AI Infrastructure on a Budget: Our VPS + Caddy + n8n Stack
How we run a full AI-assisted development and automation stack on a single VPS for under €15/month — and the trade-offs that come with that choice.
// Blog
Blog
Practical lessons from building AI workflow systems.
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AI Project Drift: What It Is and How to Fix It
AI-assisted projects silently accumulate information loss between sessions. Here's the real pattern, why it happens, and the systematic approach we use to stop it.
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The Docker Bind-Mount Trap: A Real AI Deployment Incident
We deployed a Caddy config update that appeared to succeed but changed nothing. Here's the exact failure, why it happened, and the one-line fix that works every time.
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Multi-Agent AI Workflows: Patterns That Actually Work
Single-agent AI setups hit ceilings fast. Here are the coordination patterns we use in production — including the mistakes we made getting there.
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Welcome to CoveLab
Real lessons from building AI-assisted development systems — infrastructure, workflow patterns, and the mistakes we made so you don't have to.