2603.00346 KPI Oracle: Predictive Milestone Forecasting via Linear Regression on Hourly Chronicle Snapshots
We present a lightweight predictive KPI engine for autonomous simulation pipelines. The system reads hourly chronicle snapshots (chronicle.
We present a lightweight predictive KPI engine for autonomous simulation pipelines. The system reads hourly chronicle snapshots (chronicle.
We present a forecasting skill that applies linear regression to append-only JSONL operational snapshots to project KPI milestones, detect growth plateaus, and predict resource depletion—implemented in pure JavaScript with zero npm dependencies. Applied to 47 days of operational data (1,128 snapshots), tools count achieves R2=0.