Nov 7, New York: Romaric speaks at SREday NYC: SRE in the era of AI
Topic · Category

Agentic Infrastructure

Agentic infrastructure is infrastructure designed to be operated by AI agents through a single, governed API - with audit, RBAC, and budget controls built into every operation.

AI agents now initiate more infrastructure operations than humans. Every infrastructure platform in production today was designed for humans - dashboards, CLIs, YAML, Terraform plans. Agents break that interface model.

Agentic infrastructure closes the gap. Instead of asking an agent to navigate 5 to 8 human-shaped systems, it exposes deploy, provision, scale, and observe operations behind one protocol agents understand - with governance enforced at the boundary.

The companies that get this right will scale AI-driven development. The ones that hand agents raw credentials will get a surprise bill or a security incident. The differentiator is not speed. It is governance.

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What Is an Agentic Infrastructure Platform - and Why Every Company Needs One

An agentic infrastructure platform is a new category of infrastructure control plane designed for AI agents. It unifies the fragmented toolchain behind one API so agents can operate infrastructure - not just run code - with governance built into every operation. Here's why every company needs one.

Jun 14, 2026 · 10 min

What Is an MCP Server for Infrastructure? How AI Agents Deploy Safely

An MCP server is the standardized bridge that lets AI agents like Claude Code and Cursor operate real infrastructure - deploy apps, provision databases, manage environments - through one governed API. Here's how MCP servers work for infrastructure, why they matter, and how to give agents production access without losing control.

Jun 24, 2026

Coding Agents Write the Code. Who Verifies It Works? We Built the Answer.

Coding agents are good at reading a spec and producing code. But producing code is one step in a longer process. The real loop is Spec -> Code -> Deploy -> Test -> Verify -> Ship. Agents stop at step two.

Jun 9, 2026

OpenAI Just Proved Our Thesis: Everyone Is a Builder Now. Here's What Comes Next.

OpenAI reports 5M weekly Codex users - 20% non-developers, growing 3x faster. Six role plugins, hosted Sites, zero enterprise governance. The governed runtime is what's missing.

Jun 2, 2026

The Lovable Experience. Enterprise Governance. Your Infrastructure. We Built It.

Introducing the AI Builder Portal - the governed alternative to Lovable and Bolt.new for enterprise. Same one-click builder experience, running on your Kubernetes cluster, under your governance.

May 31, 2026

Don't Ban the Builders - Govern Them

AI tools turned everyone into a builder. Your sales team, your finance team, your CEO - they're all shipping apps now. The answer isn't to ban them. It's to give them a governed platform they actually want to use.

May 23, 2026

How CTOs Are Building AI-Native Organizations (A Practical Framework)

The best CTOs aren't waiting for AI adoption to happen organically. They're building a system: mapping maturity, aligning leadership, empowering champions, and creating governance that accelerates instead of restricts. Here's the framework.

May 27, 2026

The Best AI Coding Agent Sandboxes Compared (2026)

AI coding agent sandboxes compared for 2026: OpenAI Codex, Cursor cloud agents, Claude Code, GitHub Copilot agent and Qovery.

Jun 20, 2026

Infrastructure for AI Agents: Migrate in Hours, Not Months (Live Replay)

Replay and key takes from our October 20 live with TPC: why Day Two is 80% of infrastructure work, why shared staging breaks when agents write the code, how agents cut migrations from months to hours, and how to keep agents under control with policy tokens and audit logs.

Oct 30, 2026

The Migration Takes 2 Weeks. Deciding to Do It Takes 6 Months. (Webinar Replay)

Replay and recap of our October 20 live session: why the decision to migrate takes longer than the migration itself, the five human blockers behind it, two customer migrations, and three ways to cut decision time. Chapters, timestamps and key takeaways.

Oct 26, 2026

Sandbox Environments for AI Agents: A Full, Isolated Stack for Every Task

A code sandbox like Daytona or E2B isolates a process. A sandbox environment isolates a whole stack: services, databases, queues and configuration, cloned for one agent task and destroyed when it is done. Here is how sandbox environments work, what they are good for, and how to run them on Qovery.

