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Limitations

  • Single classifier family: affine binary over ℚ.
  • Single robustness notion: L∞ margin with ‖w‖₁ Lipschitz factor.
  • Strict inequality required; boundary equality is not certified.
  • Classification uses strict positivity (score > 0); score 0 is class false.
  • No floating-point soundness claim.
  • Docker/CI Lean builds download mathlib on first run (large).
  • v0.1.0 is unauthorized until independent review (LV-11) and the §14 checklist in release-process.md complete.
  • Legacy FormalVerifML breadth is intentionally excluded from the supported surface.