AI Lab
Short case studies on automation, prompt engineering, and RAG.
WatchDog: n8n watches containers and restarts them
Healthcheck → IF down → Docker restart → Discord + portfolio status. An uptime automation case study.
How I wrote a prompt that cut hallucinations by ~80%
Hard system rails, a knowledge JSON, and a ban on guessing — a practical pattern for a portfolio AI assistant.
My n8n schema for email analysis
Webhook → classification → field extraction → CRM/Slack routing. A simple pipeline that kills manual inbox triage.
RAG lesson: AutoDocs AI without noise
Chunking, metadata, and grounded questions — how to build semantic search that actually hits the docs.