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Insights, analysis, and updates from the AI agent economy. Browse by tag · Browse the archive.
Crossplane vs. Cluster API: Draw the Boundary Before AI Draws It for You
Crossplane and Cluster API use Kubernetes reconciliation, but they own different things. Map the boundary between cluster lifecycle, external services, and tenant APIs before exposing infrastructure to AI agents.
Coolify Critical CVEs: The PaaS Isolation Lesson
Critical Coolify advisories show how authorization failures and deployment input can reach privileged infrastructure—and which layered controls can narrow the blast radius.
An Agent Can Run Your Home Lab. That Doesn't Make It a Fleet Control Plane.
A concrete boundary between an MCP agent operating a Coolify home lab and a declarative Cluster API fleet, with practical signals for when the architecture needs to change.
CNCF's 276–327-Patch Maintenance Bill for an Internal Platform
A 14-project Kubernetes platform can face 276–327 patches, 43–52 minor upgrades, and 2–5 major upgrades a year. This worked model turns that queue into 187–1,063 engineer-hours and shows how part-time operators can contain it.
Anthropic Paused Its Claude Agent SDK Meter. Your Agent-Ops Cost Model Still Needs It.
Anthropic paused its proposed Agent SDK credit split, but deploy-from-chat platforms still need a concrete model for attributing and budgeting unattended agent work.
Before AI Agents Operate Your Platform: The Catalog Hygiene Contract Your IDP Needs
Use a field-level catalog contract, a worked deploy example, and staged authority controls to let AI agents safely operate a self-hosted developer platform.
CADD Is Live: What a Regulated CAD Stablecoin Actually Changes for Cross-Border Payments
CADD puts regulated Canadian-dollar settlement on Base, Ethereum, and Tempo. Here is the payment-path breakdown of what it changes for cross-border transfers—and the FX, payout, custody, and support work it does not replace.
Bitcoin Lending After the Collapse: A Practical Test of Four Institutional Controls
Evaluate institutional Bitcoin loans after the 2022 failures with a four-control framework, an LTV stress test, and a six-point diligence checklist.
Bitcoin ETFs Can Buy 10× New Supply. That Still Isn't a Structural Shortage.
A 10× Bitcoin ETF-to-mining ratio is real arithmetic, but it is not a price forecast. Learn how to calculate it, where the missing supply comes from, and which flow signals matter.
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