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Apostol — *Calculus, Vol. 2: Multi-Variable Calculus and Linear Algebra, with Applications to Differential Equations and Probability* (Fast Track 0.3) — Audit + Gap Plan

Book: Tom M. Apostol, Calculus, Volume II: Multi-Variable Calculus and Linear Algebra, with Applications to Differential Equations and Probability (2nd edition, John Wiley & Sons, 1969). ISBN 978-0-471-00007-5.

Fast Track entry: 0.3 (the §0 prerequisites slot — Apostol Vol 2 is the multi-variable calculus + linear-algebra-introduction prerequisite for the whole Codex spine; it sits alongside Apostol Vol 1 (0.2) and Lang Basic Mathematics (0.1) as the foundation that every subsequent strand assumes operationally).

Purpose: lightweight audit-and-gap pass (P1-lite + P2 + P3-lite per the orchestration protocol). Punch-list of new units + deepenings to reach the equivalence threshold (docs/plans/FASTTRACK_EQUIVALENCE_PLAN.md §3.4). Not a full P1 audit (no line-number-level theorem / exercise inventory; Apostol Vol 2 has roughly 800 pages, ~400 named results, and ~2400 exercises across 16 chapters — line-level inventory deferred).

The audit surface is the largest of any single Tier-α book: Codex 01-foundations / linear-algebra ships only 4 templated units (field, vector-space, bilinear-quadratic-form, plus group in 01.02), and 02-analysis ships only topology + functional-analysis chapters with no multi-variable calculus, ODE, or vector calculus content whatsoever. Vector-calculus-on-manifolds pieces (Stokes, integration on manifolds, differential forms) are well covered in 03.04.*, so the integration side has a [DEEPEN] / [ENRICH] route there. Most of the rest is genuinely [NEW].


§1 What Apostol Vol 2's book is for

Apostol Vol 2 is the canonical American honours-calculus second-year textbook: paired with Vol 1 it forms the rigorous calculus + linear algebra foundation that two generations of MIT, Caltech, and elite- university science / engineering / mathematics undergraduates were trained on. It is unusual among multi-variable calculus textbooks because it builds linear algebra first (Chapters 1-7) and then uses it to do multi-variable calculus properly (Chapters 8-13), with applications to differential equations and probability afterwards. Where competing texts (Marsden-Tromba, Hubbard-Hubbard, Edwards) develop linear algebra as needed for vector calculus, Apostol develops it as a self-contained abstract-algebra course in its own right and then uses it. This is why the book is the foundation for the whole Codex spine: a reader who finishes Vol 2 has the linear-algebra vocabulary required by every subsequent strand (manifolds, bundles, representation theory, spectral theory, linear PDE, symplectic geometry, etc.).

The book is organised as 16 chapters across roughly five Parts:

  • Part 1 — Linear Analysis (Chapters 1-5): the linear-algebra spine. Linear spaces, linear transformations and matrices, determinants, eigenvalues and eigenvectors, eigenvalues of operators on Euclidean spaces (inner-product theory: orthogonality, the spectral theorem for symmetric / Hermitian operators, the principal-axes theorem for quadratic forms, the singular-value-decomposition-adjacent material).
  • Part 2 — Linear Differential Equations (Chapters 6-7): applications of the linear-algebra spine. Chapter 6 develops linear ODEs with constant coefficients (homogeneous and inhomogeneous, the characteristic polynomial), method of variation of parameters, the Wronskian; Chapter 7 generalises to systems of linear differential equations using the exponential-of-matrix machinery.
  • Part 3 — Multi-variable Differential Calculus (Chapters 8-9): partial derivatives, the gradient, the Jacobian matrix, the chain rule, the Taylor formula in several variables, sufficient conditions for extrema; applications to geometry (level sets, tangent planes, normal vectors, extrema with constraints, Lagrange multipliers, the implicit-function theorem).
  • Part 4 — Multi-variable Integral Calculus and Vector Calculus (Chapters 10-12): line integrals, multiple integrals (Riemann integrability, Fubini, change of variables / Jacobian formula), surface integrals; the integral theorems (Green's theorem in the plane, Stokes's theorem on surfaces, the divergence theorem in ).
  • Part 5 — Probability and Numerical Analysis (Chapters 13-15): set functions and elementary probability (Chapters 13-14: -algebras- in-disguise, probability as a set function, conditional probability, random variables in discrete and continuous form, expectation, variance, standard distributions, weak law of large numbers, Chebyshev's inequality); numerical analysis (Chapter 16: polynomial approximation, Lagrange interpolation, finite differences, numerical integration, Newton's method, fixed-point iteration).

Distinctive Apostol-Vol-2 choices:

  1. Linear algebra before multi-variable calculus. The order matters: linear maps, matrices, determinants, eigenvalues — first — then the differential of is defined as the linear map , not as the matrix of partials. Apostol teaches the modern (Cartan-Dieudonné) framing in 1969 — early.
  2. Linear-spaces-first treatment. Chapter 1 defines a real or complex vector space abstractly (axioms), develops basis / dimension / subspace / quotient, then specialises to . Distinguishes sharply from Strang-style "computations on " approach.
  3. Determinants axiomatically. Chapter 3 develops the determinant from three axioms (multilinear, alternating, ) before any expansion-by-minors formula. Modern.
  4. Spectral theorem on inner-product spaces. Chapter 5 proves the spectral theorem for symmetric / Hermitian operators on finite-dimensional inner-product spaces, including the principal-axes theorem for quadratic forms and the simultaneous-diagonalisation result. Done before any reference to functional analysis.
  5. ODE via linear algebra. Chapters 6-7 do not present ODEs as a recipe-based subject; they treat the solution space of an -th-order linear ODE as a vector space and the characteristic polynomial as the eigenvalue problem of the differentiation operator. Apostol's framing is the modern one Arnold popularised later.
  6. Differential as a linear map. The differential of at is defined intrinsically as the linear map $df_p : \mathbb{R}^n \to \mathbb{R}^mf(p+h) = f(p) + df_p(h) + o(|h|)$. The Jacobian matrix is then the matrix of in standard bases. Critical for Codex's eventual development of derivatives on manifolds.
  7. Implicit and inverse function theorems with full proofs. Chapter 9 proves both rigorously (contraction mapping argument, in finite-dimensional form). These are the two theorems every working mathematician uses constantly and Apostol's proofs are clean and modern.
  8. Lagrange multipliers with full proof. Not heuristic; full proof via the implicit function theorem.
  9. Vector calculus integral theorems. Green, Stokes (classical surface form), divergence — proved (in modern generality, not just ). Apostol's Stokes is the classical form, not yet the differential-forms / manifold form (which Codex 03.04.05 already covers).
  10. Probability axiomatically. Chapter 13 introduces probability via Kolmogorov axioms (probability as a -additive set function on a -algebra), then specialises to discrete and continuous cases. Modern; rare in 1969 calculus textbooks.
  11. Numerical analysis appendix. Chapter 16 introduces Lagrange interpolation, finite differences, Newton-Cotes integration, Newton's method, fixed-point iteration. Codex has no numerical analysis content — a deliberate scope choice; this chapter is largely out of scope for the FT spine.
  12. Worked-example density. Apostol's 800 pages contain ~150 fully worked examples and ~2400 exercises. The exercise layer is the largest single layer-2 gap on the Codex side.

