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

Neon's Instant Postgres Branches Need Three Services CNPG Doesn't Have — What Self-Hosting Them on Kubernetes Actually Takes
CloudNativePG, Zalando, and StackGres all run HA Postgres on Kubernetes — none of them can branch a database in under a second. Neon can, because it isn't a Postgres operator at all. Here's the architecture that trick requires, and what standing it up yourself on Kubernetes actually involves today.

MCP Goes Stateless on July 28: Why Model Context Protocol Servers Can Finally Run Behind a Plain Kubernetes Load Balancer
MCP's July 28, 2026 spec removes Mcp-Session-Id and the initialize handshake, so any request can land on any server instance — here's the before/after Kubernetes architecture and what it unlocks for an MCP server with deploy authority.

Manufact Raised $6.3M to Be 'Vercel for MCP Servers' — Here's Exactly What a Generic Git-Push PaaS Doesn't Give You
Manufact raised $6.3M to build a hosted cloud purpose-built for MCP servers. Here's the actual pricing, the actual feature list, and what deploying the same MCP server on a generic git-push PaaS gets you instead.

LiteLLM's Agent Platform Fixes Session Amnesia With One Postgres Table, Not a New Kubernetes Primitive
BerriAI's alpha-stage LiteLLM Agent Platform keeps an AI agent's session alive through a pod restart by storing state in Postgres instead of the sandbox itself — here's the actual mechanism, how it stacks up against E2B, Daytona, and Modal, and what it means for any MCP server with real deploy authority.

Lagoon Outlived Its Mirantis Acquisition: What a Drupal-Born Kubernetes PaaS Still Gets Right
Lagoon, the Drupal-born Kubernetes PaaS Mirantis acquired in 2022, still automates per-branch config-imports and database provisioning that Coolify, Dokploy, Kubero, and Canine haven't fully matched — a concrete look at the mechanism and what a general-purpose platform has to build to catch up.

Kubernetes 1.35 Killed the CPU Restart Tax. Memory Still Pays It.
Kubernetes 1.35 made CPU resizes truly restart-free, but memory resizes still restart the container by default. Here's the resizePolicy mechanics, the real constraints, and how a self-hosted PaaS should wire this into its tenant plan-upgrade flow.

Your Kubernetes Install Doesn't Have a Finish Line — And More Docs Won't Give It One
Why self-hosted Kubernetes installs for AI platforms stall for weeks, and why owning the node fleet with Cluster API fixes what better documentation can't.

Kubernetes 1.36 Ships Gang Scheduling In-Tree: What It Actually Buys an AI-Agent Batch Fan-Out
Kubernetes 1.36 ships PodGroup and Workload APIs in-tree, letting the scheduler gang-schedule a multi-pod fan-out atomically. Here's exactly what the five alpha feature gates do, what they replace Volcano/Kueue for, and how far alpha still is from safe for tenant workloads.

Kubernetes Just Deprecated externalIPs. Here's the Exact Migration Path for Bare Metal
Kubernetes 1.36 deprecated Service externalIPs over a security hole the project never patched. Here's the exact four-stage removal timeline and the commands to migrate a bare-metal fleet to MetalLB before the default flips in 1.40.
Subscribe
New posts land in your reader as soon as they publish. Pick a format — all three carry the same posts.
Current feeds keep roughly two days of posts so daily polling does not miss a burst. Older entries stay reachable from the feed's next-page link in readers that follow it, or from the blog archive.
Following one topic instead? Browse tags