# Question 33864: Gradient Linearity Preserves the Fixed Coordinate Order

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This teaching derivation has second-context AI mathematical and bilingual semantic review, limited to the model and assumptions stated in this question. It has no human review or new Lean proof and does not promote the original question or MKO to Canonical truth.

R0066-33864 · q-20261015-pulse-20261119-r06-0014



## Original question and givens

Use gradients of differentiable f and g at the same point: grad_f=[14, 3], grad_g=[6, -14], alpha=1/2, beta=2/3. Give (gradient_f, gradient_g, alpha, beta, combined_gradient, coordinate_scope).


- G001 — Use gradients of differentiable f and g at the same point: grad_f=[14, 3], grad_g=[6, -14], alpha=1/2, beta=2/3. Give (gradient_f, gradient_g, alpha, beta, combined_gradient, coordinate_scope).





## 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.


- [mko-gradient-vector](https://ocme.evemisslab.com/en/mko/mko-gradient-vector/)





## Step-by-step derivation

S001 · impliesBefore

source roles = [qf-mod50-graddeep-linearity, [alpha, beta, domain, gradient_f, gradient_g, operation]]

After

derived = [graddeep-linearity, Exact_gradient_vector_density]

Conditions: none

THIS source uses LOCAL-hyphen operations with exact keys/domain.Keep source field order and numeric/Boolean/string roles;integer rational texts omit/1.Original questions,English,MKOs,ASTs and statuses remain unchanged.

Step identifiers and dependenciesRule: R66_EXACT_source_bank_keys_local_operation_domain · Uses: G001





S002 · impliesBefore

source roles = [gradient f ORIGINAL raw coordinate0, 100000000, 14, 1]

After

derived = [[14, 1], 14]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S001





S003 · calculationBefore

gradient f ORIGINAL raw coordinate0 ORIGINAL numerator over denominator := div(14, 1)

After

gradient f ORIGINAL raw coordinate0 ORIGINAL numerator over denominator = 14

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S002





S004 · impliesBefore

source roles = [gradient f ORIGINAL raw coordinate1, 100000000, 3, 1]

After

derived = [[3, 1], 3]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S003





S005 · calculationBefore

gradient f ORIGINAL raw coordinate1 ORIGINAL numerator over denominator := div(3, 1)

After

gradient f ORIGINAL raw coordinate1 ORIGINAL numerator over denominator = 3

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S004





S006 · impliesBefore

source roles = [gradient f ORIGINAL, [14, 3]]

After

derived = [[14, 3]]

Conditions: none

Validate EVERY raw vector component,nonemptiness and required length BEFORE use.Keep ORIGINAL coordinate order,including cells not ultimately selected.

Step identifiers and dependenciesRule: R66_VECTOR_ALL_original_order_typed_nonempty · Uses: G001, S005





S007 · impliesBefore

source roles = [gradient g ORIGINAL raw coordinate0, 100000000, 6, 1]

After

derived = [[6, 1], 6]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S006





S008 · calculationBefore

gradient g ORIGINAL raw coordinate0 ORIGINAL numerator over denominator := div(6, 1)

After

gradient g ORIGINAL raw coordinate0 ORIGINAL numerator over denominator = 6

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S007





S009 · impliesBefore

source roles = [gradient g ORIGINAL raw coordinate1, 100000000, -14, 1]

After

derived = [[-14, 1], -14]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S008





S010 · calculationBefore

gradient g ORIGINAL raw coordinate1 ORIGINAL numerator over denominator := div(-14, 1)

After

gradient g ORIGINAL raw coordinate1 ORIGINAL numerator over denominator = -14

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S009





S011 · impliesBefore

source roles = [gradient g ORIGINAL, [6, -14]]

After

derived = [[6, -14]]

Conditions: none

Validate EVERY raw vector component,nonemptiness and required length BEFORE use.Keep ORIGINAL coordinate order,including cells not ultimately selected.