Pedagogical position in the Codex curriculum. Apostol Vol 2 is the foundation book — every subsequent Tier-α / β book assumes the reader has the linear-algebra and multi-variable-calculus operational competence the book delivers. Closing the Apostol Vol 2 equivalence gap is prerequisite work for the whole Fast Track campaign. It produces the 01-linear-algebra and 02-analysis content that Hatcher / Bott-Tu / Lawson-Michelsohn / Sternberg / Cannas / Donaldson all silently assume.

Apostol Vol 2 ends before measure theory proper (Chapter 13 stays in elementary probability), before complex analysis (covered in Vol 1 appendix, not here), and before nonlinear ODEs (Arnold's ODEs picks that up). Operational, not foundational on those three.


§2 Coverage table (Codex vs Apostol Vol 2)

Cross-referenced against the Codex content tree (find content -name "*.md" | sort). ✓ = covered at Apostol-equivalent depth, △ = topic present but Codex unit shallower (typically templated v0.5 prose, or covered tangentially in a different framing), ✗ = not covered.

The status convention in the rightmost-column note matches peer audits (Hatcher / Donaldson / Cannas).

Part 1 — Linear Algebra (Chapters 1-5)

This is the largest single coverage gap. Codex 01.01-linear-algebra/ ships only 4 units (field, vector-space, bilinear-quadratic-form). The operational vocabulary of linear algebra — matrix, linear map, kernel, image, rank, basis, dimension, determinant, eigenvalue, diagonalisation, inner product, orthogonality, spectral theorem — is essentially absent as named units, though it is silently used everywhere downstream (in tangent spaces, bundle structure groups, representation theory, symplectic linear algebra).

Apostol topic Codex unit(s) Status Note
Real / complex vector space (axioms) 01.01.03-vector-space Templated unit shipped; covers the axioms. Apostol Ch. 1 reference.
Subspace, span, linear independence, basis 01.01.03-vector-space (mentioned) Mentioned inside the vector-space unit; not its own unit. Gap (medium priority — should be its own unit).
Dimension theorem, Gap. Apostol Ch. 1 §1.13.
Linear transformation (definition, kernel, image) Gap (high priority). Apostol Ch. 2. No standalone Codex unit on linear maps — silently assumed in 03.02.01-smooth-manifold (tangent map), 03.05.04-vector-bundle-connection (parallel transport), and throughout 07.*.
Rank-nullity theorem Gap (high priority). Apostol Ch. 2 §2.7. Foundational.
Matrix of a linear map (in fixed bases); change of basis Gap (high priority). Apostol Ch. 2 §2.13-2.16.
Matrix multiplication, inverse, transpose, similarity Gap (high priority). Apostol Ch. 2 §2.17-2.21. Operational vocabulary used everywhere downstream.
Determinant (axiomatic + expansion + properties) Gap (high priority). Apostol Ch. 3. The axiomatic treatment (multilinear, alternating, ) is the modern standard; Codex assumes it silently in 03.04.02-differential-forms (top form on ) without ever introducing it.
Eigenvalue, eigenvector, characteristic polynomial Gap (high priority). Apostol Ch. 4. Used silently in 02.11.03-unbounded-self-adjoint, 03.05.09-curvature (sectional curvature is an eigenvalue computation), and throughout 07-representation-theory.
Diagonalisability; condition for diagonalisability Gap. Apostol Ch. 4 §4.10-4.13.
Cayley-Hamilton theorem Gap (medium). Apostol Ch. 4 §4.16.
Minimal polynomial, generalised eigenspaces, Jordan canonical form Gap (medium). Apostol Ch. 4 §4.20 + Ch. 7 (used in matrix exponentials). Note: Apostol gives a partial Jordan-form treatment; Hoffman-Kunze fills it.
Inner product space, Gram-Schmidt, orthogonal projection 02.11.07-inner-product-space Codex unit covers the infinite-dimensional / Hilbert framing; Apostol's finite-dimensional treatment + Gram-Schmidt + projection is implicit but not dedicated.
Orthogonal / unitary operators, / as automorphism groups 03.03.03-orthogonal-group Group-theoretic / Lie-group framing of is in 03.03.03; the linear-algebraic treatment (orthogonal operator preserves inner product) is not explicit.
Spectral theorem (symmetric / Hermitian operators, finite-dim) 02.11.03-unbounded-self-adjoint Codex covers the unbounded / functional-analysis version; Apostol's clean finite-dimensional spectral theorem is missing. High priority — load-bearing.
Principal-axes theorem for quadratic forms 01.01.15-bilinear-quadratic-form Templated unit on bilinear / quadratic forms; the principal-axes / diagonalisation result is in scope but not detailed.
Bilinear and quadratic forms, signature, Sylvester's law of inertia 01.01.15-bilinear-quadratic-form Templated; Sylvester's law not stated cleanly. Medium priority deepening.

Part 2 — Linear Differential Equations (Chapters 6-7)

Codex has zero ODE coverage anywhere. This is a strand-level gap: the Arnold Mathematical Methods of Classical Mechanics audit (plans/fasttrack/arnold-mathematical-methods.md) treats ODE infrastructure as deferred to a future Arnold ODEs / Apostol Vol 2 batch; Apostol Vol 2 is the place where it gets created.

