Queues and Scheduling

The service provider schedules piprice:run-due every minute. A host only needs to run Laravel’s scheduler and workers.

Lane Purpose
pi-discovery Search and candidate URL discovery.
pi-scrape Fetching, extracting, and normalizing observations.
pi-ai Forecasting, anomaly detection, narrative, and optional LLM work.
pi-notifications Alerts and webhook delivery.

Adaptive backoff stretches quiet targets and accelerates when recent observations change materially.

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