Step identifiers and dependenciesRule: R66_VECTOR_ALL_original_order_typed_nonempty · Uses: G001, S010





S012 · impliesBefore

source roles = [alpha ORIGINAL, 100000000, 1, 2]

After

derived = [[1, 2], 1/2]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S011





S013 · calculationBefore

alpha ORIGINAL ORIGINAL numerator over denominator := div(1, 2)

After

alpha ORIGINAL ORIGINAL numerator over denominator = 1/2

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S012





S014 · impliesBefore

source roles = [beta ORIGINAL, 100000000, 2, 3]

After

derived = [[2, 3], 2/3]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S013





S015 · calculationBefore

beta ORIGINAL ORIGINAL numerator over denominator := div(2, 3)

After

beta ORIGINAL ORIGINAL numerator over denominator = 2/3

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S014





S016 · impliesBefore

source roles = [Gradient linearity alpha f coordinate0 SOURCE naive mul, 100000000, 14, 2]

After

derived = [[7, 1], 7]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S015





S017 · calculationBefore

Gradient linearity alpha f coordinate0 SOURCE naive mul ORIGINAL numerator over denominator := div(14, 2)

After

Gradient linearity alpha f coordinate0 SOURCE naive mul ORIGINAL numerator over denominator = 7

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S016





S018 · calculationBefore

Gradient linearity alpha f coordinate0 ORIGINAL rational mul := mul(1/2, 14)

After

Gradient linearity alpha f coordinate0 ORIGINAL rational mul = 7

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S017





S019 · impliesBefore

source roles = [Gradient linearity beta g coordinate0 SOURCE naive mul, 100000000, 12, 3]

After

derived = [[4, 1], 4]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S018





S020 · calculationBefore

Gradient linearity beta g coordinate0 SOURCE naive mul ORIGINAL numerator over denominator := div(12, 3)

After

Gradient linearity beta g coordinate0 SOURCE naive mul ORIGINAL numerator over denominator = 4

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S019





S021 · calculationBefore

Gradient linearity beta g coordinate0 ORIGINAL rational mul := mul(2/3, 6)

After

Gradient linearity beta g coordinate0 ORIGINAL rational mul = 4

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S020





S022 · impliesBefore

source roles = [Gradient linearity sum coordinate0 SOURCE naive sum, 100000000, 11, 1]

After

derived = [[11, 1], 11]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S021





S023 · calculationBefore

Gradient linearity sum coordinate0 SOURCE naive sum ORIGINAL numerator over denominator := div(11, 1)

After

Gradient linearity sum coordinate0 SOURCE naive sum ORIGINAL numerator over denominator = 11

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S022





S024 · calculationBefore

Gradient linearity sum coordinate0 ORIGINAL rational sum := sum(7, 4)

After

Gradient linearity sum coordinate0 ORIGINAL rational sum = 11

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S023





S025 · impliesBefore

source roles = [Gradient linearity alpha f coordinate1 SOURCE naive mul, 100000000, 3, 2]

After

derived = [[3, 2], 3/2]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S024





S026 · calculationBefore

Gradient linearity alpha f coordinate1 SOURCE naive mul ORIGINAL numerator over denominator := div(3, 2)

After

Gradient linearity alpha f coordinate1 SOURCE naive mul ORIGINAL numerator over denominator = 3/2

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S025





S027 · calculationBefore

Gradient linearity alpha f coordinate1 ORIGINAL rational mul := mul(1/2, 3)

After

Gradient linearity alpha f coordinate1 ORIGINAL rational mul = 3/2

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S026





S028 · impliesBefore

source roles = [Gradient linearity beta g coordinate1 SOURCE naive mul, 100000000, -28, 3]

After

derived = [[-28, 3], -28/3]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S027





S029 · calculationBefore

Gradient linearity beta g coordinate1 SOURCE naive mul ORIGINAL numerator over denominator := div(-28, 3)

After

Gradient linearity beta g coordinate1 SOURCE naive mul ORIGINAL numerator over denominator = -28/3

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S028





S030 · calculationBefore

Gradient linearity beta g coordinate1 ORIGINAL rational mul := mul(2/3, -14)

After

Gradient linearity beta g coordinate1 ORIGINAL rational mul = -28/3

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S029





S031 · impliesBefore

source roles = [Gradient linearity sum coordinate1 SOURCE naive sum, 100000000, -47, 6]

After

derived = [[-47, 6], -47/6]

Conditions: none

Bound the SOURCE PRE-reduction numerator/denominator and require a nonzero denominator BEFORE sign/gcd normalization.MOD50 uses100million with NAIVE operations,not prior cross-cancellation;this Wave4 mean uses one million.Out-of-envelope is a source-slice hold,not mathematical falsity.

