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

Railway Built a 30M RPS CDN in 30 Days: What Self-Hosters Can Steal From Hikari
·Dora Noda·11 min

Railway Built a 30M RPS CDN in 30 Days: What Self-Hosters Can Steal From Hikari

Railway's Hikari CDN absorbs 30M requests per second with Rust and per-request WebAssembly. Four of its patterns transfer directly to a self-hosted fleet — and the bandwidth math says building your own cache tier beats CloudFront pricing by 60x.

self-hosting
PaaS
cost-optimization
infrastructure
Railway Put Deploys Inside ChatGPT and Grok: The 7 API Primitives Chat-as-Console Actually Needs From a Render-Compatible API
·Dora Noda·11 min

Railway Put Deploys Inside ChatGPT and Grok: The 7 API Primitives Chat-as-Console Actually Needs From a Render-Compatible API

Railway spent six weeks putting deploys inside ChatGPT and Grok. The plugins are just the surface — here is the seven-primitive API spec underneath them, and the guard checklist a self-hosted Render-compatible platform needs to copy.

AI agents
Model Context Protocol
PaaS
self-hosting
+1
Railway Agent Runs on Your ChatGPT Subscription: What BYO-Model Billing Concedes About PaaS Agent Margins
·Dora Noda·9 min

Railway Agent Runs on Your ChatGPT Subscription: What BYO-Model Billing Concedes About PaaS Agent Margins

Railway's September changelog lets Railway Agent bill to your ChatGPT plan instead of its own meter. The math behind the move: token margins now belong to the model vendor, and platforms are left competing on agent UX and compute.

PaaS
AI agents
self-hosting
openai
+1
Railpack vs render.yaml vs fly.toml: What Three Deploy-Config Philosophies Teach a Self-Hosted PaaS
·Dora Noda·11 min

Railpack vs render.yaml vs fly.toml: What Three Deploy-Config Philosophies Teach a Self-Hosted PaaS

Railway detects your stack, Render wants a YAML blueprint, and Fly.io hands you 200 lines of TOML. A side-by-side of all three deploy configs — and why a self-hosted PaaS should pair zero-config detection with a declarative escape hatch.

self-hosting
PaaS
developer tools
The Protocol Is Free, the Control Plane Isn't: What Qovery's MCP-for-Infra Play Shares — and Keeps
·Dora Noda·13 min

The Protocol Is Free, the Control Plane Isn't: What Qovery's MCP-for-Infra Play Shares — and Keeps

Qovery's agent Skill deploys new apps while its MCP server manages existing infrastructure — and the protocol behind both is free. A row-by-row verdict on which parts of MCP-for-infra any self-hosted PaaS shares, and which parts only the rented control plane keeps.

Model Context Protocol
AI agents
self-hosting
PaaS
+1
Running a Production MCP Server on Kubernetes: OAuth 2.0, Audit Logging, and the Enterprise Deployment Checklist
·Dora Noda·8 min

Running a Production MCP Server on Kubernetes: OAuth 2.0, Audit Logging, and the Enterprise Deployment Checklist

A ten-item production checklist for running a Model Context Protocol server on Kubernetes: Streamable HTTP transport, OAuth authorization with per-action token scopes, replayable audit logging, and cluster hardening — plus an honest comparison with hosted endpoints.

Model Context Protocol
Kubernetes
security
self-hosting
+1
Pod Certificates Are GA in Kubernetes 1.37: Per-Tenant TLS Without the cert-manager Glue
·Dora Noda·9 min

Pod Certificates Are GA in Kubernetes 1.37: Per-Tenant TLS Without the cert-manager Glue

Kubernetes 1.37 graduates Pod Certificates and Cluster Trust Bundles to stable, turning per-pod X.509 identity and shared trust anchors into platform APIs. Here is how the issuance flow works, what replaces Certificate-per-service sprawl, and the four-item checklist before a self-hosted PaaS adopts it.

self-hosting
PaaS
Kubernetes
security
Stop Handing Agents Immortal Keys: Short-Lived Sandbox Credentials with Kubernetes 1.37 Pod Certificates
·Dora Noda·9 min

Stop Handing Agents Immortal Keys: Short-Lived Sandbox Credentials with Kubernetes 1.37 Pod Certificates

Kubernetes 1.37 graduates Pod Certificates and Cluster Trust Bundles to stable, replacing copyable bearer tokens with short-lived X.509 sandbox identity. Here is the pod-spec design, the migration off immortal service-account secrets, and the audit evidence to gather before agents deploy on their own.

Kubernetes
security
AI
self-hosting
Pangolin Put SSH, RDP, and VNC in the Browser. Should Your PaaS Ingress Copy It?
·Dora Noda·9 min

Pangolin Put SSH, RDP, and VNC in the Browser. Should Your PaaS Ingress Copy It?

Pangolin 1.19 turned SSH, RDP, and VNC sessions into browser URLs behind its self-hosted tunnels. A need-by-need look at what that model covers for a self-hosted PaaS ingress — and where it stops.

self-hosting
PaaS
security
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