Oct 22, 2026

Where to Find GPU Capacity in 2026: Hyperscalers, Neoclouds and Regional Clouds

Google, CoreWeave and Nebius all say they are short of GPUs. Here is where capacity still exists in 2026, which GPU clouds offer managed Kubernetes, how to connect a second cloud to your first one, and how to run GPU services on all of them from one platform.

Oct 21, 2026

Vercel Ship 2026: 3 Takeaways, and What Vercel's BYOC Still Keeps Outside Your Cloud

Vercel Ship 2026 made three things clear: Vercel wants your backend, agents now trigger most deployments, and Bring Your Own Cloud on AWS is GA. Here is what each announcement means for platform teams, what Vercel BYOC actually runs in your AWS account, and what it leaves on Vercel.

Oct 16, 2026

How we investigate Sentry errors with an AI agent

We built an AI agent on Qovery to investigate Sentry alerts before our team picks them up. Here’s how the workflow runs, what it delivers, and where engineers still need to step in.

Oct 8, 2026

Heroku to AWS in One Command, With an Agent Doing the Work (Webinar Replay)

Replay and recap of our live session: an AI agent reads a Heroku Rails app and deploys the full stack to AWS through Qovery from one prompt. Chapters, timestamps, the four ways teams leave Heroku, and the steps a human should still own.

Sep 25, 2026

Stop Building Your Own Agent Infrastructure. Meet Agent Tasks

Agent Tasks let you run one-time or scheduled AI agents on your own infrastructure, with network guardrails, centralized MCP access and custom agent environment.

Sep 10, 2026

Full Control Over Permissions, Welcome API Policy Tokens

API Policy Tokens let you control what a Qovery token can do action by action, using OPA and Rego, so an agent or script never gets more access than the one job it was built for.

Aug 18, 2026

Jira and Linear Are Now a Trigger Into Your Governed Infrastructure

Agent Triggers extend Qovery's control plane to a new entry point: a ticket. Tag it on Jira or assign it on Linear, and it triggers the execution of a governed environment on your own infrastructure, where an agent performs whatever action it's configured for, given the context of that ticket, under the same guardrails as any other workload.

Aug 10, 2026

Safely Troubleshooting Customer Production Incidents Using MCP and AI Skills

See how Qovery's MCP server and AI skills turn vague production incidents into evidence-backed diagnoses while keeping engineers in control.

Jul 29, 2026

Governance Starts at the Network: How We Put AI Agents in Production

AI agents are becoming a new persona in the org chart. Learn how Qovery enforces data control, limited access, and auditability at the network level.

Jul 29, 2026

Your Agents Need Infrastructure Too. Meet Qovery Blueprints.

AI agents are provisioning infrastructure now, not just writing code. Qovery Blueprints let you define what an agent, or a developer, is allowed to deploy and under what cost rules, so that self-service or delegation doesn't mean losing control.

Jul 23, 2026

Claude Routines Need a Governed Home: Centralizing What Your AI Agents Can Reach

Claude Routines are a great automation primitive. But the network rules that decide what an agent can reach are set per engineer - and that's the real enterprise risk. Here's why Routines need a centrally governed home.

Jun 26, 2026

Base44 vs Lovable: Which AI App Builder Should You Use in 2026?

Base44 vs Lovable compared: features, backend, pricing, popularity, and which AI app builder fits your use case - plus how to take either prototype to production on infrastructure you control.

Jun 23, 2026

Why There's Never Been a Better Time to Leave Heroku (Especially in the AI Era)

Salesforce just put Heroku into maintenance mode and ended Enterprise sales for new customers. The AI era also flipped the migration math: what used to be a six-month project is now a one-prompt, agent-driven move to your own cloud. Here's why now is the best time to leave Heroku.

