Use one complete finite atomic probability space with aligned exact nonnegative masses=[1/2, 1/2, 0/1], summing to 1, and supplied full-tail settling_indices=[4, 5, null]. An integer N declares equality to the common limit from that index onward on this atom; null denotes a model-declared nonconvergent atom, not merely a missing file or unchecked proof receipt. Every positive-mass atom must converge; a zero-mass failure is ignored only for the almost-sure claim. Keep exact reduced rational text, omitting /1 for integers. A finite observed prefix alone is not this universal-tail certificate. Give (positive_mass_rows,maximum_settling_index,almost_sure?,certificate). The certificate is uniform_finite_atom_tail_after_maximum or positive_mass_nonconvergent_atom.
G001 — Use one complete finite atomic probability space with aligned exact nonnegative masses=[1/2, 1/2, 0/1], summing to 1, and supplied full-tail settling_indices=[4, 5, null]. An integer N declares equality to the common limit from that index onward on this atom; null denotes a model-declared nonconvergent atom, not merely a missing file or unchecked proof receipt. Every positive-mass atom must converge; a zero-mass failure is ignored only for the almost-sure claim. Keep exact reduced rational text, omitting /1 for integers. A finite observed prefix alone is not this universal-tail certificate. Give (positive_mass_rows,maximum_settling_index,almost_sure?,certificate). The certificate is uniform_finite_atom_tail_after_maximum or positive_mass_nonconvergent_atom.
Definition and scope
Use the original question domain, assumptions and cited MKO definitions. This item has second-context mathematical and bilingual review, with the model, answer and every arithmetic step independently recomputed from the original parameters; the source question remains a candidate.
normalized nonnegative masses=[1/2, 1/2, 0];total=1;integer N means equality to common limit at EVERY later index;null means model-declared nonconvergence
Conditions: none
Fix the same probability space and aligned atoms.An integer N declares equality on the entire later tail;null is model-declared nonconvergence,not an unchecked or missing receipt.These universal declarations cannot be manufactured from a finite observation.
original atom=0;exact mass=1/2;full-tail declaration=4
After
atom row=[0, 1/2, 4, Yes, Yes]
Conditions: none
Every positive-mass atom must have its convergent-tail declaration.A zero-mass failure may be ignored only for an almost-sure claim.Keep every atom's original order,mass and declaration;do not delete null atoms and pretend the statement holds everywhere.
original atom=1;exact mass=1/2;full-tail declaration=5
After
atom row=[1, 1/2, 5, Yes, Yes]
Conditions: none
Every positive-mass atom must have its convergent-tail declaration.A zero-mass failure may be ignored only for an almost-sure claim.Keep every atom's original order,mass and declaration;do not delete null atoms and pretend the statement holds everywhere.
original atom=2;exact mass=0;full-tail declaration=null
After
atom row=[2, 0, null, No, Yes]
Conditions: none
Every positive-mass atom must have its convergent-tail declaration.A zero-mass failure may be ignored only for an almost-sure claim.Keep every atom's original order,mass and declaration;do not delete null atoms and pretend the statement holds everywhere.
On this complete finite atomic space,the bad set has mass0 exactly when it contains no positive-mass atom.That gives probability1 without changing actual nonconvergence on a null atom.
maximum settling index=5;certificate=uniform_finite_atom_tail_after_maximum
Conditions: none
When every positive atom has an integer cutoff,take the maximum of finitely many cutoffs.All positive atoms then equal the common limit together.Null-atom cutoffs are irrelevant.If a positive atom is declared nonconvergent,return null rather than invent a finite bound.This finite maximum is not a theorem about arbitrary infinite atomic spaces.
The full substitutions and premise checks give the original answer; source identity,format and status are unchanged.
This question review and source binding
Review date: 2026-10-26
Original questions, answers, step expressions, numeric ASTs and historical records are retained. Source candidate labels remain historical and are not overwritten as formal proof.