SEO: fix CTR + internal links for "agentic infrastructure" query

content/blog/bring-your-terraform-estate-into-the-agentic-era/index.md

@@ -39,7 +39,7 @@ social:
         Here's what shipped today.
 ---
 
-At Pulumi, we are building the platform for agentic infrastructure. Pulumi Cloud provides the guardrails and enterprise readiness needed to safely move fast in this new era. While we are seeing extraordinary adoption — over 40% of our users now manage infrastructure using AI agents — we know many organizations are at different phases in their AI journey and have to balance building for the future with maintaining their existing infrastructure as code (IaC) solutions like Terraform.
+At Pulumi, we are building the platform for [agentic infrastructure](/what-is/what-is-agentic-infrastructure/). Pulumi Cloud provides the guardrails and enterprise readiness needed to safely move fast in this new era. While we are seeing extraordinary adoption — over 40% of our users now manage infrastructure using AI agents — we know many organizations are at different phases in their AI journey and have to balance building for the future with maintaining their existing infrastructure as code (IaC) solutions like Terraform.
 
 Today, [we are launching](/releases/terraform-state-backend-modules-hcl/) three ways that Pulumi lets you avoid trading off building for the future against building for today. You don't have to rip out Terraform to enter the agentic era. Pulumi Cloud brings agentic infrastructure to the IaC estate you already have.
 

content/blog/the-agentic-infrastructure-era/index.md

@@ -2,7 +2,7 @@
 title: "The Agentic Infrastructure Era"
 date: 2026-05-19T03:00:00-07:00
 draft: false
-meta_desc: "Why infrastructure as code is the natural substrate for AI agents, and what we're shipping today to make agentic infrastructure even better."
+meta_desc: "Agentic infrastructure is cloud infrastructure that AI agents provision, govern, and operate through code. See what Pulumi is building to make it real."
 feature_image: feature.png
 authors:
     - joe-duffy
@@ -28,6 +28,8 @@ But as the AI tsunami whips up reams of code, what happens to it becomes just as
 
 <!--more-->
 
+New to the term? Start with [what agentic infrastructure is](/what-is/what-is-agentic-infrastructure/) and how it works.
+
 [See Pulumi Neo in action →](/product/neo/) Neo is the agent at the center of everything below: it previews changes, checks them against policy, and opens PRs for your review.
 
 ## LLMs are natural coders

content/blog/why-choose-pulumi-over-terraform/index.md

@@ -241,7 +241,7 @@ You also don't have to do it alone. Pulumi provides [self-serve conversion tools
 
 ## Manage Terraform state in Pulumi Cloud
 
-You don't have to rewrite anything to start getting value from Pulumi. Pulumi Cloud can serve as a Terraform state backend, letting you store and manage Terraform state alongside your Pulumi stacks. Your team can keep using the Terraform or OpenTofu CLI for day-to-day operations while gaining encrypted state storage, update history, state locking, role-based access control, audit policies, and unified resource visibility through Pulumi Insights — with agentic infrastructure coding through Neo on top.
+You don't have to rewrite anything to start getting value from Pulumi. Pulumi Cloud can serve as a Terraform state backend, letting you store and manage Terraform state alongside your Pulumi stacks. Your team can keep using the Terraform or OpenTofu CLI for day-to-day operations while gaining encrypted state storage, update history, state locking, role-based access control, audit policies, and unified resource visibility through Pulumi Insights — with [agentic infrastructure](/what-is/what-is-agentic-infrastructure/) coding through Neo on top.
 
 It uses Terraform's standard remote backend, so you point the CLI at Pulumi Cloud without changing your infrastructure code:
 

content/what-is/what-is-agentic-infrastructure.md

@@ -84,17 +84,17 @@ What makes this different from a generic coding assistant is that Neo is [ground
 
 ## What about infrastructure for AI agents?
 
-The phrase "agentic infrastructure" is also used to describe a second thing: the compute, networking, and data infrastructure that AI agents themselves run on. GPU clusters, inference endpoints, vector databases, and RAG pipelines: the platform underneath AI workloads.
+The phrase "agentic infrastructure" is also used to describe a second thing: the compute, networking, and data infrastructure that AI agents themselves run on. GPU clusters, inference endpoints, vector databases, and RAG pipelines: the platform underneath AI workloads. That is related to, but distinct from, this page's subject, which is infrastructure *managed by* AI agents.
 
-These two meanings are related but distinct:
+### The two meanings compared
 
 | | Infrastructure *managed by* AI agents | Infrastructure *for* AI agents |
 |---|---|---|
 | **What it is** | AI takes on the operational workload of your cloud | The cloud platform your AI workloads run on |
 | **Example** | Neo provisions and updates your AWS environment | A GPU cluster running a training job or inference service |
 | **Who manages it** | The AI agent, with human review | Your platform team, often using IaC |
 
-Most organizations will need to think about both. Teams building AI products need the platform layer (infrastructure *for* agents). Those same teams also benefit from AI agents operating that platform (infrastructure *managed by* agents). The two compound: agents that understand infrastructure can also manage the infrastructure their own workloads run on.
+Most organizations need to think about both. Teams building AI products need the platform layer (infrastructure *for* agents), and those same teams also benefit from AI agents operating that platform (infrastructure *managed by* agents). The two compound: agents that understand infrastructure can also manage the infrastructure their own workloads run on.
 
 ## How do you govern and secure agentic infrastructure?