Jun 21, 2026
Comparisons and buyer's guides

Longer, question-shaped articles that work through a single buying decision end to end. They are not listed on the blog index.

Scaling AI Agents to 10,000 Concurrent Sessions: 7 Governance Controls That Keep the Audit Trail IntactNov 6, 20267 best ways to self-host AI inference on cloud GPUs in 2026 (GCP A5X, AWS and Scaleway compared)Nov 6, 2026GKE fractional GPU access vs dedicated node pools: which actually cuts inference cost for a small ML team?Nov 5, 2026How to Self-Host Any Open-Weight Model with NVIDIA NIM's Model-Free vLLM and SGLang Containers on KubernetesNov 5, 2026From Sandbox to Cluster: What Bridges an AI Agent's Validated Code to a Governed DeploymentNov 5, 2026How to Self-Host Open-Weight Models With NVIDIA's Model-Free NIM Container (One Image, Any Supported Architecture)Nov 5, 20267 best clouds for GPU-heavy AI inference in 2026 (and where OCI really fits)Nov 4, 2026Bedrock AgentCore Can Now Trigger Step Functions. That Does Not Make AI Agents Ready to Run Your InfrastructureNov 3, 2026How to Autoscale AI Inference Pods on Queue Depth with KEDA (Not CPU)Nov 3, 2026Per-Agent Isolation Without Google's Agent Compute Engine: How to Get the Same Three Guarantees on Kubernetes TodayNov 3, 2026Air-Gapped AI Without Google's Appliance: Running Gemma, Mistral and NVIDIA GPUs on Your Own KubernetesNov 2, 2026Where Should You Host MCP Servers? One Isolated Environment Per Server, Not a Shared BoxNov 2, 2026ISO 42001 for Self-Hosted AI: What Auditors Actually Ask For (and What Your Infrastructure Has to Prove)Oct 31, 2026How to Share GPUs Fairly Across Teams with Kubernetes Kueue (Instead of Buying More GPUs)Oct 31, 2026Vercel Daemons and Drives are GA: do you still need Kubernetes in your own cloud for AI agents?Oct 31, 2026Self-Hosting DeepSeek V4.1-Flash: The Exact GPU Setup You Need in Your Own CloudOct 30, 2026GPU Quota Request Stuck? How to Burst the Same Training Job onto a Second Cloud in a DayOct 29, 2026Which European Cloud Providers Keep AI Training Data AND Compute Inside the EU?Oct 28, 20267 Best GPU Cloud Setups for Self-Hosting Google's Gemma Models in 2026Oct 28, 2026How to Move GPU Inference from Lambda or CoreWeave to Your Own AWS or GCP Account (Without Rewriting the Pipeline)Oct 28, 2026A CVSS 10.0 in NVIDIA AIStore's PodSpec API: how to check if you are exposed in 15 minutesOct 27, 2026How to Self-Host an 800B+ Parameter Open Model (Like Meta's "Muse Spark Open") on Kubernetes in Your Own CloudOct 25, 2026How to Self-Host Nvidia Nemotron 3.5 Bolt on a Single Cloud GPU (and What It Actually Costs)Oct 25, 2026How to Survive a Spot GPU Reclaim Without Losing Your Training RunOct 24, 2026Google Cloud TPU vs AWS GPU in 2026: which is actually cheaper per million tokens?Oct 23, 2026How to Run Falcon, Mixtral, and Other Open-Weight Models on One Kubernetes GPU ClusterOct 22, 2026How to Self-Host AI Inference on AWS Trainium2 With Native PyTorch (Instead of NVIDIA GPUs)Oct 22, 2026How to Self-Host Mistral's Timestral Time-Series Forecasting Models on Your Own CloudOct 21, 2026Running Ray on AWS, GCP and Azure Without Locking Into One Cloud's Managed ServiceOct 20, 2026EU-Sovereign GPUs: Is the Premium Worth It for Training, or Only for Inference?Oct 19, 2026How to Self-Host Aleph Alpha's Kolibri 1 on a European Sovereign Cloud with KubernetesOct 19, 2026How to Self-Host