Mr. IntegralGram–Schmidt and QR Factorization — Cheat sheet
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Core rule
Subtract earlier projections, then normalize. For full column rank, with and upper triangular invertible .
Watch for
Zero residuals indicate dependence. Rectangular does not satisfy on the entire output space.