{children:"uncontrolled execution loops"}),"\n",(0,r.jsx)(n.li,{children:"recursive workflows"}),"\n",(0,r.jsx)(n.li,{children:"ungoverned retries"}),"\n",(0,r.jsx)(n.li,{children:"context bloat"}),"\n",(0,r.jsx)(n.li,{children:"poor agent routing"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"That is why:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"observability"}),"\n",(0,r.jsx)(n.li,{children:"runtime governance"}),"\n",(0,r.jsx)(n.li,{children:"Skills"}),"\n",(0,r.jsx)(n.li,{children:"deterministic orchestration"}),"\n",(0,r.jsx)(n.li,{children:"execution policies"}),"\n",(0,r.jsx)(n.li,{children:"progressive tool disclosure"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"...will become foundational patterns."}),"\n",(0,r.jsx)(n.p,{children:"The future winners will not necessarily be the companies with the smartest model."}),"\n",(0,r.jsx)(n.p,{children:"They may be the companies with the most efficient AI infrastructure."}),"\n",(0,r.jsx)(n.hr,{}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"AI Agent Infrastructure Becoming the New DevOps",src:i(22582).A+"",width:"1536",height:"1024"})}),"\n",(0,r.jsx)(n.h2,{id:"ai-infrastructure-is-becoming-the-new-devops",children:"AI Infrastructure Is Becoming the New DevOps"}),"\n",(0,r.jsx)(n.p,{children:"A few years ago, companies realized:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"deploying servers manually does not scale"}),"\n",(0,r.jsx)(n.li,{children:"unmanaged cloud infrastructure becomes chaos"}),"\n",(0,r.jsx)(n.li,{children:"governance matters"}),"\n",(0,r.jsx)(n.li,{children:"observability matters"}),"\n",(0,r.jsx)(n.li,{children:"platform engineering matters"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"We are about to repeat the same cycle with AI agents."}),"\n",(0,r.jsx)(n.p,{children:"Today:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"AI feels magical"}),"\n",(0,r.jsx)(n.li,{children:"experimentation is easy"}),"\n",(0,r.jsx)(n.li,{children:"everyone is building demos"}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:"Tomorrow:"}),"\n",(0,r.jsxs)(n.ul,{children:["\n",(0,r.jsx)(n.li,{children:"AI budgets will explode"}),"\n",(0,r.jsx)(n.li,{children:"governance requirements will hit"}
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