automation
The Demand-Aware Controller Pattern: Replacing Fixed Timers With State-Reading Triggers
We run 60+ scheduled timers on a single VPS. For months, many of them fired on fixed intervals — every 30 minutes, every hour, every 6 hours — regardless of whether there was actually work to do. The AI lead generator ran every 4 hours even when the pipeline already had 12