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

Per-Seat Pricing Is the Hidden Team Tax: A Five-Person Receipt from Vercel, Render, Railway, and Netlify
·Dora Noda·8 min

Per-Seat Pricing Is the Hidden Team Tax: A Five-Person Receipt from Vercel, Render, Railway, and Netlify

A five-person team pays $100 a month before compute on Vercel Pro — and $20 to $25 on Render, Railway, or Netlify. How 2026 flattened the platform seat, and why AI agents are about to break per-seat billing for good.

cost-optimization
PaaS
migration
SaaS
+1
One CLI Command to a Full Remote Stack: What Moniepoint's Crossplane-Built Dev Environments Cost to Build Versus Buy
·Dora Noda·11 min

One CLI Command to a Full Remote Stack: What Moniepoint's Crossplane-Built Dev Environments Cost to Build Versus Buy

Moniepoint's eshu turns Score YAML into a full remote stack with one CLI command via Crossplane composition functions. The architecture, the two hard lessons (render-cycle steady state, 63-character names), and the build-vs-buy math: building wins past roughly 17 developers.

Kubernetes
developer tools
cost-optimization
self-hosting
Nine Years in Beta Is Over: What Kubernetes 1.37's Stable Metrics API Means for Your Autoscaler
·Dora Noda·10 min

Nine Years in Beta Is Over: What Kubernetes 1.37's Stable Metrics API Means for Your Autoscaler

Kubernetes 1.37 promotes the metrics.k8s.io API to stable after nearly nine years in beta. What the frozen contract changes for autoscaling and usage metering on self-hosted clusters — plus the HPA gotcha and everything the API still doesn't do.

Kubernetes
PaaS
self-hosting
scalability
10,000+ MCP Servers in Production: What the 2026 Numbers Say About Treating MCP as Infrastructure, Not a Toy
·Dora Noda·12 min

10,000+ MCP Servers in Production: What the 2026 Numbers Say About Treating MCP as Infrastructure, Not a Toy

MCP has crossed 10,000 public servers and 97 million monthly SDK downloads — but benchmarks show the stdio transport collapsing at 20 concurrent connections while Streamable HTTP holds 100% success. This breakdown turns the 2026 numbers into a production checklist: stateless transport, backpressure, real-path health checks, OAuth, and a load-test recipe for deploy and rollback tools.

Model Context Protocol
AI agents
infrastructure
engineering
+1
MCP Memory Servers: What Persistent Memory-as-a-Tool Means for a Deploy Agent That Forgets Every Session
·Dora Noda·9 min

MCP Memory Servers: What Persistent Memory-as-a-Tool Means for a Deploy Agent That Forgets Every Session

MCP memory servers give deploy agents persistent memory any client can share — last good deploys, environment preferences, and incident fixes recalled by retrieval instead of replayed history. The catch: multi-tenant isolation and poisoned-memory attacks that turn one bad fact into a standing prompt injection.

Model Context Protocol
AI agents
security
self-hosting
Kubernetes 1.36 In-Place Pod Resize Goes Beta: What Restart-Free Vertical Scaling Replaces in a PaaS Autoscaler
·Dora Noda·8 min

Kubernetes 1.36 In-Place Pod Resize Goes Beta: What Restart-Free Vertical Scaling Replaces in a PaaS Autoscaler

Kubernetes 1.36 graduates in-place vertical scaling for pod-level resources to beta: the kubelet can now grow a running pod's CPU and memory budget without a restart. This post shows the resize operation, the before/after for a PaaS autoscaler, and the beta caveats to clear first.

Kubernetes
PaaS
self-hosting
scalability
Java 27 Is GA: G1 Everywhere, Quantum-Safe TLS, and Goodbye Intel Macs — Your Buildpack TODO List
·Dora Noda·10 min

Java 27 Is GA: G1 Everywhere, Quantum-Safe TLS, and Goodbye Intel Macs — Your Buildpack TODO List

Java 27 turned on G1, compact object headers, and hybrid post-quantum TLS by default while ending Intel Mac maintenance. Here is what each change means for a self-hosted PaaS Java buildpack, with container memory math and a build-fleet checklist.

self-hosting
PaaS
engineering
security
+1
Hetzner's €214 GEX45: What 24 GB of Blackwell VRAM Buys Self-Hosted Inference (and When It Beats Serverless GPUs)
·Dora Noda·10 min

Hetzner's €214 GEX45: What 24 GB of Blackwell VRAM Buys Self-Hosted Inference (and When It Beats Serverless GPUs)

Hetzner's €214/month GEX45 pairs an RTX PRO 4000 Blackwell card with 24 GB of VRAM. The crossover math against serverless GPU rentals, and which models newly fit.

self-hosting
cost-optimization
LLM
PaaS
Heroku's Shutdown Isn't Announced — Your Contingency Checklist Should Be Done Anyway
·Dora Noda·11 min

Heroku's Shutdown Isn't Announced — Your Contingency Checklist Should Be Done Anyway

InfoWorld reads Heroku's February 2026 sustaining mode as a prelude to phase-out. No shutdown is announced — but the export-ready audit (generation and stack inventory, data backup drills, container images off the Cedar-only registry, config extraction, add-on disentanglement order) is the same work as scoping your migration.

PaaS
migration
self-hosting
guide
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