Apostol topic Codex unit(s) Status Note
First-order linear ODE, integrating factor Gap (high priority). Apostol Ch. 6 §6.7.
Existence / uniqueness for linear ODEs Gap. Apostol Ch. 6 §6.6. (General Picard-Lindelöf is in Arnold ODEs; Apostol covers the linear case rigorously.)
-th order linear ODE with constant coefficients (homogeneous) Gap (high priority). Apostol Ch. 6 §6.9-6.12. The characteristic polynomial as the eigenvalue problem of .
Inhomogeneous linear ODE; method of undetermined coefficients; variation of parameters Gap. Apostol Ch. 6 §6.13-6.18.
Wronskian, linear independence of solutions Gap. Apostol Ch. 6 §6.5.
Systems of linear ODEs Gap (high priority). Apostol Ch. 7.
Matrix exponential , computation via Jordan form Gap (high priority). Apostol Ch. 7 §7.7-7.10. Used silently in 03.03.01-lie-group (one-parameter subgroups).
Phase portraits, qualitative theory of Gap (medium). Apostol Ch. 7 §7.13-7.15. Bridges to Arnold dynamical-systems framing.

Part 3 — Multi-variable Differential Calculus (Chapters 8-9)

Codex has zero multi-variable calculus chapter. This is the second-largest gap. Pieces appear scattered (03.02.01-smooth-manifold mentions tangent maps, 03.04.04-exterior-derivative uses partial derivatives) but none of the foundational multi-variable calculus is shipped as named units.

Apostol topic Codex unit(s) Status Note
Limits, continuity for Gap. Apostol Ch. 8 §8.2-8.4.
Partial derivative; existence vs. continuity Gap (high priority). Apostol Ch. 8 §8.5-8.6. Foundational.
Differentiability (linear-map definition); the differential Gap (high priority). Apostol Ch. 8 §8.10-8.13. The modern / Cartan-Dieudonné definition.
Gradient , directional derivative Gap. Apostol Ch. 8 §8.14.
Jacobian matrix; chain rule (matrix form) Gap (high priority). Apostol Ch. 8 §8.18-8.21.
Mean-value theorem, Taylor's theorem in several variables Gap. Apostol Ch. 9 §9.4-9.7.
Sufficient conditions for extrema; Hessian Gap. Apostol Ch. 9 §9.8-9.9.
Implicit function theorem Gap (high priority). Apostol Ch. 9 §9.10-9.14. Used silently in 03.02.01-smooth-manifold (regular-value theorem follows from IFT).
Inverse function theorem Gap (high priority). Apostol Ch. 9 §9.16. Same — silently assumed throughout 03.*.
Lagrange multipliers, extrema with constraints Gap. Apostol Ch. 9 §9.18-9.22.
Tangent plane to a level surface; normal vector Gap. Apostol Ch. 9 §9.23. Bridges to 03.02.01-smooth-manifold (tangent space generalises this).

Part 4 — Multi-variable Integral Calculus (Chapters 10-12)

This is where the Codex 03-modern-geometry chapter has substantial overlap. The differential-forms / Stokes machinery in 03.04.* covers the modern abstract version of these theorems; what's missing is the classical -flavoured presentation (Riemann integral, Fubini, classical Green/Stokes/divergence in components).

Apostol topic Codex unit(s) Status Note
Line integral Gap. Apostol Ch. 10 §10.4-10.10. The classical-form line integral — Codex 03.04.02-differential-forms has the abstract 1-form integration but not the classical presentation.
Path-independence, conservative fields, scalar potentials Gap. Apostol Ch. 10 §10.14-10.18. The proper-1-form / closed-vs-exact discussion; in modern language, the de Rham cohomology question . Codex 03.04.06-de-rham-cohomology has the abstract version.
Riemann integral over rectangles in Gap (medium priority). Apostol Ch. 11 §11.2-11.6. Operational definition of the multiple integral.
Fubini's theorem (Riemann form) Gap (high priority). Apostol Ch. 11 §11.7. The classical Fubini for continuous integrands; the measure-theoretic Fubini comes later.
Change of variables / Jacobian formula for multiple integrals Gap (high priority). Apostol Ch. 11 §11.26-11.30. The classical $\int_\Omega f = \int_{\Omega'} (f \circ g)
Polar / cylindrical / spherical coordinates as worked examples Gap. Apostol Ch. 11 §11.32-11.34.
Surface integral , 03.04.03-integration-on-manifolds Codex has the abstract / manifold-form integration; the classical parametric-surface presentation is not shipped.
Green's theorem in the plane 03.04.05-stokes-theorem (limit case) Codex has Stokes in differential-forms generality; Green's theorem is the classical case. Worth a dedicated treatment. [ENRICH] in 03.04.05 rather than full new unit.
Stokes's theorem (classical, surface form) 03.04.05-stokes-theorem Codex covers the modern manifold-form Stokes; the classical presentation is the Apostol form. [ENRICH] in 03.04.05.
Divergence theorem in 03.04.05-stokes-theorem (limit case) Codex has the manifold version; classical divergence theorem is the case with . [ENRICH].
Vector fields, divergence, curl, gradient — operational identities Gap (medium priority). The classical-vector-calculus identities (, , vector-triple-product identities). Codex has them implicitly via . Worth a dedicated bridge unit translating between classical -operator and modern on forms.

Part 5 — Probability and Numerical Analysis (Chapters 13-15, 16)

Apostol topic Codex unit(s) Status Note
-algebra, probability as a set function (Kolmogorov axioms) Out of scope (P4). Apostol Ch. 13. Pre-measure-theoretic probability. Defer until measure-theory chapter exists in Codex.
Conditional probability, independence, Bayes Out of scope (P4). Apostol Ch. 13.
Random variable, distribution function, expectation, variance Out of scope (P4). Apostol Ch. 14.
Discrete distributions (binomial, Poisson, geometric) Out of scope (P4). Apostol Ch. 14 §14.10.
Continuous distributions (normal, exponential, uniform) Out of scope (P4). Apostol Ch. 14 §14.20.
Chebyshev's inequality, weak law of large numbers Out of scope (P4). Apostol Ch. 14 §14.30.
Lagrange interpolation, finite differences Out of scope (P4). Apostol Ch. 16. Codex has no numerical-analysis content; deliberate scope choice.
Newton-Cotes numerical integration Out of scope (P4). Apostol Ch. 16.
Newton's method, fixed-point iteration Out of scope (P4). Apostol Ch. 16.

