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Insights, analysis, and updates from the AI agent economy. Browse by tag · Browse the archive.

Managed Control Plane vs Free Panel vs Hosted PaaS: What Deploynix's $12 Middle Ground Really Costs
·Dora Noda·12 min

Managed Control Plane vs Free Panel vs Hosted PaaS: What Deploynix's $12 Middle Ground Really Costs

A three-service stack with Postgres and Redis runs about $6/month on a self-run Coolify panel, $18 with Deploynix's $12 managed control plane, and $38 on Render — until you price the pager hours. A worked cost-plus-failure-mode comparison across Coolify, Dokploy, CapRover, Deploynix, Render, and Railway.

self-hosting
PaaS
cost-optimization
migration
llm-d Is Now a CNCF Sandbox Project: What Kubernetes-Native Distributed Inference Means for Self-Hosting Your AI Agents' Brains
·Dora Noda·9 min

llm-d Is Now a CNCF Sandbox Project: What Kubernetes-Native Distributed Inference Means for Self-Hosting Your AI Agents' Brains

llm-d brings distributed LLM inference — prefix-cache-aware routing and prefill/decode disaggregation — to Kubernetes as a CNCF Sandbox project. What it means for self-hosting AI-agent inference, what it costs versus hosted APIs, and how early the project still is.

Kubernetes
self-hosting
AI agents
LLM
+1
45-Day Certificates Are Here: What Let's Encrypt's Shrinking Validity Window Demands From Your Renewal Automation
·Dora Noda·10 min

45-Day Certificates Are Here: What Let's Encrypt's Shrinking Validity Window Demands From Your Renewal Automation

Let's Encrypt now issues 45-day certificates, and 64-day defaults land in February 2027. Here is the full timeline, the renewal-window math, and a checklist to harden ACME automation before the manual-fix window disappears.

security
self-hosting
infrastructure
PaaS
LangGraph Platform Is GA: Do Your Agents Need a Per-Node Runtime, or Just a Container?
·Dora Noda·10 min

LangGraph Platform Is GA: Do Your Agents Need a Per-Node Runtime, or Just a Container?

LangGraph Platform's GA brings per-node agent billing to production. We work out the cost math at typical volumes, separate the free primitives from the metered ones, and give a rule for when to pay versus shipping a container.

AI agents
PaaS
cost-optimization
self-hosting
No Terraform Required: KubeOne 1.13's One-Manifest Hetzner Control Planes vs Cluster API
·Dora Noda·10 min

No Terraform Required: KubeOne 1.13's One-Manifest Hetzner Control Planes vs Cluster API

KubeOne 1.13 provisions Hetzner control-plane VMs and the API load balancer straight from one manifest — no Terraform state, no output plumbing. Here is what the beta removes, what it still lacks next to Cluster API, and which operator each tool fits.

Kubernetes
self-hosting
PaaS
infrastructure
kube-hetzner Just Made Leap Micro the Default Node OS: What the Switch Off MicroOS Means for Your Hetzner Cluster
·Dora Noda·10 min

kube-hetzner Just Made Leap Micro the Default Node OS: What the Switch Off MicroOS Means for Your Hetzner Cluster

kube-hetzner's v3 line boots Leap Micro on every new nodepool while existing MicroOS nodes stay put. What the switch means, why fixed-point releases beat rolling ones for production nodes, and how Leap Micro compares to Talos.

Kubernetes
self-hosting
PaaS
guide
Ingress-NGINX Is Retired — Your Gateway API Migration Can No Longer Wait
·Dora Noda·9 min

Ingress-NGINX Is Retired — Your Gateway API Migration Can No Longer Wait

Ingress-nginx retired in March 2026 with no more security patches. A concrete migration map from Ingress annotations to Gateway, HTTPRoute, and GatewayClass — what ingress2gateway converts, what it skips, and where Gateway API v1.5 is genuinely better.

Kubernetes
migration
self-hosting
PaaS
HPA Scales to Zero in Kubernetes v1.37: The End of the Always-On Replica (and the One Piece You Still Have to Build)
·Dora Noda·11 min

HPA Scales to Zero in Kubernetes v1.37: The End of the Always-On Replica (and the One Piece You Still Have to Build)

Kubernetes 1.37 graduates HPA scale-to-zero to beta, so idle tenant services can drop their last replica with no add-on — but HTTP workloads still need an activator. The worked cost math and a git-push PaaS adoption playbook.

Kubernetes
self-hosting
PaaS
cost-optimization
+1
Hetzner's Warsaw PoP and the GEX45: What Changes — and Doesn't — for a CAPH Fleet
·Dora Noda·10 min

Hetzner's Warsaw PoP and the GEX45: What Changes — and Doesn't — for a CAPH Fleet

Hetzner's Warsaw PoP improves Eastern-European peering but adds no region to target, while the €214/month GEX45 puts Blackwell GPUs on dedicated boxes CAPH can only adopt through Robot inventory. The numbers and the operator playbook for a Hetzner-pinned fleet.

self-hosting
PaaS
Kubernetes
cost-optimization
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