Regression Diagnostics2026-11-11diagnosticsresidualsleveragecooks‑distancehat‑matrixcollinearityheteroscedasticityregressionstatisticsmath5806agenticChecking a fitted linear model against its assumptions: the hat matrix, standardised and studentised residuals, leverage, Cook's distance, R-squared, and the classic failure modes with their remedies.