Aggregate coverage estimate

  • Theorem layer: ~15% of Apostol Vol 2's named theorems map to Codex units. Concentrated almost entirely on the vector-calculus end (Stokes / Green / divergence in 03.04.05, integration in 03.04.03) and a small slice of linear algebra (01.01.03, 01.01.15, 02.11.03, 02.11.07). After priority-1: ~55%. After priority-1+2: ~80%. After priority-3 (out-of-scope cuts honoured): ~85% modulo deliberate-out-of-scope probability and numerical analysis.
  • Exercise layer: ~1%. Apostol's ~2400 exercises vs. Codex's effectively-zero coverage on the linear-algebra and multi-variable side. Closing this requires a dedicated exercise-pack pass after the theorem-layer batch lands — likely the largest single exercise-pack production on the Fast Track.
  • Worked-example layer: ~5%. Apostol's ~150 worked examples cover matrix computations, Jacobian computations, line-integral computations, ODE solutions, eigenvalue computations — almost none of which appear as Codex worked examples.
  • Notation layer: Apostol uses standard 1969-vintage notation ( bold for vectors; for gradient, for divergence, for curl; or ; for basis). Aligned with modern Codex conventions; no notation/apostol-vol2.md needed if the new units adopt the modern / / conventions.
  • Sequencing layer: ~10%. Codex DAG has no linear-algebra spine; the new units must build a fresh DAG segment in 01-foundations and 02-analysis (multivariable-differentiation, ODE).
  • Intuition layer: ~10%. Apostol's geometric / kinematic intuition for line integrals, gradient flow, eigenvalue interpretation as scaling-along-eigenvector is essentially absent in Codex.
  • Application layer: ~30%. The vector-calculus applications (work, flux, conservative fields, Maxwell-equation precursors) are partly covered in 08.* stat-mech / lattice-gauge units; the linear-algebra applications (PCA, normal modes via eigenvalues, matrix exponential in dynamics) are absent.

§3 Gap punch-list (P3-lite — units to write or deepen, priority-ordered)

The Codex 01-foundations / 02-analysis chapters need substantial expansion to honestly claim Apostol-Vol-2-equivalence. The bulk of this is [NEW], with [ENRICH] / [DEEPEN] confined to the vector-calculus pieces that already have a manifold-form treatment in 03.04.*. The recommended slot ranges are:

  • 01.01.* for the linear-algebra core (linear maps, determinants, eigenvalues, spectral theorem).
  • 01.01.E* for linear-algebra exercise packs.
  • 02.05.* (new chapter) for multi-variable differential calculus.
  • 02.06.* (new chapter) for ODEs (linear ODEs and systems).
  • 02.10.* (new chapter) for classical vector calculus (line / surface / multiple integrals in classical -flavoured form).
  • Existing 03.04.* units for the manifold-form Stokes / Green / divergence enrichments.
  • Probability + numerical analysis (02.12.*) deferred — see §5.

Priority 1 — Linear-algebra spine and load-bearing multi-variable calculus

These items create the operational vocabulary that the entire rest of Codex silently assumes. Without them, every downstream unit's prerequisites are floating — 03.02.01-smooth-manifold cannot honestly demand "linear map" / "differential" / "Jacobian" because none of those are shipped.

  1. 01.01.04 Subspace, basis, dimension. [NEW]. Apostol Ch. 1 §1.10-1.13 anchor; Halmos Finite-Dimensional Vector Spaces (1958) originator-citation. Three-tier; ~1500 words. Master section: span, linear independence, Steinitz exchange lemma, dimension theorem , dimension as well-defined invariant. Worked examples: , (polynomials of degree ).

  2. 01.01.05 Linear transformation: kernel, image, rank-nullity. [NEW]. Apostol Ch. 2 §2.2-2.7 anchor; Halmos originator. Three-tier; ~1800 words. Master section: linear map between vector spaces; , as subspaces; rank-nullity ; consequences for injectivity / surjectivity in finite dimensions. Highest priority in the linear-algebra block — every other linear-algebra unit depends on this.

  3. 01.01.06 Matrix of a linear map; change of basis; matrix algebra. [NEW]. Apostol Ch. 2 §2.13-2.21 anchor. Three-tier; ~2000 words. Master section: matrix representation in fixed bases; matrix multiplication = composition of linear maps; transpose, inverse, similarity transformation ; change-of- basis formula for endomorphisms. Worked examples: rotation matrix, projection matrix, similarity to diagonal form.

  4. 01.01.07 Determinant: axiomatic + expansion + properties. [NEW]. Apostol Ch. 3 anchor; Cayley 1858 A memoir on the theory of matrices originator (for ); Leibniz / Cramer for the classical formula. Three-tier; ~2200 words. Master section: the determinant as the unique multilinear-alternating-normalised function (where ); equivalence with permutation-sum formula $\det A = \sum_\sigma \mathrm{sgn}(\sigma) \prod_i a_{i,\sigma(i)}$ and Laplace expansion; properties (, , behaviour under row operations, Cramer's rule); geometric interpretation as signed volume. Load-bearing — 03.04.02-differential-forms silently uses determinants in the top-form construction.

  5. 01.01.08 Eigenvalue, eigenvector, characteristic polynomial. [NEW]. Apostol Ch. 4 §4.1-4.10 anchor; Cauchy 1829 (originator — characteristic equation in mechanics). Three-tier; ~2000 words. Master section: eigenvalue equation ; characteristic polynomial ; algebraic vs geometric multiplicity; diagonalisability iff sum of geometric multiplicities equals ; Cayley-Hamilton theorem (with proof via adjugate matrix). Worked examples: diagonalisable, non-diagonalisable Jordan block, rotation eigenvalues .

  6. 01.01.09 Inner-product space: orthogonality, Gram-Schmidt, spectral theorem (finite-dim). [NEW]. Apostol Ch. 5 anchor; Hilbert 1904 originator (early form), Schmidt 1907 originator (Gram-Schmidt). Three-tier; ~2200 words. Master section: inner product on real / complex vector space; orthonormal basis; Gram-Schmidt orthogonalisation; orthogonal projection; orthogonal / unitary operator preserves $\langle \cdot, \cdot \rangle$; spectral theorem for symmetric / Hermitian operators — every Hermitian operator on a finite-dimensional inner-product space has an orthonormal basis of eigenvectors with real eigenvalues. Cross-link to 02.11.03-unbounded-self-adjoint for the infinite-dimensional generalisation. Load-bearing for 03.05.09-curvature (sectional curvature is an eigenvalue computation), 03.09.* spin-geometry (Dirac operator spectrum), 07.* representation theory (unitary reps).

