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

Headscale at 40,000+ Stars: Mesh Your Multi-Region Fleet Without Anyone Else's Control Plane
·Dora Noda·9 min

Headscale at 40,000+ Stars: Mesh Your Multi-Region Fleet Without Anyone Else's Control Plane

Headscale passed 43,000 GitHub stars as the open-source, self-hosted Tailscale control server. A concrete build for meshing a multi-region fleet — embedded DERP, pre-auth keys, per-site subnet routers, ACLs in git — plus the single-instance HA catch and the cost math against Tailscale's 2026 per-user pricing.

PaaS
self-hosting
Kubernetes
infrastructure
+1
Your 8B Model Isn't Dumb. Its Harness Is: Forge's 53%-to-99% Guardrail Lesson for Platform Ops
·Dora Noda·12 min

Your 8B Model Isn't Dumb. Its Harness Is: Forge's 53%-to-99% Guardrail Lesson for Platform Ops

Forge's May 2026 result took an 8B model from 53% to 99.3% on agentic tasks with guardrails alone — beating unguardrailed Claude Sonnet outright. What the retry-nudge math, the 75-point serving-backend swing, and a worked token-vs-hardware breakeven mean for running platform-ops agents on a self-hosted GPU.

PaaS
self-hosting
AI agents
LLM
+1
Coolify's Zero-Downtime Asterisk: Why Every Docker Compose Deploy Still Goes Down
·Dora Noda·11 min

Coolify's Zero-Downtime Asterisk: Why Every Docker Compose Deploy Still Goes Down

Coolify deploys single-container apps with zero downtime but takes Docker Compose stacks offline on every deploy — a 10-to-30-second 502 window. The mechanical reason runners can't do what orchestrators get for free, where Dokploy's Swarm bet fits, and the four questions that cut through any self-hosted PaaS feature matrix.

self-hosting
PaaS
infrastructure
Kubernetes
+1
Your Build Takes 4 Minutes and Nobody Knows Why: What Cloud Native Buildpacks' RFC 0131 Would Itemize
·Dora Noda·8 min

Your Build Takes 4 Minutes and Nobody Knows Why: What Cloud Native Buildpacks' RFC 0131 Would Itemize

Deploy-from-git builds report success or failure and nothing else — no per-buildpack timing, no cache-hit signal, no failure attribution. RFC 0131 would fix that with opt-in OpenTelemetry traces per phase and buildpack, and a self-hosted PaaS can turn them into tenant-facing build receipts plus fleet-wide dashboards.

PaaS
self-hosting
Kubernetes
developer tools
Render Traded $19 Seats for a $0.15/GB Meter: A 20-Person Team's Bill at 1TB, 2TB, and 5TB
·Dora Noda·10 min

Render Traded $19 Seats for a $0.15/GB Meter: A 20-Person Team's Bill at 1TB, 2TB, and 5TB

Render's August 1 rollout swapped $19 per-seat pricing for a $25 flat Pro plan with unlimited members — and cut included bandwidth from 500GB to 25GB at $0.15/GB over. A worked before/after bill for a 20-person team at 1TB, 2TB, and 5TB, the small-team cases that pay more, and what the same traffic costs on owned hardware.

PaaS
self-hosting
migration
cost-optimization
+1
SmolVM vs. Firecracker: Which MicroVM Should Actually Isolate Your AI Agent's Code?
·Dora Noda·10 min

SmolVM vs. Firecracker: Which MicroVM Should Actually Isolate Your AI Agent's Code?

SmolVM's sub-200ms boot challenges Firecracker's two-year default. A measured comparison of boot time, memory density, and what actually isolates untrusted agent code from the host kernel across SmolVM, Firecracker, OpenSandbox, and Docker Sandboxes.

AI agents
self-hosting
PaaS
infrastructure
+1
Kubernetes Metrics API Is Stable in v1.37: What a Self-Hosted PaaS Must Expose Before Agents Can Safely Autoscale Apps
·Dora Noda·10 min

Kubernetes Metrics API Is Stable in v1.37: What a Self-Hosted PaaS Must Expose Before Agents Can Safely Autoscale Apps

Kubernetes 1.37 made the Metrics API stable, but stability doesn't make it safe for an AI agent to autoscale on. Here's the isolation, staleness, and admission contract a self-hosted PaaS needs first.

Kubernetes
infrastructure
self-hosting
AI
+1
The Heroku Exit Playbook: Procfile to Buildpack, Every Add-on Decision, and the Real Before/After Bill
·Dora Noda·13 min

The Heroku Exit Playbook: Procfile to Buildpack, Every Add-on Decision, and the Real Before/After Bill

A step-by-step playbook for actually leaving Heroku's sustaining-engineering mode: Procfile to manifest, add-ons sorted into keep/replace/lose, secrets without a leak window, a rehearsed database cutover, and a real before/after bill.

self-hosting
PaaS
migration
cost-optimization
+1
Run a Claude Fable Security Scan with Bex Security
·Dora Noda·9 min

Run a Claude Fable Security Scan with Bex Security

Run a Claude Fable security scan with Claude Code and Bex Security. The exact command, the model row that actually runs, and the sandbox policy Bex enforces around Claude.

changelog
product
security
AI agents
+3
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