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

70% of Platform Initiatives Fail Without a Golden Path: Inside Vol. 4 of the State of Platform Engineering Report
·Dora Noda·10 min

70% of Platform Initiatives Fail Without a Golden Path: Inside Vol. 4 of the State of Platform Engineering Report

The 518-engineer State of Platform Engineering Report Vol. 4 finds ~70% of internal platforms fail without a golden path, adoption cliffs from 80% to under 20%, and nearly 30% of teams measure nothing — here are the four metrics that fix it and the build-vs-adopt call the data forces.

PaaS
engineering
infrastructure
self-hosting
+1
Oxide's $445M SEC Form D: The Decade's Biggest On-Prem Hardware Bet and What It Says About Owning Your Machines
·Dora Noda·10 min

Oxide's $445M SEC Form D: The Decade's Biggest On-Prem Hardware Bet and What It Says About Owning Your Machines

An August 4, 2026 SEC Form D shows Oxide Computer raised $445M six months after its $200M Series C — roughly $645M in half a year for cloud computers you own. What the filing actually says, where a €50 Hetzner box sits on the same ownership spectrum, and the deploy-experience layer the raise doesn't cover.

self-hosting
infrastructure
cloud computing
fundraising
+1
OpenCost 1.121 Brings Inference Cost Tracking to Kubernetes: Metering GPU Token Workloads Like Any Other Tenant
·Dora Noda·10 min

OpenCost 1.121 Brings Inference Cost Tracking to Kubernetes: Metering GPU Token Workloads Like Any Other Tenant

OpenCost 1.121 adds per-inference cost metering to Kubernetes, so self-hosters can finally measure dollars per million tokens per tenant. We decompose owned vs leased vs rented GPU vs API costs, find the utilization crossover, and wire vLLM token metrics into a multi-tenant showback report.

Kubernetes
cost-optimization
self-hosting
LLM
+1
OpenAI's Presence Ships With Engineers, Not a Deploy Button: What the Gap Between Enterprise Agents and Git-Push Reveals
·Dora Noda·11 min

OpenAI's Presence Ships With Engineers, Not a Deploy Button: What the Gap Between Enterprise Agents and Git-Push Reveals

OpenAI launched Presence with engineer-led deployments instead of a self-service console. A decomposition of its six-stage process shows which half genuinely needs consultants — and which half is deploy-and-operate mechanics a git-push platform already made a one-command path.

openai
AI agents
PaaS
self-hosting
+1
45-Day Let's Encrypt Certificates Are Here: The Renewal-Automation Bar Every Self-Hosted PaaS Now Has to Clear
·Dora Noda·12 min

45-Day Let's Encrypt Certificates Are Here: The Renewal-Automation Bar Every Self-Hosted PaaS Now Has to Clear

Let's Encrypt's tlsserver profile dropped to 45-day certificates on May 13, 2026, and the default follows by 2028. A five-point audit of what a halved renewal window demands from a self-hosted PaaS's ACME pipeline: percentage-based margins, retry isolation, external expiry alerting, ARI, and 1-hour authorizations.

security
infrastructure
self-hosting
PaaS
+1
Kubernetes v1.37's Deprecation Sweep: The Migration Inventory a Cluster API Fleet Needs Before August 26
·Dora Noda·9 min

Kubernetes v1.37's Deprecation Sweep: The Migration Inventory a Cluster API Fleet Needs Before August 26

Kubernetes v1.37 lands August 26, 2026, and the July 31 sneak peek already names every deprecation and breaking change. Here is the full migration inventory for a Cluster API fleet — ipvs kube-proxy, static-pod Secret refs, cgroup v1, SELinuxMount GA — with the audit command and deadline for each.

Kubernetes
self-hosting
PaaS
migration
+1
Metering Your Tenants: Build a Kubernetes Metrics Exporter for Railway-Style Usage Showback
·Dora Noda·10 min

Metering Your Tenants: Build a Kubernetes Metrics Exporter for Railway-Style Usage Showback

Build a small Go exporter that turns cAdvisor's CPU, working-set memory, and network counters into per-app usage statements priced at Railway's public meters — plus the five cAdvisor pitfalls that silently corrupt naive per-container accounting.

Kubernetes
PaaS
self-hosting
cost-optimization
+1
Hetzner Raised Prices Three Times in Six Months: The "Just Use a Cheap Hetzner Box" Math, Recomputed
·Dora Noda·12 min

Hetzner Raised Prices Three Times in Six Months: The "Just Use a Cheap Hetzner Box" Math, Recomputed

Hetzner repriced three times in six months, pushing dedicated-vCPU and bare-metal lines up 2.3-3.7x on June 15, 2026. A line-by-line recompute of the self-hosting-vs-managed-PaaS math on the new price list — including the tier where an 11x advantage compressed to 4x, and why self-healing fleets forfeit grandfathered pricing.

self-hosting
PaaS
cost-optimization
infrastructure
+1
The 4GB RAM Price Gap: What Hetzner at $4 vs Heroku at $260 Actually Buys You
·Dora Noda·10 min

The 4GB RAM Price Gap: What Hetzner at $4 vs Heroku at $260 Actually Buys You

A 4GB-RAM machine costs $4 on Hetzner and $250+ on Heroku. Re-verified 2026 prices, an itemized look at what the 14x–125x premium buys, and a break-even table that prices in your own ops hours.

PaaS
self-hosting
Kubernetes
cost-optimization
+1
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