Blog

Practical notes on AI agents, Laravel/Vue systems, DevOps, developer tools, and software decisions that need to survive maintenance.

devops · · 14 min

Zero-Cost Observability for Agent Crons

A low-cost observability pattern for agent crons using logs, artifacts, summaries, and delivery checks before adding paid monitoring tools.

workflow · · 12 min

Closed Loop Beats More Automation

Why automation only compounds when it closes the loop with metrics, review, and next actions instead of simply generating more output.