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246 posts tagged with "Engineering"

Engineering insights and technical deep dives

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Buildpack Rebasing: Patching a Base-Image CVE Across Every Running Container in Seconds
·Dora Noda·9 min

Buildpack Rebasing: Patching a Base-Image CVE Across Every Running Container in Seconds

A base-image CVE patched at the platform layer takes one command and seconds. The same fix on a Dockerfile-first platform means hundreds of tenants each rebuilding, pushing, and redeploying on their own schedule — here's the actual cost gap, with real numbers.

self-hosting
PaaS
security
infrastructure
+1
Buildpacks RFC 0131: What Build Observability Actually Requires Beyond a Streaming Log
·Dora Noda·9 min

Buildpacks RFC 0131: What Build Observability Actually Requires Beyond a Streaming Log

RFC 0131 replaces build scrollback with queryable OpenTelemetry spans. Here's exactly what it specifies, where implementation actually stands, and what a Cluster API-managed kpack pipeline would need to expose the same data before the spec ships.

self-hosting
PaaS
infrastructure
engineering
CircleCI Built a Second CI Pipeline Just for AI Agents — A Git-Push PaaS Already Has One
·Dora Noda·8 min

CircleCI Built a Second CI Pipeline Just for AI Agents — A Git-Push PaaS Already Has One

CircleCI built a whole second CI system — a microVM fleet, a CLI, three separate agent hook integrations — just to get test feedback back to an AI agent in under 60 seconds. A platform that already rebuilds on every git push was one exposed entrypoint away from the same thing.

PaaS
self-hosting
infrastructure
AI agents
+1
Cloudflare's Containers Now Talk by Hostname — Only If You Hand-Wire Every Route
·Dora Noda·8 min

Cloudflare's Containers Now Talk by Hostname — Only If You Hand-Wire Every Route

Cloudflare's Containers GA pitches hostname-based routing as a networking upgrade. Reading the actual outboundByHost mechanism shows it's a proxy table you write one route at a time — nothing like what a ClusterIP Service already gives a Cluster-API PaaS for free.

self-hosting
PaaS
infrastructure
engineering
+1
Cluster API Provider OpenStack Ships v1beta2 Behind a New ORC Dependency: What Declarative Fleet Lifecycle Looks Like on Private OpenStack Instead of Hetzner
·Dora Noda·9 min

Cluster API Provider OpenStack Ships v1beta2 Behind a New ORC Dependency: What Declarative Fleet Lifecycle Looks Like on Private OpenStack Instead of Hetzner

CAPO's new v1beta2 API ships behind a hard dependency on openstack-resource-controller — here's what continuous reconciliation buys a Cluster API fleet on private OpenStack that Terraform-on-OpenStack can't, and why the model was never Hetzner-specific to begin with.

self-hosting
PaaS
infrastructure
engineering
+1
CNCF's 2026 Platform Engineering Report Says 35% of Teams Bolt AI Onto What They Already Have — Is 'AI-Native From Day One' the Wrong Pitch?
·Dora Noda·9 min

CNCF's 2026 Platform Engineering Report Says 35% of Teams Bolt AI Onto What They Already Have — Is 'AI-Native From Day One' the Wrong Pitch?

The report's 35% hybrid-platform stat looks like a case against AI-native architecture. Priced out against what hybrid actually costs in auth, golden paths, and governance, it reads the opposite way.

self-hosting
PaaS
infrastructure
AI
+1
Coolify, Dokploy, and CapRover Hit a Docker Swarm Ceiling
·Dora Noda·9 min

Coolify, Dokploy, and CapRover Hit a Docker Swarm Ceiling

Coolify, Dokploy, and CapRover get a solo developer to a running app fast — but a side-by-side of node failure recovery, storage, and tenant isolation shows exactly where their shared Docker Swarm architecture caps out, and when a Cluster API-provisioned fleet is worth the switch.

self-hosting
PaaS
infrastructure
engineering
Kubernetes Can Checkpoint Your Containers Now — It Still Can't Restore Them
·Dora Noda·8 min

Kubernetes Can Checkpoint Your Containers Now — It Still Can't Restore Them

Kubernetes can freeze a running container to disk today. It cannot restore one natively. A capability matrix, the GPU and security gaps behind it, and what sandbox vendors built instead while they waited.

self-hosting
PaaS
infrastructure
AI
+1
Crossplane's API-First Infrastructure Bet: What Agent-Operated Infra via Declarative CRDs Gets Right That a REST Deploy API Doesn't
·Dora Noda·8 min

Crossplane's API-First Infrastructure Bet: What Agent-Operated Infra via Declarative CRDs Gets Right That a REST Deploy API Doesn't

CNCF's case for Crossplane says AI agents operate better against Kubernetes-style CRDs than a REST deploy API. Here's the mechanism-by-mechanism reason why, what the tradeoff actually costs, and what a Render-compatible API should borrow from it.

PaaS
self-hosting
infrastructure
AI agents
+1
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