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

Netlify's Credit Cap Doesn't Just Cost You More — It Can Stop Your Deploys Cold
·Dora Noda·9 min

Netlify's Credit Cap Doesn't Just Cost You More — It Can Stop Your Deploys Cold

A July 2026 bug locked Netlify accounts out of production deploys with credits to spare — a live case study in what a hard credit ceiling costs that a metered overage bill never could.

self-hosting
PaaS
cost-optimization
infrastructure
Neon's 2026 Pricing Reset: What $0.106/CU-Hour Serverless Postgres Really Costs Against Self-Hosted CNPG on Hetzner
·Dora Noda·9 min

Neon's 2026 Pricing Reset: What $0.106/CU-Hour Serverless Postgres Really Costs Against Self-Hosted CNPG on Hetzner

Neon's compute and storage rates have dropped repeatedly since the Databricks deal. A line-by-line recompute of what a branching-heavy Postgres workload actually costs on Neon's 2026 pricing versus CloudNativePG on Hetzner — including the labor cost of manual branch refreshes that most comparisons leave out.

self-hosting
PaaS
infrastructure
cost-optimization
+1
Microsoft's Poisoned MCP Tool Descriptions: When an Approved Tool's Metadata Silently Changes to Leak Data, Not Its Code
·Dora Noda·11 min

Microsoft's Poisoned MCP Tool Descriptions: When an Approved Tool's Metadata Silently Changes to Leak Data, Not Its Code

Microsoft's June 2026 guidance shows an MCP tool's approved name and summary can stay frozen while its description silently changes to smuggle a hidden instruction. Here's the attack, three real precedents, and the checklist a deploy-from-chat MCP server needs to catch it.

Model Context Protocol
AI agents
cybersecurity
self-hosting
+1
10,000 MCP Servers and Counting: Why Deploy-From-Chat's Real Bottleneck Is Discovery, Not Capability
·Dora Noda·9 min

10,000 MCP Servers and Counting: Why Deploy-From-Chat's Real Bottleneck Is Discovery, Not Capability

The official MCP Registry now lists nearly 10,000 servers and MCP SDKs hit 97 million monthly downloads. Here's why that scale makes discovery and trust the real bottleneck for a deploy-from-chat MCP server — and what actually closes the gap.

Model Context Protocol
AI agents
self-hosting
PaaS
+1
MCP Apps Ships July 28: What a Rollout Dashboard Instead of Raw JSON Means for Deploy-From-Chat
·Dora Noda·8 min

MCP Apps Ships July 28: What a Rollout Dashboard Instead of Raw JSON Means for Deploy-From-Chat

MCP Apps lets a tool return a live, sandboxed dashboard instead of a JSON blob the model has to paraphrase. Here's exactly what that changes for a deploy-from-chat platform's rollout and rollback tools.

Model Context Protocol
self-hosting
PaaS
infrastructure
+1
Database Branching Without a Control Plane: What Neon and Turso Actually Sell — and What Litestream Gives You for Free
·Dora Noda·9 min

Database Branching Without a Control Plane: What Neon and Turso Actually Sell — and What Litestream Gives You for Free

Neon, Turso, and a self-hosted SQLite file all sell 'instant database branch' — but they aren't the same trick, and self-hosting libSQL doesn't get you Turso's branch command for free. What each one actually costs, and the litestream restore recipe that replaces it for low-traffic, single-tenant workloads.

self-hosting
PaaS
infrastructure
cost-optimization
+1
Let's Encrypt's 2.5-Hour Outage Broke Live Renewals: A Real Fallback-CA Design for Self-Hosted ACME
·Dora Noda·12 min

Let's Encrypt's 2.5-Hour Outage Broke Live Renewals: A Real Fallback-CA Design for Self-Hosted ACME

Let's Encrypt's May 2026 outage lasted 2.5 hours and still broke live renewals. The renewal-buffer math showing why short-lived certificates make it worse, and a concrete two-issuer failover design for self-hosted ACME automation.

self-hosting
PaaS
security
infrastructure
+1
Kubernetes' New Node Readiness Controller: Closing the Gap Between 'Node Joined' and 'Node Is Safe' on a Bare-Metal Fleet
·Dora Noda·10 min

Kubernetes' New Node Readiness Controller: Closing the Gap Between 'Node Joined' and 'Node Is Safe' on a Bare-Metal Fleet

A new kubernetes-sigs controller lets operators declare exactly which conditions a node must meet before it's schedulable — here's how it works, and exactly where the gap it closes shows up in a Cluster API Hetzner fleet's own bootstrap sequence.

PaaS
self-hosting
infrastructure
cloud computing
Kubernetes 1.35 Takes In-Place Pod Resize to GA: What the Restart-Based Workaround It Just Killed Was Actually Costing You
·Dora Noda·8 min

Kubernetes 1.35 Takes In-Place Pod Resize to GA: What the Restart-Based Workaround It Just Killed Was Actually Costing You

In-place pod resize reached GA in Kubernetes 1.35. Here's the before/after: what evicting and rescheduling a pod to change its CPU/memory actually cost versus a resize subresource PATCH that completes in seconds — and what a Cluster-API-managed PaaS's own autoscaling logic should do differently now.

self-hosting
PaaS
infrastructure
scalability
+1
Showing 1594–1602 of 3495 posts

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