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

MCP Went Stateless: What Killing the Session Means for an Endpoint That Deploys Apps From Chat
·Dora Noda·11 min

MCP Went Stateless: What Killing the Session Means for an Endpoint That Deploys Apps From Chat

MCP's 2026-07-28 spec removes protocol-level sessions and the Mcp-Session-Id header entirely. The before/after deployment table — sticky ALB plus session store versus plain round-robin — plus the five things stateless does not fix and what a deploy-from-chat endpoint must change to survive agent load.

Model Context Protocol
AI agents
self-hosting
PaaS
+1
Your MCP Server Didn't Break — Its SDK Moved: Surviving MCP Python SDK 2.0's FastMCP-to-MCPServer Rename
·Dora Noda·8 min

Your MCP Server Didn't Break — Its SDK Moved: Surviving MCP Python SDK 2.0's FastMCP-to-MCPServer Rename

MCP Python SDK 2.0 renamed FastMCP to MCPServer with no shim, so every fresh install against an unbounded mcp>=1.x pin fails at import. We cover the five-minute pin, the full port including four gotchas past the rename, and the fresh-resolve CI job that catches the next breaking major.

Model Context Protocol
AI agents
engineering
tutorial
Let's Encrypt Did the Math for You: What ARI Renewal Exemptions Actually Buy a Self-Hosted PaaS at Tenant Scale
·Dora Noda·10 min

Let's Encrypt Did the Math for You: What ARI Renewal Exemptions Actually Buy a Self-Hosted PaaS at Tenant Scale

Let's Encrypt caps per-subdomain certificates at 50 per domain a week, but renewals coordinated through ARI are exempt from every rate limit. We work out the onboarding and renewal math for a self-hosted PaaS and what enabling ARI in cert-manager takes.

self-hosting
PaaS
security
Kubernetes
KWOK Before Scale: Load-Test Your Cluster API Controllers Against 200 Fake Nodes Before Your Tenants Do
·Dora Noda·9 min

KWOK Before Scale: Load-Test Your Cluster API Controllers Against 200 Fake Nodes Before Your Tenants Do

SNCF proved Cluster API holds at 200 clusters. KWOK lets you prove your own controllers hold as object counts grow — a four-rung ramp from 50 to 400 fake nodes on a laptop, with pass/fail thresholds and the informer-cache checklist the top rung exists to expose.

self-hosting
PaaS
Kubernetes
infrastructure
Kubernetes 1.37 Deletes Deprecated Kubelet Flags: The Pre-Upgrade Audit That Keeps Your Nodes Joining
·Dora Noda·8 min

Kubernetes 1.37 Deletes Deprecated Kubelet Flags: The Pre-Upgrade Audit That Keeps Your Nodes Joining

Kubernetes 1.37 turns deprecated kubelet flags into fatal unknown-flag errors that stop nodes from joining. The exact failure signature, which flags are in the cleanup wave, and a five-step audit for Cluster API fleets to find every stale flag before upgrade day.

self-hosting
PaaS
Kubernetes
infrastructure
Kubernetes v1.37's Deprecations Are a Ticking Clock: Audit Your Self-Hosted PaaS Before the Upgrade Window Closes
·Dora Noda·9 min

Kubernetes v1.37's Deprecations Are a Ticking Clock: Audit Your Self-Hosted PaaS Before the Upgrade Window Closes

Kubernetes v1.37 puts dated removal timelines on kube-dns, kube-proxy IPVS mode, and cgroup v1. A concrete sunset table plus six runnable audit checks for your Cluster API fleet's controllers, CRDs, webhooks, and node templates — run them between code freeze and GA, not after reconciliation breaks.

self-hosting
Kubernetes
PaaS
guide
Kubernetes 1.36 Resizes Pods In Place — Until It Doesn't: The Two Boundaries Your Autoscaler Still Has to Respect
·Dora Noda·8 min

Kubernetes 1.36 Resizes Pods In Place — Until It Doesn't: The Two Boundaries Your Autoscaler Still Has to Respect

Kubernetes 1.36 enables pod-level in-place resizing by default, but resizes that cross a QoS class are rejected and memory shrinks below live usage are blocked. What each boundary means and the recreate-not-resize fallback your autoscaler needs.

Kubernetes
PaaS
self-hosting
Controllers Are Cheap to Write Now. Running One Still Isn't
·Dora Noda·9 min

Controllers Are Cheap to Write Now. Running One Still Isn't

Writing a Kubernetes controller now takes an afternoon thanks to kubebuilder — but each one still costs a replicated deployment, a sized informer cache, and idempotent reconcile logic. A promotion table for six tenant-lifecycle jobs: what a self-hosted PaaS should turn into controllers, and what should stay a script.

Kubernetes
PaaS
self-hosting
engineering
Your Scheduler Config Has No Staging Environment: Rehearsing Bin-Packing Changes With kube-scheduler-simulator
·Dora Noda·10 min

Your Scheduler Config Has No Staging Environment: Rehearsing Bin-Packing Changes With kube-scheduler-simulator

Scheduler config changes ship straight to production because a dev cluster cannot reproduce real contention. kube-scheduler-simulator mirrors your fleet's actual nodes and pods so you can replay bin-packing changes and read per-plugin placement verdicts before anything moves.

Kubernetes
PaaS
self-hosting
cost-optimization
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