  7. 01.01.10 Bilinear and quadratic forms; Sylvester's law of inertia; principal-axes theorem. [DEEPEN] of 01.01.15-bilinear- quadratic-form. Apostol Ch. 5 §5.13-5.18 anchor; Sylvester 1852 originator. Currently the unit is templated. Replace the templated "Key theorem" section with: Sylvester's law of inertia (signature is invariant under change of basis); principal-axes theorem (every quadratic form has an orthonormal basis in which it is diagonal); applications to conic and quadric classification. Cross-link to item 6. No new unit ID.

  8. 02.05.01 Multi-variable limit and continuity. [NEW]. Apostol Ch. 8 §8.2-8.4 anchor. Three-tier; ~1300 words. Master section: limit of at a point; - definition; continuity; sequential continuity; continuity-of-composition. Worked examples: $f(x, y) = xy / (x^2 + y^2)$ has no limit at origin; partial limits don't determine joint limit.

  9. 02.05.02 Partial derivative; differentiability; the differential . [NEW]. Apostol Ch. 8 §8.5-8.13 anchor; Cartan 1899-1900 originator (intrinsic differential); Dieudonné 1960 Foundations of Modern Analysis for the modern presentation. Three-tier; ~2000 words. Master section: partial derivative; existence of partials does not imply differentiability; differentiability defined as existence of linear map with ; sufficient condition ( implies differentiable); Jacobian matrix as matrix of in standard bases. Load-bearing — 03.02.01-smooth-manifold silently uses this.

  10. 02.05.03 Chain rule for multi-variable functions. [NEW]. Apostol Ch. 8 §8.18-8.21 anchor. Three-tier; ~1500 words. Master section: chain rule ; matrix form ; gradient of composition; directional derivative; consequences. Worked examples: chain rule in polar coordinates, change of variables in PDE.

  11. 02.05.04 Implicit and inverse function theorems. [NEW]. Apostol Ch. 9 §9.10-9.16 anchor; Dini 1877 originator (implicit); Goursat 1903 originator (modern statement). Three-tier; ~2400 words. Master section: inverse function theorem — if is near and invertible, then is locally invertible with inverse; implicit function theorem — derived from inverse function theorem; full proof via Banach fixed-point / contraction mapping. Load-bearing — 03.02.01-smooth-manifold invokes regular-value theorem (= IFT corollary) silently.

  12. 02.05.05 Taylor's theorem and extrema in several variables. [NEW]. Apostol Ch. 9 §9.4-9.9 anchor. Three-tier; ~1500 words. Master section: multi-variable Taylor's theorem with remainder; Hessian matrix as second-order coefficient; sufficient conditions for local extremum (positive-definite Hessian = local min); Lagrange multipliers via implicit function theorem (cross-link to item 11). Worked examples: classify critical points of ; constrained optimisation on a sphere.

Priority 2 — ODEs and classical vector calculus

These items open two new chapters in 02-analysis (ODE infrastructure and classical vector calculus) and provide the [ENRICH] hooks into the existing manifold-form Stokes machinery.

  1. 02.06.01 First-order linear ODE; existence and uniqueness for linear ODEs. [NEW]. Apostol Ch. 6 §6.4-6.7 anchor. Three-tier; ~1500 words. Master section: solved via integrating factor; uniqueness of solution given initial condition; statement of Picard-Lindelöf for linear case. Worked examples: radioactive decay, Newton's cooling law.

  2. 02.06.02 -th-order linear ODE with constant coefficients. [NEW]. Apostol Ch. 6 §6.9-6.18 anchor; Euler 1739-1743 (originator — characteristic equation method); d'Alembert 1747 (inhomogeneous case). Three-tier; ~2000 words. Master section: solution space of where is a constant-coefficient differential operator is an -dimensional vector space; characteristic polynomial of as the eigenvalue problem of (cross-link to item 5); fundamental solution set; Wronskian as test for linear independence; inhomogeneous case via variation of parameters. Worked examples: harmonic oscillator ; damped oscillator; forced oscillator with resonance.

  3. 02.06.03 Systems of linear ODEs and the matrix exponential. [NEW]. Apostol Ch. 7 anchor; Lagrange 1762-1765 (originator, in mechanics); Cauchy 1840s (matrix exponential form). Three-tier; ~2000 words. Master section: system where $A \in \mathrm{Mat}_n(\mathbb{R})x(t) = e^{tA} x(0)$; matrix exponential defined via power series; computation via diagonalisation when diagonalisable; via Jordan form otherwise; phase-portrait classification (sink / source / saddle / centre / spiral) by eigenvalue location. Load-bearing — 03.03.01-lie- group invokes the matrix exponential silently.

  4. 02.10.01 Line integral; conservative fields; path independence. [NEW]. Apostol Ch. 10 §10.1-10.18 anchor. Three-tier; ~1800 words. Master section: line integral $\int_\gamma P,dx + Q,dy + R,dzC^1\gamma$; line integral of vector field ; conservative field ; path independence iff conservative iff on every closed loop; relation to closed-vs-exact 1-forms (cross-link to 03.04.06-de-rham- cohomology). Worked examples: work done by gravity (conservative); work in magnetic field (not conservative).

  5. 02.10.02 Multiple integral; Riemann integrability over a rectangle and over a Jordan-measurable set. [NEW]. Apostol Ch. 11 §11.2-11.10 anchor; Riemann 1854 Habilitationsschrift originator-citation. Three-tier; ~1600 words. Master section: Riemann integral over a rectangle in ; Jordan content / Jordan-measurable sets; integrability of continuous functions; properties (linearity, monotonicity, additivity over disjoint decomposition). Bridge to 02.11.* measure theory (deferred).

  6. 02.10.03 Fubini's theorem (Riemann form) and iterated integrals. [NEW]. Apostol Ch. 11 §11.7 anchor. Three-tier; ~1200 words. Master section: continuous-integrand Fubini — when continuous; equivalent to Riemann definition. Cross-link to measure-theoretic Fubini (deferred).

  7. 02.10.04 Change of variables in multiple integrals; the Jacobian formula. [NEW]. Apostol Ch. 11 §11.26-11.34 anchor; Jacobi 1841 De determinantibus functionalibus originator. Three-tier; ~1700 words. Master section: change-of-variables formula for diffeomorphism ; proof sketch via partition / linear approximation; standard worked examples — polar, cylindrical, spherical coordinates; relation to differential-forms version (cross-link to 03.04.03-integration-on-manifolds). Load-bearing operationally — used silently in physics applications throughout Codex.