NVIDIA Nemotron 3.5 Super VL 120B on Your Own Kubernetes ClusterOct 19, 2026How to Run GPU Inference in the EU When Your Data Can't Leave: A Guide for Fintech and Healthtech TeamsOct 18, 2026How to Give AI Coding Agents Governed, Audited Access to Mistral Large 4 Without Losing Control of Cloud SpendOct 18, 2026How to Self-Host AI Inference on Hetzner's GEX63 Blackwell GPU Server with KubernetesOct 17, 2026How to Self-Host LightOnOCR-3 on Your Own Kubernetes Cluster (Instead of Paying Per Page)Oct 16, 2026vLLM vs TGI vs NVIDIA NIM: which self-hosted LLM inference server actually cuts your GPU bill in 2026?Oct 15, 2026Reflection AI's Beam Is 501B Parameters and Apache 2.0. What Would It Take to Self-Host in Your Own Cloud Account?Oct 14, 2026Self-Hosting Qwen, DeepSeek, and Mixtral Under EU AI Act GPAI Enforcement: What You Must Document, Log, and ProveOct 13, 2026Mistral Raised €3B and Shipped Large 4: What It Changes for European Cloud and AI SovereigntyOct 13, 2026GPU Instance Pricing in 2026: How to Compare AWS, GCP, Azure, and Scaleway Before You CommitOct 10, 2026How to Let Claude Code and Codex Deploy Self-Hosted Models Without Losing Control of Cost and AccessOct 8, 2026How to Deploy Mistral and Other Open-Weight Models Internally: The 4-Layer 2026 Stack for Coding AgentsOct 7, 2026How to Self-Host Mistral Large 4 for Claude Code and Codex: GPU Sizing, vLLM, and the Real CostOct 7, 2026How We Use an AI Agent to Handle Vanta Vulnerabilities FasterOct 7, 2026AI Agents and Cloud Migration: The 4 Stages They Actually Help With (And the 5 They Break)Oct 4, 2026Letting Claude Code and Codex Deploy Open Source Models In-House: The Stack That Keeps Costs and Access Under ControlOct 4, 2026How to Migrate GPU Inference to a European Sovereign Cloud: Providers, Costs, and the Platform LayerOct 1, 2026How to Self-Host an Open Source LLM in 2026: 5 Setups That Actually WorkSep 25, 20269 AWS Bedrock Alternatives for Hosting Foundation Models (and How to Pick One)Sep 24, 2026AI Agent Sandboxing at Scale: How to Isolate Every Codex and Cursor Session From ProductionSep 19, 2026How to Give AI Agents Scoped Cloud Permissions: 7 Platforms That Actually Enforce ItSep 19, 2026Which Infrastructure Automation Platforms Actually Support Policy Guardrails for AI Agents?Sep 18, 2026Best Infrastructure Management Tools for Scaling AI Workloads in 2026: 10 Platforms ComparedSep 16, 2026Letting Claude and Cursor Provision Infrastructure: 7 Platforms That Give Your Security Team Audit Trails and Policy GuardrailsSep 15, 2026Ephemeral Preview Environments per Pull Request on Kubernetes: 8 Tools Compared (and Which Ones Actually Work Without a Platform Team)Sep 15, 2026The Platform Layer Between Your AI Agents and Your Cloud Accounts: 4 Requirements and 8 Tools ComparedSep 15, 2026Vercel vs Qovery for AI Infrastructure: Which One Should Run Your Models in 2026?Sep 15, 2026How to Give AI Agents Scoped, Policy-Controlled Cloud Access (7 Platforms Compared)Sep 12, 2026How AI Agents Actually Help With Cloud Migration and Infrastructure Modernization (And Where They Still Need Guardrails)Sep 10, 2026The 8 Tools I'd Actually Use to Manage AWS Bedrock Model Deployments in 2026Sep 10, 2026End-to-End Agentic Migrations to Azure: What AI Agents Can Actually Do (and Where They Break)Sep 8, 2026End-to-End Agentic Migrations to GCP: What AI Agents Automate, and Where They