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  "predictions": [
    "At lambda=0 residual=2; increasing lambda follows 2/(1+4 lambda).",
    "The Gibbs incompatibility squared scales as 1/gamma^2, so halving gamma quadruples it.",
    "At large lambda residual tends to zero (compatibility), while fitting error increases because targets are intentionally incompatible."
  ]
}