  8. 02.10.05 Surface integral and parametric surfaces. [NEW]. Apostol Ch. 12 §12.1-12.10 anchor. Three-tier; ~1500 words. Master section: parametric surface ; surface area $\iint_S dS = \iint_D |\mathbf{r}_u \times \mathbf{r}_v| , du , dv\iint_S \mathbf{F} \cdot d\mathbf{S} = \iint_D \mathbf{F} \cdot (\mathbf{r}_u \times \mathbf{r}_v) , du , dv$; relation to integration of 2-forms (cross-link to 03.04.03).

  9. 02.10.06 Vector calculus identities; gradient / divergence / curl in . [NEW]. Apostol Ch. 12 §12.16-12.18 anchor. Three-tier; ~1300 words. Master section: classical operator; , $\nabla \cdot \nabla \times \mathbf{F} = 0$; vector triple identities; classical-vs-modern bridge translating to on differential forms via the musical isomorphism in (cross-link to 03.04.04-exterior-derivative). Pedagogically important — closes the gap between classical-physics-vector-calculus notation and the modern differential-forms language.

  10. [ENRICH] 03.04.05-stokes-theorem. Add Master-section treatment of the three classical specialisations: Green's theorem in the plane (), classical Stokes (boundary of a 2-surface in ), divergence theorem (, $\nabla \cdot \mathbf{F}$ form). With Apostol Ch. 12 anchor. Each as a one-page Master subsection deriving the classical statement from the abstract manifold-form Stokes. No new unit ID.

  11. [ENRICH] 03.04.03-integration-on-manifolds. Add cross-link paragraph to 02.10.04 and 02.10.05 for the classical-form treatments. Note that the change-of-variables formula in classical notation is the differential-forms pull-back formula in disguise. No new unit ID.

  12. [ENRICH] 03.04.06-de-rham-cohomology. Add cross-link to 02.10.01 (conservative fields) — closed-vs-exact 1-forms in correspond exactly to conservative-vs-non-conservative vector fields; on a star-shaped domain, every closed 1-form is exact, recovering Poincaré's lemma in the classical-vector-calculus setting.

Priority 3 — Linear-algebra depth completions and exercise packs

These items close the remaining linear-algebra depth gaps and produce the (large) exercise pack required for full equivalence.

  1. 01.01.11 Jordan canonical form and minimal polynomial. [NEW]. Apostol Ch. 4 §4.20 + Hoffman-Kunze for full proof. Three-tier; ~1800 words. Master section: minimal polynomial; primary decomposition theorem; Jordan blocks; Jordan canonical form theorem (every endomorphism over algebraically closed field has Jordan form, unique up to ordering); applications to matrix exponential (cross-link to 02.06.03). Optional but valuable.

  2. 01.01.12 Singular value decomposition (finite-dim). [NEW]. Beltrami 1873 / Jordan 1874 / Sylvester 1889 originator. Three-tier; ~1500 words. Apostol does not develop SVD per se but the principal- axes theorem (item 7) is the symmetric case of the same idea; SVD is a natural priority-3 add-on for completeness. Worked example: PCA / data-analysis interpretation.

  3. 01.01.E1 Linear-algebra exercise pack: matrix computations, rank-nullity, eigenvalues, diagonalisation. [NEW]. Apostol's Ch. 1-5 exercise selection. ~50 problems with full or hint-form solutions. Operational competence test.

  4. 02.05.E1 Multi-variable calculus exercise pack. [NEW]. Apostol's Ch. 8-9 exercise selection. ~30 problems on partial derivatives, chain rule, IFT applications, Lagrange multipliers, Taylor expansions.

  5. 02.06.E1 ODE exercise pack. [NEW]. Apostol's Ch. 6-7 exercise selection. ~20 problems on linear ODEs, characteristic polynomials, matrix exponential.

  6. 02.10.E1 Vector calculus exercise pack. [NEW]. Apostol's Ch. 10-12 exercise selection. ~30 problems on line integrals, multiple integrals (incl. polar/cylindrical/spherical), surface integrals, applications of Green / Stokes / divergence theorems.

  7. [DEEPEN] 01.01.03-vector-space. Replace templated v0.5 prose with anchored treatment: explicitly cite Halmos and Apostol; add Master-section discussion of finite-dimensional vs infinite-dimensional distinction; cross-link to item 1. No new unit ID.

Priority 4 — Probability and numerical analysis (deferred / out of scope)

These items are deliberately deferred — probability theory belongs in a measure-theory chapter that does not yet exist; numerical analysis is out of strict FT scope. Listed for completeness:

  1. 02.12.* Elementary probability (Apostol Ch. 13-15). [DEFERRED]. Defer until measure-theory chapter exists in 02.*. A future plan can cover Apostol's -algebra-via-set-functions treatment as the bridge to formal measure theory. Out of scope for the FT spine; revisit when probability theory is added per the strand expansion plan.

  2. Numerical analysis (Apostol Ch. 16). [OUT OF SCOPE]. Codex deliberately does not cover numerical analysis. A future Numerical Analysis Strand could address Lagrange interpolation, Newton-Cotes, Newton's method; not required for FT equivalence.


§4 Implementation sketch (P3 → P4)

Minimum Apostol-Vol-2-equivalence batch = priority 1 only (items 1-12): 11 new units + 1 deepening across 01.01.04-12 (linear-algebra spine) and 02.05.01-05 (multi-variable differentiation). Realistic production estimate (mirroring earlier Donaldson / Cannas / Hatcher batches):

  • ~3 hours per typical new unit (research + draft + validate at 27/27 + Lean stub + Bridge / Synthesis prose).
  • ~4 hours for the larger units (determinant axioms, IFT, spectral theorem, change-of-variables — each load-bearing for downstream strands).
  • ~1.5 hours per deepening.
  • Priority-1 totals: 5 large × 4 h + 6 typical × 3 h + 1 deepening × 1.5 h = ~39.5 hours.
  • Priority-1+2 totals: 5 large × 4 h + 18 typical × 3 h + 4 enrichments × 1 h = ~78 hours.
  • Priority-1+2+3 (excluding exercise packs): ~95 hours.
  • Exercise packs (items 27-30): ~3 hours each × 4 = ~12 hours.
  • Grand total for full Apostol-Vol-2-equivalence (excluding deferred probability and out-of-scope numerical analysis): ~107 hours.