Step identifiers and dependenciesRule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S030





S032 · calculationBefore

Gradient linearity sum coordinate1 SOURCE naive sum ORIGINAL numerator over denominator := div(-47, 6)

After

Gradient linearity sum coordinate1 SOURCE naive sum ORIGINAL numerator over denominator = -47/6

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S031





S033 · calculationBefore

Gradient linearity sum coordinate1 ORIGINAL rational sum := sum(3/2, -28/3)

After

Gradient linearity sum coordinate1 ORIGINAL rational sum = -47/6

Conditions: none

Calculate exactly from THIS step’s ORIGINAL ordered operands.Retain the SOURCE rational pre-reduction envelope separately;do not use floating values or silently widen a different bank.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S032





S034 · impliesBefore

source roles = [[14, 3], [6, -14], 1/2, 2/3]

After

derived = [[11, -47/6]]

Conditions: none

Premises give f/g gradients at the SAME differentiable point in a fixed Euclidean basis.Combine EACH coordinate linearly;the supplied derivatives are not certified from finite differences.The identity does not establish extrema or convergence.

Step identifiers and dependenciesRule: Gradient_LINEARITY_same_point_differentiability_fixed_coordinates · Uses: G001, S033









## Reverse checks


- S034 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S033 · premise_and_result_audit — Recompute Gradient linearity sum coordinate1 ORIGINAL rational sum with exact rational arithmetic, not rounded decimals.
- S032 · premise_and_result_audit — Recompute Gradient linearity sum coordinate1 SOURCE naive sum ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S031 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S030 · premise_and_result_audit — Recompute Gradient linearity beta g coordinate1 ORIGINAL rational mul with exact rational arithmetic, not rounded decimals.
- S029 · premise_and_result_audit — Recompute Gradient linearity beta g coordinate1 SOURCE naive mul ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S028 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S027 · premise_and_result_audit — Recompute Gradient linearity alpha f coordinate1 ORIGINAL rational mul with exact rational arithmetic, not rounded decimals.
- S026 · premise_and_result_audit — Recompute Gradient linearity alpha f coordinate1 SOURCE naive mul ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S025 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S024 · premise_and_result_audit — Recompute Gradient linearity sum coordinate0 ORIGINAL rational sum with exact rational arithmetic, not rounded decimals.
- S023 · premise_and_result_audit — Recompute Gradient linearity sum coordinate0 SOURCE naive sum ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S022 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S021 · premise_and_result_audit — Recompute Gradient linearity beta g coordinate0 ORIGINAL rational mul with exact rational arithmetic, not rounded decimals.
- S020 · premise_and_result_audit — Recompute Gradient linearity beta g coordinate0 SOURCE naive mul ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S019 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S018 · premise_and_result_audit — Recompute Gradient linearity alpha f coordinate0 ORIGINAL rational mul with exact rational arithmetic, not rounded decimals.
- S017 · premise_and_result_audit — Recompute Gradient linearity alpha f coordinate0 SOURCE naive mul ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S016 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S015 · premise_and_result_audit — Recompute beta ORIGINAL ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S014 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S013 · premise_and_result_audit — Recompute alpha ORIGINAL ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S012 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S011 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S010 · premise_and_result_audit — Recompute gradient g ORIGINAL raw coordinate1 ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S009 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S008 · premise_and_result_audit — Recompute gradient g ORIGINAL raw coordinate0 ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S007 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S006 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S005 · premise_and_result_audit — Recompute gradient f ORIGINAL raw coordinate1 ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S004 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S003 · premise_and_result_audit — Recompute gradient f ORIGINAL raw coordinate0 ORIGINAL numerator over denominator with exact rational arithmetic, not rounded decimals.
- S002 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.
- S001 · premise_and_result_audit — Reverse-audit THIS step against its ORIGINAL ordered roles and complete premises.Accept the conclusion only under these conditions;do not invert a one-way implication or call a finite check a general formal proof.





## Result

([14, 3], [6, -14], 1/2, 2/3, [11, -47/6], pointwise_gradient_linearity_in_fixed_coordinates)

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.

Source hashes and review receipts
- input commit: 0f7be61e2c22317a4075561dc822c87d881a50db
- original question SHA-256: 5c53cc1137c51a06e8628828e21a09f7f1c2dd3d60310194d763e09f84266a85
- candidate record SHA-256: a6ea979d545f9c360dce25dc8006b320c865e6b5eddd07204beb075e3c940e98
- semantic review receipt SHA-256: 99b4f114b2ec93164b6aa5681e0107033a240e7a3f0a8988633ba65320ede267
- question-first witness SHA-256: d9bd3a1940da8a73f790ee3fe460c9a8523791bdbe72c8e0304e3740b66710cc
- Lean: NOT_RUN · human review: NOT_PERFORMED

[Same-source full JSON](https://ocme.evemisslab.com/data/question-derivations/questions/q-20261015-pulse-20261119-r06-0014.json)