BreakSep 8, 2026The 9 Best Ephemeral Code Execution Environments for AI Agents (2026)Sep 8, 2026AWS Automated the Migration. Nobody Automated the Day After.Sep 8, 2026How to Let AI Agents Deploy to Kubernetes Without Losing Audit Trails or Policy GuardrailsSep 6, 2026Which Platforms Enforce Policy Guardrails When AI Agents Provision Cloud Infrastructure?Sep 6, 2026Beyond a Basic PaaS: How 8 Platforms Actually Govern AI Agents That Provision InfrastructureSep 5, 2026Which Platforms Let AI Agents Deploy to Production Without Cloud Credentials?Sep 5, 2026The 9 Best Infrastructure Platforms for Running Agentic Workloads in 2026Sep 5, 2026Which Platforms Provide Secure Isolation for AI Agent Workloads? 7 Options Compared (2026)Sep 5, 2026Running AI Agents Inside Your Own VPC: How to Pick a Self-Hosted Agent Platform in 2026Sep 4, 2026EU GPU Cloud Providers for GDPR-Compliant AI Inference: 7 Options That Keep Patient Data in EuropeSep 3, 2026How to Let AI Coding Agents Deploy Without Handing Them Your Cloud AccountSep 3, 2026The Kubernetes MCP Server Setup I'd Trust to Let Agents Provision NamespacesSep 3, 2026How to Run Claude Code and Cursor Agents Against Real Infrastructure Without Production CredentialsSep 3, 2026Which GPU Instances Are Best on Google Cloud in 2026? A Practical Guide by WorkloadSep 2, 202611 Platforms for Provisioning GPU Clusters Automatically (and How to Pick One in 2026)Sep 2, 2026Best Platforms for Deploying AI Agents in Production: 6 Compared on Guardrails, Audit Trails, and Multi-CloudSep 1, 2026European GPU Clouds: 8 Alternatives to AWS and Azure for AI WorkloadsSep 1, 2026AI Agents Provisioning Infrastructure: Which Platforms Actually Give You Audit Trails, Policy Enforcement and Budget Guardrails?Aug 30, 2026The Best AI Governance Tools for Enterprise Deployments in 2026 (and the Layer Most Teams Forget)Aug 30, 2026Top Platforms for Spinning Up Ephemeral Dev Environments for Coding Agents (2026)Aug 30, 2026Top GitOps Tools for Kubernetes in 2026: 12 Options Compared, Plus What Changes When Agents Write the YAMLAug 27, 2026The AI Tech Stack I'd Pick for 2027: 7 Layers, From Coding Agents to Agentic InfrastructureAug 26, 2026

Frequently asked

What is agentic infrastructure?
Agentic infrastructure is a category of infrastructure control plane designed to be operated by AI agents through a single, governed API. It unifies CI/CD, Kubernetes, Terraform, secrets, and monitoring so agents can operate infrastructure - not just run code - with audit, RBAC, and budget controls built into every operation.
How is agentic infrastructure different from a sandbox?
A sandbox solves code execution - giving an agent a safe place to run code. Agentic infrastructure solves orchestration: databases, networking, secrets, CI/CD, environments, and monitoring accessible through one API. Agents need the full stack, governed, not just an isolated runtime.
Why do AI agents break traditional infrastructure platforms?
Traditional platforms were built for humans navigating dashboards, CLIs, and YAML through muscle memory. Agents cannot. A modern stack is 5 to 8 systems with different interfaces, and that interface mismatch is now the primary bottleneck in AI-driven development.

See agentic infrastructure in action.

Watch an AI agent deploy a full-stack app on your own Kubernetes - governed end to end by your RBAC, budgets, and audit policies.