At 6-8 production agents in parallel, priority-1 fits in a 4-5 day window with 1-2 integration agents stitching outputs. This is the largest single Tier-α book production batch in the campaign.

Batch structure.

  • Batch A (linear-algebra spine, items 1-7, ~28 h): opens out 01.01-linear-algebra/ to ~10 units. Pure prerequisite; produce first; load-bearing for everything downstream including most Tier-β books.
  • Batch B (multi-variable differential calculus, items 8-12, ~16 h): opens new chapter 02.05-multivariable-differentiation/. Depends on Batch A only for the linear-algebra prerequisites (linear map, matrix, determinant).
  • Batch C (ODEs, items 13-15, ~12 h): opens new chapter 02.06-ordinary-differential-equations/. Depends on Batch A (eigenvalues for matrix exponential, Jordan form for non- diagonalisable case). Bridges to Arnold ODEs (deferred).
  • Batch D (classical vector calculus, items 16-21, ~14 h): opens new chapter 02.10-vector-calculus/. Depends on Batch B (Jacobian / chain rule for change-of-variables formula). Mostly independent of Batch C.
  • Batch E (manifold-form enrichments, items 22-24, ~3 h): enriches existing 03.04.* units. Single-threaded; do at end of Batches B-D.
  • Batch F (exercise packs, items 27-30, ~12 h): depends on A-D; produced in parallel after the theorem-layer batch lands.

Originator-prose targets (each priority-1 unit's Master section cites originator + Apostol):

  • Linear spaces / dimension (1): Halmos 1958 Finite-Dimensional Vector Spaces; Grassmann 1844 Ausdehnungslehre for the originator- text on linear independence and dimension as an algebraic-geometric concept.
  • Linear maps / rank-nullity (2): Halmos 1958; Sylvester 1851 for "rank" vocabulary.
  • Matrix algebra (3): Cayley 1858 A memoir on the theory of matrices; Frobenius 1877 (similarity / canonical forms).
  • Determinants (4): Leibniz 1693 (originator concept); Cauchy 1812 (modern formulation); Cayley 1841 (notation ).
  • Eigenvalues (5): Cauchy 1829 (characteristic equation in mechanics); Cayley-Hamilton 1853-1858.
  • Inner-product / spectral theorem (6): Hilbert 1904 (early form); Schmidt 1907 (Gram-Schmidt); von Neumann 1929-32 Mathematische Grundlagen der Quantenmechanik (modern axiomatic).
  • Multi-variable differential (9): Cartan 1899-1900 (intrinsic differential); Dieudonné 1960 Foundations of Modern Analysis.
  • IFT / inverse function theorem (11): Dini 1877; Goursat 1903.
  • Linear ODE (14): Euler 1739-1743; d'Alembert 1747.
  • Matrix exponential / systems (15): Lagrange 1762-1765; Peano 1888 (rigorous matrix exponential).
  • Multiple integral / Fubini (17-18): Riemann 1854; Fubini 1907; Tonelli 1909.
  • Change of variables (19): Jacobi 1841 De determinantibus functionalibus.

Notation crosswalk. Apostol's notation is mostly aligned with modern Codex conventions (, , , , ). Distinctive: bold for vectors (Codex prefers italic except in physics contexts); sometimes interchangeable with . No notation/apostol-vol2.md strictly needed; alignment can be handled in each new unit's notation discussion.

DAG edges to add. New prerequisites for the priority-1+2 batch:

  • 01.01.0401.01.03-vector-space
  • 01.01.0501.01.04; → 03.02.01-smooth-manifold (tangent map); → 02.05.02 (differential as linear map)
  • 01.01.0601.01.05
  • 01.01.07 (determinants) ← 01.01.06; → 03.04.02-differential-forms (top form construction); → 01.01.08
  • 01.01.08 (eigenvalues) ← {01.01.07, 01.01.06}; → 02.06.02-linear-ode-constant-coefficients; → 02.06.03-systems-matrix-exponential; → 02.11.03-unbounded-self-adjoint; → 07.04.01-cartan-weyl-classification
  • 01.01.09 (inner-product / spectral) ← {01.01.08, 02.11.07-inner-product-space}; → 01.01.15-bilinear-quadratic-form; → 03.05.09-curvature (sectional curvature); → 03.09.08-dirac-operator
  • 02.05.01 (limits) ← 01.01.05 (linear map context)
  • 02.05.02 (differential) ← {02.05.01, 01.01.05, 01.01.06}; → 03.02.01-smooth-manifold
  • 02.05.03 (chain rule) ← 02.05.02
  • 02.05.04 (IFT / inverse function theorem) ← {02.05.03, 02.11.04-banach-spaces for Banach fixed-point}; → 03.02.01-smooth-manifold (regular-value theorem)
  • 02.05.05 (Taylor / extrema) ← {02.05.03, 01.01.09 for Hessian spectral analysis}
  • 02.06.01-03 (ODEs) ← 01.01.08
  • 02.10.01 (line integral) ← 02.05.03
  • 02.10.02-04 (multiple integral / Fubini / change of variables) ← {02.05.03, 01.01.07-determinants}
  • 02.10.0403.04.03-integration-on-manifolds (the modern reformulation)
  • 02.10.05-06 (surface integral / vector calculus identities) ← {02.10.04, 03.04.04-exterior-derivative for the bridge}

Composite Apostol-Vol-2 + Shilov batch recommendation. Shilov Linear Algebra (FT 1.01) is Tier-α and shares the linear-algebra spine with Apostol Vol 2 Chapters 1-5 entirely. Items 1-7 of this plan also constitute the bulk of the Shilov priority-1 batch. Defer the Shilov audit to the same campaign window so that these heavy units are produced once and serve both equivalences. Hoffman-Kunze and Lang Algebra (Tier-α 3.01) overlap with item 25 (Jordan form) and items 1-6 — produce in synchronicity.

Composite with Apostol Vol 1 (FT 0.2): Apostol Vol 1 covers single-variable calculus and would supply prerequisites in 00-precalc / 02.0X-single-variable-analysis. Vol 1 and Vol 2 should be planned adjacent: the §0 prerequisites slot is a single coherent foundational batch.


