Step-by-step derivation
S001 · implies
Before
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 dependencies
Rule: R66_EXACT_source_bank_keys_local_operation_domain · Uses: G001
S002 · implies
Before
source roles = [gradient f ORIGINAL raw coordinate0, 100000000, 23, 1]
After
derived = [[23, 1], 23]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S001
S003 · calculation
Before
gradient f ORIGINAL raw coordinate0 ORIGINAL numerator over denominator := div(23, 1)
After
gradient f ORIGINAL raw coordinate0 ORIGINAL numerator over denominator = 23
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S002
S004 · implies
Before
source roles = [gradient f ORIGINAL raw coordinate1, 100000000, 2, 1]
After
derived = [[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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S003
S005 · calculation
Before
gradient f ORIGINAL raw coordinate1 ORIGINAL numerator over denominator := div(2, 1)
After
gradient f ORIGINAL raw coordinate1 ORIGINAL numerator over denominator = 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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · implies
Before
source roles = [gradient f ORIGINAL, [23, 2]]
After
derived = [[23, 2]]
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 dependencies
Rule: R66_VECTOR_ALL_original_order_typed_nonempty · Uses: G001, S005
S007 · implies
Before
source roles = [gradient g ORIGINAL raw coordinate0, 100000000, 1, 1]
After
derived = [[1, 1], 1]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S006
S008 · calculation
Before
gradient g ORIGINAL raw coordinate0 ORIGINAL numerator over denominator := div(1, 1)
After
gradient g ORIGINAL raw coordinate0 ORIGINAL numerator over denominator = 1
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · implies
Before
source roles = [gradient g ORIGINAL raw coordinate1, 100000000, -23, 1]
After
derived = [[-23, 1], -23]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S008
S010 · calculation
Before
gradient g ORIGINAL raw coordinate1 ORIGINAL numerator over denominator := div(-23, 1)
After
gradient g ORIGINAL raw coordinate1 ORIGINAL numerator over denominator = -23
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · implies
Before
source roles = [gradient g ORIGINAL, [1, -23]]
After
derived = [[1, -23]]
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 dependencies
Rule: R66_VECTOR_ALL_original_order_typed_nonempty · Uses: G001, S010
S012 · implies
Before
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S011
S013 · calculation
Before
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · implies
Before
source roles = [beta ORIGINAL, 100000000, 3, 3]
After
derived = [[1, 1], 1]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S013
S015 · calculation
Before
beta ORIGINAL ORIGINAL numerator over denominator := div(3, 3)
After
beta ORIGINAL ORIGINAL numerator over denominator = 1
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · implies
Before
source roles = [Gradient linearity alpha f coordinate0 SOURCE naive mul, 100000000, 23, 2]
After
derived = [[23, 2], 23/2]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S015
S017 · calculation
Before
Gradient linearity alpha f coordinate0 SOURCE naive mul ORIGINAL numerator over denominator := div(23, 2)
After
Gradient linearity alpha f coordinate0 SOURCE naive mul ORIGINAL numerator over denominator = 23/2
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · calculation
Before
Gradient linearity alpha f coordinate0 ORIGINAL rational mul := mul(1/2, 23)
After
Gradient linearity alpha f coordinate0 ORIGINAL rational mul = 23/2
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S017
S019 · implies
Before
source roles = [Gradient linearity beta g coordinate0 SOURCE naive mul, 100000000, 1, 1]
After
derived = [[1, 1], 1]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S018
S020 · calculation
Before
Gradient linearity beta g coordinate0 SOURCE naive mul ORIGINAL numerator over denominator := div(1, 1)
After
Gradient linearity beta g coordinate0 SOURCE naive mul ORIGINAL numerator over denominator = 1
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · calculation
Before
Gradient linearity beta g coordinate0 ORIGINAL rational mul := mul(1, 1)
After
Gradient linearity beta g coordinate0 ORIGINAL rational mul = 1
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S020
S022 · implies
Before
source roles = [Gradient linearity sum coordinate0 SOURCE naive sum, 100000000, 25, 2]
After
derived = [[25, 2], 25/2]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S021
S023 · calculation
Before
Gradient linearity sum coordinate0 SOURCE naive sum ORIGINAL numerator over denominator := div(25, 2)
After
Gradient linearity sum coordinate0 SOURCE naive sum ORIGINAL numerator over denominator = 25/2
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S022
S024 · calculation
Before
Gradient linearity sum coordinate0 ORIGINAL rational sum := sum(23/2, 1)
After
Gradient linearity sum coordinate0 ORIGINAL rational sum = 25/2
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S023
S025 · implies
Before
source roles = [Gradient linearity alpha f coordinate1 SOURCE naive mul, 100000000, 2, 2]
After
derived = [[1, 1], 1]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S024
S026 · calculation
Before
Gradient linearity alpha f coordinate1 SOURCE naive mul ORIGINAL numerator over denominator := div(2, 2)
After
Gradient linearity alpha f coordinate1 SOURCE naive mul ORIGINAL numerator over denominator = 1
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S025
S027 · calculation
Before
Gradient linearity alpha f coordinate1 ORIGINAL rational mul := mul(1/2, 2)
After
Gradient linearity alpha f coordinate1 ORIGINAL rational mul = 1
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S026
S028 · implies
Before
source roles = [Gradient linearity beta g coordinate1 SOURCE naive mul, 100000000, -23, 1]
After
derived = [[-23, 1], -23]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S027
S029 · calculation
Before
Gradient linearity beta g coordinate1 SOURCE naive mul ORIGINAL numerator over denominator := div(-23, 1)
After
Gradient linearity beta g coordinate1 SOURCE naive mul ORIGINAL numerator over denominator = -23
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S028
S030 · calculation
Before
Gradient linearity beta g coordinate1 ORIGINAL rational mul := mul(1, -23)
After
Gradient linearity beta g coordinate1 ORIGINAL rational mul = -23
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S029
S031 · implies
Before
source roles = [Gradient linearity sum coordinate1 SOURCE naive sum, 100000000, -22, 1]
After
derived = [[-22, 1], -22]
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 dependencies
Rule: R66_SOURCE_PREreduction_components_then_sign_gcd · Uses: G001, S030
S032 · calculation
Before
Gradient linearity sum coordinate1 SOURCE naive sum ORIGINAL numerator over denominator := div(-22, 1)
After
Gradient linearity sum coordinate1 SOURCE naive sum ORIGINAL numerator over denominator = -22
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S031
S033 · calculation
Before
Gradient linearity sum coordinate1 ORIGINAL rational sum := sum(1, -23)
After
Gradient linearity sum coordinate1 ORIGINAL rational sum = -22
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 dependencies
Rule: exact_rational_arithmetic · Uses: G001, S032
S034 · implies
Before
source roles = [[23, 2], [1, -23], 1/2, 1]
After
derived = [[25/2, -22]]
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 dependencies
Rule: Gradient_LINEARITY_same_point_differentiability_fixed_coordinates · Uses: G001, S033