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

Show HN's Cygnus: What a Serverless-Runtime Framing Actually Changes (and What It Doesn't) Versus a Container-Per-App PaaS
·Dora Noda·9 min

Show HN's Cygnus: What a Serverless-Runtime Framing Actually Changes (and What It Doesn't) Versus a Container-Per-App PaaS

Cygnus revives an idle app from zero in about 30 milliseconds using kernel-sandboxed 'cages' instead of containers. Here's exactly what that architecture buys over Coolify and Dokploy's always-on containers — and why it still hits the same one-box ceiling the rest of the category has.

self-hosting
PaaS
infrastructure
engineering
+1
CVE-2026-18381: When Your Operator's CRD Field Becomes a Token Exfiltration Bootstrap
·Dora Noda·8 min

CVE-2026-18381: When Your Operator's CRD Field Becomes a Token Exfiltration Bootstrap

A user-editable upload URL in a Red Hat OpenShift operator let anyone with CR edit access steal its service-account token — no exploit needed, just a redirect. Here's the audit checklist for finding the same bug shape in your own operators.

security
Kubernetes
self-hosting
PaaS
Cloudflare D1's Per-Row Meter Turned 765,000 Rows Into a $134 Bill: What a 10GB-Per-Database Cap Costs a Bundled PaaS Database
·Dora Noda·8 min

Cloudflare D1's Per-Row Meter Turned 765,000 Rows Into a $134 Bill: What a 10GB-Per-Database Cap Costs a Bundled PaaS Database

A published $134 Cloudflare D1 bill — 95% of it a single line item of 127 billion metered row reads from a missing index — is a concrete look at what per-row database billing and a 10GB-per-database cap actually cost, against a self-hosted SQLite-plus-Litestream setup where a bad query is a latency problem, not an invoice line.

self-hosting
PaaS
cost-optimization
infrastructure
Buildpacks vs Dockerfiles for a Git-Push PaaS: The Real Build-Time, Image-Size, and Leaked-Detail Numbers
·Dora Noda·9 min

Buildpacks vs Dockerfiles for a Git-Push PaaS: The Real Build-Time, Image-Size, and Leaked-Detail Numbers

Buildpacks promise 'no Dockerfile needed,' Dockerfiles promise full control. A real, sourced comparison of build time, image size, and how much implementation detail each one pushes back onto the developer.

PaaS
self-hosting
infrastructure
engineering
The Buildpack Escape Hatch: Why 'No Dockerfile' Breaks for About 1 in 5 Repos
·Dora Noda·10 min

The Buildpack Escape Hatch: Why 'No Dockerfile' Breaks for About 1 in 5 Repos

Buildpack pitches promise you'll never write a Dockerfile — until the detect phase rejects your repo with no editable file to fix. A worked estimate of how often that happens, and the three-tier escape hatch a git-push platform should ship instead of just falling back to raw Dockerfiles.

PaaS
self-hosting
developer tools
engineering
Blue-Green Deploys on Cluster API: Flipping a Tenant's Traffic Between Two MachineDeployments Without Touching the Load Balancer
·Dora Noda·9 min

Blue-Green Deploys on Cluster API: Flipping a Tenant's Traffic Between Two MachineDeployments Without Touching the Load Balancer

A rolling MachineDeployment update isn't blue-green. Here's the actual Cluster API primitive for an atomic, instantly-reversible traffic cutover — two MachineDeployments, one Service selector flip, and the in-flight-request handling most implementations skip.

Kubernetes
self-hosting
PaaS
infrastructure
+1
Your AI Agent's Debug Loop Costs Grow Quadratically, Not Linearly — Here's the Math
·Dora Noda·8 min

Your AI Agent's Debug Loop Costs Grow Quadratically, Not Linearly — Here's the Math

A 50-step AI agent debug loop bills 26x more than the tool calls it actually made — because every LLM call resends the entire conversation history. Here's the math, the real dollar cost for a deploy-from-chat MCP server, and the fix that actually bounds it.

AI
LLM
PaaS
self-hosting
+1
Zeabur's $5 'No Sleep' Credit vs a €4.35 Hetzner Box: What You're Actually Paying For
·Dora Noda·9 min

Zeabur's $5 'No Sleep' Credit vs a €4.35 Hetzner Box: What You're Actually Paying For

Zeabur's $5/month Dev plan sells freedom from cold-start sleep. A line-by-line recompute of what that $5 credit actually covers on Zeabur's metered RAM pricing versus a €4.35 Hetzner CX22 that was never billed by the minute at all.

self-hosting
PaaS
cost-optimization
infrastructure
Your MCP Server Doesn't Know Who's Deploying. WorkOS's OAuth 2.1 Stack Fixes That
·Dora Noda·10 min

Your MCP Server Doesn't Know Who's Deploying. WorkOS's OAuth 2.1 Stack Fixes That

Most MCP servers still trust a bearer token in an env var. WorkOS's May 2026 OAuth 2.1 stack — CIMD, Resource Indicators, and on-behalf-of token exchange — finally answers the question a deploy-authority MCP server can't skip: which agent, acting for whom, just asked to ship to production?

Model Context Protocol
security
AI agents
self-hosting
+1
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