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368 posts tagged with "Engineering"

Engineering insights and technical deep dives

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Porter's Two Control-Plane Models, One Codebase
·Dora Noda·8 min

Porter's Two Control-Plane Models, One Codebase

Porter markets itself as a PaaS that runs in your own cloud, but the control plane most customers actually get is Porter's, not theirs. A tier-by-tier look at what real self-hosting costs versus what the marketing implies.

self-hosting
PaaS
infrastructure
engineering
+1
Heroku Invented the Preview Environment for Humans. In 2026, AI Agents Are the Ones Clicking the Link.
·Dora Noda·8 min

Heroku Invented the Preview Environment for Humans. In 2026, AI Agents Are the Ones Clicking the Link.

Devin Review catches bugs before a human opens the PR, and GitHub Copilot's agentic review closes the loop even faster. Heroku's 2015 preview-environment primitive was never built for that reader — here's what has to change.

self-hosting
PaaS
infrastructure
AI
+1
Why Talos Linux's Own Creator Didn't Build Omni on Cluster API
·Dora Noda·9 min

Why Talos Linux's Own Creator Didn't Build Omni on Cluster API

Sidero Labs, the team behind Talos Linux, built its own Omni product without Cluster API. Here's a point-by-point read of its six objections against what a CAPH/CAPD-based fleet like bex actually looks like.

self-hosting
PaaS
infrastructure
engineering
Deploying vLLM as Just Another Git-Push App: What GPU Scheduling Actually Adds
·Dora Noda·10 min

Deploying vLLM as Just Another Git-Push App: What GPU Scheduling Actually Adds

Placement mostly reduces to a manifest field and a node-pool label. Routing doesn't — a worked example against bex's actual Hetzner GPU inventory shows exactly where 'just another git-push app' breaks down for a model server.

self-hosting
PaaS
infrastructure
AI
+1
12-Factor Agents Is the New 12-Factor App: A Deploy Tool's Field Guide
·Dora Noda·11 min

12-Factor Agents Is the New 12-Factor App: A Deploy Tool's Field Guide

Dex Horthy's 12-Factor Agents mirrors Heroku's 2011 methodology almost line for line. Here's what each of the twelve factors concretely costs a platform building MCP-exposed deploy and rollback tools for AI agents.

AI agents
Model Context Protocol
self-hosting
PaaS
+1
Buildpacks vs the Self-Hosted PaaS Pack: Why Coolify, Dokploy, and Kubero All Default to Heroku's git-push Instead of Cloud Native Buildpacks
·Dora Noda·9 min

Buildpacks vs the Self-Hosted PaaS Pack: Why Coolify, Dokploy, and Kubero All Default to Heroku's git-push Instead of Cloud Native Buildpacks

Heroku co-created the Cloud Native Buildpacks standard in 2018. In 2026, the leading self-hosted PaaS tools still don't default to it — and two of them support it anyway, just not by default. Here's the actual build layer under each tool's hood.

self-hosting
PaaS
infrastructure
engineering
Chaos Mesh vs LitmusChaos: Which One Actually Fits Breaking Your Own Fleet on Purpose
·Dora Noda·12 min

Chaos Mesh vs LitmusChaos: Which One Actually Fits Breaking Your Own Fleet on Purpose

Chaos Mesh runs a privileged daemon on every node; LitmusChaos spins up a disposable pod per experiment. A concrete look at which one actually proves a self-hosted, multi-tenant Cluster API fleet survives a node loss, a network partition, and an etcd disk going slow — without taking down a tenant's app by accident.

self-hosting
PaaS
engineering
infrastructure
Crossplane vs Cluster API: What a Self-Hosted PaaS Actually Needs
·Dora Noda·8 min

Crossplane vs Cluster API: What a Self-Hosted PaaS Actually Needs

Crossplane can turn any cloud resource into a Kubernetes API; Cluster API already does that for machines. A concrete comparison of what each buys a self-hosted PaaS, and whether bolting Crossplane onto Cluster API solves a problem that's already solved.

self-hosting
PaaS
infrastructure
engineering
+1
Crossplane vs. Cluster API: Two Bets on 'API-First Infrastructure' (and the One a Git-Push PaaS Should Make)
·Dora Noda·10 min

Crossplane vs. Cluster API: Two Bets on 'API-First Infrastructure' (and the One a Git-Push PaaS Should Make)

Crossplane and Cluster API both expose infrastructure as a Kubernetes API, but they bet on opposite things. Here's the concrete test for when a self-hosted PaaS needs Crossplane's generic composition engine, and when a hand-written CRD wins instead.

self-hosting
PaaS
infrastructure
engineering
Showing 298–306 of 368 posts