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Architecture

3 articles in Architecture.

Every Service Is Going to Need an MCP LayerEvery Service Is Going to Need an MCP Layer
October 17, 2025

Every Service Is Going to Need an MCP Layer

REST APIs were designed for humans calling services through UIs. AI agents are not humans. Here is what breaks when you expose your existing APIs to agents, and what the right architecture actually looks like.

EngineeringRead more →
The Self-Healing Stack: What AI-Native Infrastructure Actually MeansThe Self-Healing Stack: What AI-Native Infrastructure Actually Means
April 17, 2025

The Self-Healing Stack: What AI-Native Infrastructure Actually Means

The AI Cloud vision — where infrastructure monitors, optimizes, and repairs itself — is compelling. Some of it exists today. Most of it doesn't yet. Here's an honest breakdown of what self-healing infrastructure looks like in practice — and what engineers should actually be doing to prepare.

EngineeringRead more →
Building a GenAI Platform That Doesn't Collapse Under Its Own WeightBuilding a GenAI Platform That Doesn't Collapse Under Its Own Weight
February 3, 2025

Building a GenAI Platform That Doesn't Collapse Under Its Own Weight

Most GenAI platforms fail not because the models are bad, but because teams build everything at once. A practitioner's guide to layered GenAI architecture — from the minimal production-ready core to healthcare-grade guardrails and beyond.

EngineeringRead more →

Clint Johnson

I build stuff for healthcare companies. Sometimes it works, sometimes I learn something. Always caffeinated, usually in Nashville.

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