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

Render vs Railway vs Fly.io in September 2026: A Decision Framework, Not Another Price Table
·Dora Noda·10 min

Render vs Railway vs Fly.io in September 2026: A Decision Framework, Not Another Price Table

Render for simplicity, Railway for deploy speed, Fly.io for edge — and self-hosting for the bill. A workload-shape decision framework built on each platform's 2026 pricing changes, plus the fourth option the roundups never price.

PaaS
self-hosting
migration
cost-optimization
MCP Won the Protocol War: Build-vs-Buy Math for Your Own Deploy MCP Server
·Dora Noda·10 min

MCP Won the Protocol War: Build-vs-Buy Math for Your Own Deploy MCP Server

OpenAI adopted rival Anthropic's MCP and the protocol now lives under the Linux Foundation, so the standards bet is settled. What remains is the build-vs-buy math for your own deploy and rollback MCP server, with real 2026 cost envelopes.

Model Context Protocol
AI agents
openai
cost-optimization
+1
Northflank vs bex: Same Kubernetes-Native Pitch, Opposite Answers to Who Owns What
·Dora Noda·10 min

Northflank vs bex: Same Kubernetes-Native Pitch, Opposite Answers to Who Owns What

Northflank and bex both promise git-push deploys on real Kubernetes — but one is closed SaaS with a per-second meter and the other is Apache-2.0 software on your own machines. A line-by-line comparison of the bill, the data boundary, and who gets paged.

PaaS
self-hosting
Kubernetes
cost-optimization
+1
Nixploy Put the MCP Server Inside the PaaS Process: What Deploy-via-MCP Gains (and Risks)
·Dora Noda·11 min

Nixploy Put the MCP Server Inside the PaaS Process: What Deploy-via-MCP Gains (and Risks)

Nixploy serves its MCP endpoint from the same Node process as its dashboard, deploy queue, and API — one auth boundary, one audit log, no state drift. The concrete wins, the failure modes it inherits, and whether every self-hosted PaaS converges on MCP in the box.

Model Context Protocol
AI agents
self-hosting
PaaS
+1
Netlify's Durable Functions Break the 26-Second Ceiling — But Not the Ceiling That Matters
·Dora Noda·9 min

Netlify's Durable Functions Break the 26-Second Ceiling — But Not the Ceiling That Matters

Netlify's Async Workloads turn 26-second functions into durable 15-minute workflows — but no persistent processes, no WebSockets, and a credit meter sized for bursty compute. The timeout ladder, the pricing math, and a stay-or-move guide.

PaaS
migration
self-hosting
cost-optimization
Microsoft Foundry's Agent Optimizer Closed the Loop. Here's the Self-Hosted Parts List.
·Dora Noda·11 min

Microsoft Foundry's Agent Optimizer Closed the Loop. Here's the Self-Hosted Parts List.

Microsoft Foundry's Agent Optimizer turns production traces into ranked agent improvements automatically. A stage-by-stage map of the same observe-evaluate-optimize-deploy loop built from self-hosted parts — and why the promotion step belongs in a pull request.

AI agents
self-hosting
PaaS
infrastructure
Metal3 and Ironic for True Bare Metal: What Cluster API Looks Like Without a Cloud API Underneath
·Dora Noda·9 min

Metal3 and Ironic for True Bare Metal: What Cluster API Looks Like Without a Cloud API Underneath

Metal3 brings Cluster API to rack servers with BMCs instead of cloud APIs. A side-by-side CAPM3-vs-CAPH walkthrough — IPA image delivery, per-host BMC secrets, DIY load balancing — and why it complements CAPH instead of replacing it.

Kubernetes
self-hosting
PaaS
infrastructure
MCP Goes Stateless: What Server Cards and A2A Mean for a Deploy-From-Chat Server
·Dora Noda·10 min

MCP Goes Stateless: What Server Cards and A2A Mean for a Deploy-From-Chat Server

MCP's July 2026 spec deletes protocol sessions, adds Server Card discovery, and pairs with A2A for coordination. Here is how a deploy-from-chat server must redesign its tool contract: explicit handles, declared approval gates, and a Card strangers can trust.

Model Context Protocol
AI agents
PaaS
self-hosting
+1
Your Deploy MCP Server Still Polls in a Loop. The August MCP Roadmap Wants to End That
·Dora Noda·10 min

Your Deploy MCP Server Still Polls in a Loop. The August MCP Roadmap Wants to End That

MCP's August 2026 roadmap makes server-initiated events its top priority. Here is what push delivery changes for deploy-from-chat servers still polling task handles — and whether to build your own event layer now or wait for the standard.

Model Context Protocol
AI agents
engineering
self-hosting
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