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

MCP's Enterprise Readiness Push: Why Audit Trails and SSO Matter More When Your MCP Server Can Delete a Database
·Dora Noda·9 min

MCP's Enterprise Readiness Push: Why Audit Trails and SSO Matter More When Your MCP Server Can Delete a Database

MCP's 2026 roadmap treats audit trails and SSO as a security-review checkbox. For a deploy-authority MCP server, they're what turns an agent's nine-second production wipeout into a reconstructable incident instead of a lost weekend.

security
AI
self-hosting
PaaS
+1
From 3 Days to 11 Minutes: What the Widely-Cited MCP Deploy Speedup Stat Actually Measures
·Dora Noda·8 min

From 3 Days to 11 Minutes: What the Widely-Cited MCP Deploy Speedup Stat Actually Measures

The '3 days to 11 minutes' MCP integration stat traces to one unverified blog testimonial, not a benchmark. Here's what it actually measures, and what a fair before/after would require.

AI
self-hosting
PaaS
engineering
Your Post-Quantum TLS Migration Isn't a Second Certificate Format — It's the Same Freshness Problem You Already Solved for 6-Day Certs
·Dora Noda·8 min

Your Post-Quantum TLS Migration Isn't a Second Certificate Format — It's the Same Freshness Problem You Already Solved for 6-Day Certs

Let's Encrypt is skipping a direct ML-DSA swap for Merkle Tree Certificates because the naive post-quantum handshake blows past 14,700 bytes. Here's the actual byte math, the late-2026 staging timeline, and what a self-hosted PaaS's ACME automation needs to track before production MTCs land in 2027.

self-hosting
PaaS
security
infrastructure
+1
Your Kubernetes Autoscaler Can't See Your Queue: Building the Exporter That Fixes It
·Dora Noda·7 min

Your Kubernetes Autoscaler Can't See Your Queue: Building the Exporter That Fixes It

CPU and memory can't see a growing job queue on an I/O-bound worker. Here's the exact Go exporter, Prometheus adapter config, and HPA YAML that lets Kubernetes autoscale on queue depth instead — and what shipping it as a golden path would take on a self-hosted PaaS.

self-hosting
PaaS
infrastructure
engineering
Kubernetes 1.36 Ships Sharded Watch — Cluster API's Own Controllers Can't Use It Yet
·Dora Noda·8 min

Kubernetes 1.36 Ships Sharded Watch — Cluster API's Own Controllers Can't Use It Yet

KEP-5866 lets Kubernetes 1.36 filter watch events at the API server instead of every controller replica. Cluster API's own controllers can't use it yet — here's the architecture gap and what would actually close it.

self-hosting
PaaS
infrastructure
engineering
Kubernetes 1.36 Lets You Resize a Job Before It Starts: The Queue-Then-Resize Pattern a Build Queue Needed
·Dora Noda·7 min

Kubernetes 1.36 Lets You Resize a Job Before It Starts: The Queue-Then-Resize Pattern a Build Queue Needed

Kubernetes 1.36 lets a queue controller patch a suspended Job's CPU/memory/GPU requests down to whatever's actually free, then unsuspend it, without losing the Job's identity or history. Here's the worked example, the safety guarantee behind it, and how to wire it into a build-queue controller.

self-hosting
PaaS
infrastructure
engineering
+1
kpack: The Buildpack Controller That Rebuilds When the Base Layer Patches, Not When You Push
·Dora Noda·9 min

kpack: The Buildpack Controller That Rebuilds When the Base Layer Patches, Not When You Push

Most git-push PaaS tools only rebuild an app image when you push code — so a CVE patched into the base image sits unused until you happen to touch your source again. kpack's Image/Builder/ClusterStack CRDs close that gap by watching the base layer itself.

self-hosting
PaaS
security
engineering
+1
The 2026 'PaaS First' Consensus Has a Blind Spot: Who Owns the Machines
·Dora Noda·8 min

The 2026 'PaaS First' Consensus Has a Blind Spot: Who Owns the Machines

Hacker News flipped its default from Kubernetes-first to PaaS-first in 2026 — but the argument for skipping Kubernetes and the argument for handing your infrastructure to a vendor are not the same argument, and most 2026 takes conflate them.

Kubernetes
PaaS
self-hosting
infrastructure
+1
Grafana Fleet Management Now Pushes Config to Any OTel Collector — But Still Can't Run Air-Gapped
·Dora Noda·8 min

Grafana Fleet Management Now Pushes Config to Any OTel Collector — But Still Can't Run Air-Gapped

Grafana Fleet Management went GA for vendor-neutral OpenTelemetry Collectors on July 8, 2026 — one control plane, one matcher-scoped push, instead of a per-node config edit. The catch: it still requires a live Grafana Cloud backend, and a 20-star open-source project is the only fully self-hosted alternative.

self-hosting
PaaS
infrastructure
engineering
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