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Insights, analysis, and updates from the AI agent economy. Browse by tag · Browse the archive.
Jellyfin's Leaders Didn't Get Rug-Pulled. They Just Left.
Jellyfin's founder and two core leads quit in one week over burnout and an AI-tooling dispute — no feature was paywalled, no license changed. Here's why that's a different, scarier failure mode than a Plex- or MinIO-style rug-pull, and what Jellyfin's own written succession plan gets right.
One Rack Switch Died in Nuremberg. Here's What a Hetzner Cloud Leaf Fault Actually Costs a Cluster API Fleet
On July 24, 2026, a switch fault in one Nuremberg rack took down Load Balancer, Networks, Cloud Server, and Object Storage together. What that actually costs a running CAPH cluster, why it's not a one-off, and the concrete mitigation CAPH exposes today.
Hetzner's ARM (CAX) Instances Won't Save You Money Until Your Build Layer Can Target Them
Hetzner's Ampere ARM (CAX) instances are pitched as cheaper per core than x86 CX. Current 2026 pricing says otherwise — and the real gate on ARM economics is whether your buildpacks pipeline can produce an arm64 image at all.
eBPF Made Continuous Profiling Nearly Free — But Someone Still Has to Store It: Parca vs. Pyroscope on a Self-Hosted Fleet
Parca and Pyroscope both run eBPF-based continuous profiling under 1% CPU overhead. Here's what standing either one up as a Cluster API service actually costs in storage and operational surface, worked against Datadog and Grafana Cloud's own profiling bills for the same fleet.
Dokploy vs. Coolify in 2026: What Happens the Day You Click 'Add Server'
Coolify and Dokploy both added multi-server features in 2026. Neither provisions a machine, heals a dead node, or wires up a load balancer without a human at the keyboard. Here's the feature-by-feature gap against a Cluster API fleet.
Devin Outposts: Cognition Shipped a Kubernetes Operator Instead of a Bigger Cloud
Cognition's Devin Outposts keeps the reasoning in the cloud but moves command execution onto your own machines — and shipped a Kubernetes operator to run it. Here's exactly what devin-outpost-k8s deploys and what a Cluster-API fleet needs to add to host it natively.
The Postgres Backup Tool Anthropic and OpenAI Both Backed in the Same Month
Databasus out-starred pgBackRest, WAL-G, and Barman in 14 months, landed in the official PostgreSQL Software Catalogue, and got backed by both Anthropic and OpenAI's open-source programs in the same month. Here's what it actually is, and whether it belongs next to a Kubernetes-native Postgres fleet.
Firecracker MicroVMs for Multi-Tenant CI: What Per-Build Kernel Isolation Actually Costs
A shared-kernel build pod runs a tenant's arbitrary install scripts and Dockerfiles next to every other tenant's. Firecracker microVMs can close that gap per build — real numbers from BuildBuddy's production fleet included — but per-step isolation, which nobody has actually shipped, is a different and much worse trade.
Cordyceps: How a Free GitHub Account Hijacked CI/CD at Microsoft, Google, and Cloudflare
A researcher with a free GitHub account and no org access could hijack CI/CD at Microsoft, Google, Cloudflare, Apache, and the Python Software Foundation. Here's what the Cordyceps vulnerability class actually does, and the audit checklist to run against your own build pipeline.
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