§5 What this plan does NOT cover

  • Probability theory (Apostol Ch. 13-15). Deferred until a measure-theory chapter exists in 02.*. Apostol's elementary-form treatment (set-function-based, Kolmogorov axioms, discrete + continuous random variables, expectation, Chebyshev, weak law of large numbers) is a self-contained pre-measure-theoretic introduction; it is left P4 / out of scope here. Revisit when probability theory enters Codex via the Diaconis (Tier-γ 3.16) or Tao Measure Theory expansion.
  • Numerical analysis (Apostol Ch. 16). Deliberately out of scope for the FT spine. Codex covers no numerical analysis; Lagrange interpolation, Newton-Cotes, Newton's method, fixed-point iteration are off-curriculum. Defer indefinitely.
  • Apostol Vol 1 material (single-variable calculus, - rigorous limits, Riemann integral on , series, Taylor's theorem in one variable). Vol 1 is FT 0.2 and gets its own audit; some Vol 2 units (02.05.01 limits, 02.05.05 Taylor) reference Vol 1 prerequisites.
  • Line-number-level inventory of every theorem / exercise across Apostol Vol 2's 800 pages. Defer unless priority-1+2 expands. The ~2400 exercises require dedicated exercise-pack production — items 27-30 are placeholder packs of ~30-50 problems each, not full exercise reproduction.
  • General Picard-Lindelöf existence-uniqueness for nonlinear ODEs (Apostol's Ch. 6 only treats the linear case rigorously; the general case is in Arnold ODEs and Coddington-Levinson). Defer to Arnold ODEs batch.
  • Full Jordan-form proof (Apostol gives partial; Hoffman-Kunze / Lang fill it). Item 25 is priority-3 / optional.
  • Functional analysis (Banach / Hilbert space theory in infinite dimensions). Codex's 02.11.* already covers this, at greater depth than Apostol Vol 2 reaches. No deepening required on that side.
  • Differential forms / manifold-form Stokes (Apostol Ch. 12 stays classical; the modern manifold treatment is 03.04.* and is already shipped). Items 22-24 are [ENRICH]-only cross-link additions, not new manifold-side content.
  • Tensor analysis / curvilinear coordinates (Apostol Ch. 12 appendix touches this; full treatment is in Sternberg / Frankel / Lovelock-Rund — not Apostol's central scope).
  • Modern multi-variable analysis beyond Apostol's 1969 vintage (Lebesgue integral, distributions, Sobolev spaces). Out of scope; in 02.11.* / future measure-theory chapter.

§6 Acceptance criteria for FT equivalence (Apostol Vol 2)

Per docs/plans/FASTTRACK_EQUIVALENCE_PLAN.md §3.4 and §9, Apostol Vol 2 is at equivalence-coverage when:

  • ≥95% of Apostol Vol 2's named theorems (in Chapters 1-12) map to Codex units at Apostol-equivalent proof depth (currently ~15%; after priority-1 this rises to ~55%; after priority-1+2 to ~80%; after priority-3 deepenings to ~92% — modulo deliberate-out-of-scope Chapters 13-16).
  • ≥80% of Apostol Vol 2's exercises (Chapters 1-12) have a Codex equivalent. This is the largest single exercise-layer gap on the Fast Track. Currently ~1%; closing this requires items 27-30 (priority-3 exercise packs) plus ongoing per-unit exercise densification. Realistic path-to-≥80% needs an explicit follow-up Apostol-Vol-2-exercise-pack pass beyond items 27-30.
  • ≥90% of Apostol Vol 2's worked examples (Chapters 1-12) are reproduced in some Codex unit. Currently ~5%; the priority-1+2 batch's mandatory worked-example inclusions (matrix computations, Jacobian computations, ODE solutions, change-of-variables in polar / cylindrical / spherical, Lagrange-multiplier examples) bring this to ~70%; densification to ~90% is part of the per-unit production spec, not a separate task.
  • Notation alignment recorded inline in the new units (no separate notation/apostol-vol2.md strictly required; alignment with modern conventions is the default).
  • For every chapter dependency in Apostol Vol 2 (Ch. 1 → Ch. 2 → Ch. 3 → Ch. 4 → Ch. 5; Ch. 5 → Ch. 6 → Ch. 7; Ch. 1-5 → Ch. 8-9; Ch. 8-9 → Ch. 10-12), there is a corresponding prerequisites arrow chain in Codex's DAG. The linear-algebra → multi-variable- differentiation → vector-calculus chain in particular must be unbroken after the priority-1+2 batch.
  • Pass-W weaving connects the new units (01.01.04-12, 02.05.01-05, 02.06.01-03, 02.10.01-06) to the existing 03.02.01-smooth-manifold, 03.04.* differential-forms units, and the 02.11.* functional-analysis chapter via lateral connections. The classical-vs-modern bridge (item 21 + items 22-24) is the single most pedagogically important weaving lateral.

The 12 priority-1 items (items 1-12) close the load-bearing-linear- algebra-and-multi-variable-differentiation gap that every other Codex strand silently assumes. Priority-2 items (13-24) open the ODE and classical-vector-calculus chapters and provide the [ENRICH] hooks into the existing manifold-form Stokes machinery. Priority-3 items (25-31) are linear-algebra depth completions plus the (large) exercise pack. Priority-4 items (32-33) are deferred / out-of-scope.

Honest scope. The largest single Tier-α equivalence gap. Codex 01-foundations / 02-analysis is structurally undersized relative to the foundational role these chapters play in every downstream strand; Apostol Vol 2 production is prerequisite work for the whole Fast Track campaign. Once shipped, downstream books (Hatcher, Bott-Tu, Sternberg, Lawson-Michelsohn, Cannas, Donaldson, Arnold, Lang, Shilov) all gain explicit linear-algebra and multi-variable-calculus prerequisites instead of silent assumptions.

Largest single Apostol-Vol-2-distinctive value-add: the linear-algebra spine (items 1-7). Codex has no rank-nullity, no matrix algebra, no determinants, no eigenvalues, no spectral theorem as named units. Producing them is a one-time foundational investment with the highest leverage of any priority-1 batch in the campaign.

Composite recommendation. Plan and produce **Apostol Vol 1 + Vol 2

  • Shilov + Lang Algebra** as a synchronised §0 / §1 prerequisite- foundation batch. The four books overlap heavily on linear-algebra and single/multi-variable analysis; producing the foundational units once and reusing across all four equivalence sign-offs is the correct campaign sequencing. After that joint foundation lands, all subsequent Tier-α / β audits can drop their "linear algebra silently assumed" caveats and demand named-unit prerequisites.