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:
- 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.
- 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.
- Determinants axiomatically. Chapter 3 develops the determinant from three axioms (multilinear, alternating, ) before any expansion-by-minors formula. Modern.
- 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.
- 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.
- 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.
- 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.
- Lagrange multipliers with full proof. Not heuristic; full proof via the implicit function theorem.
- 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
03.04.05already covers). - 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.
- 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.
- 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 in03.04.03) 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.mdneeded 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.
01.01.04Subspace, 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 ).01.01.05Linear 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.01.01.06Matrix 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.01.01.07Determinant: 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-formssilently uses determinants in the top-form construction.01.01.08Eigenvalue, 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 .01.01.09Inner-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 to02.11.03-unbounded-self-adjointfor the infinite-dimensional generalisation. Load-bearing for03.05.09-curvature(sectional curvature is an eigenvalue computation),03.09.*spin-geometry (Dirac operator spectrum),07.*representation theory (unitary reps).01.01.10Bilinear and quadratic forms; Sylvester's law of inertia; principal-axes theorem. [DEEPEN] of01.01.15-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.02.05.01Multi-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.02.05.02Partial 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-manifoldsilently uses this.02.05.03Chain 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.02.05.04Implicit 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-manifoldinvokes regular-value theorem (= IFT corollary) silently.02.05.05Taylor'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.
02.06.01First-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.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.02.06.03Systems 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- groupinvokes the matrix exponential silently.02.10.01Line 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 to03.04.06-de-rham- cohomology). Worked examples: work done by gravity (conservative); work in magnetic field (not conservative).02.10.02Multiple 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 to02.11.*measure theory (deferred).02.10.03Fubini'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).02.10.04Change 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 to03.04.03-integration-on-manifolds). Load-bearing operationally — used silently in physics applications throughout Codex.02.10.05Surface 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 to03.04.03).02.10.06Vector 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 to03.04.04-exterior-derivative). Pedagogically important — closes the gap between classical-physics-vector-calculus notation and the modern differential-forms language.[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.[ENRICH]
03.04.03-integration-on-manifolds. Add cross-link paragraph to02.10.04and02.10.05for 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.[ENRICH]
03.04.06-de-rham-cohomology. Add cross-link to02.10.01(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.
01.01.11Jordan 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 to02.06.03). Optional but valuable.01.01.12Singular 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.01.01.E1Linear-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.02.05.E1Multi-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.02.06.E1ODE exercise pack. [NEW]. Apostol's Ch. 6-7 exercise selection. ~20 problems on linear ODEs, characteristic polynomials, matrix exponential.02.10.E1Vector 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.[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:
02.12.*Elementary probability (Apostol Ch. 13-15). [DEFERRED]. Defer until measure-theory chapter exists in02.*. 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.Numerical analysis (Apostol Ch. 16). [OUT OF SCOPE]. Codex deliberately does not cover numerical analysis. A future
Numerical Analysis Strandcould 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:
01.01.04←01.01.03-vector-space01.01.05←01.01.04; →03.02.01-smooth-manifold(tangent map); →02.05.02(differential as linear map)01.01.06←01.01.0501.01.07(determinants) ←01.01.06; →03.04.02-differential-forms(top form construction); →01.01.0801.01.08(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-classification01.01.09(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-operator02.05.01(limits) ←01.01.05(linear map context)02.05.02(differential) ← {02.05.01,01.01.05,01.01.06}; →03.02.01-smooth-manifold02.05.03(chain rule) ←02.05.0202.05.04(IFT / inverse function theorem) ← {02.05.03,02.11.04-banach-spacesfor Banach fixed-point}; →03.02.01-smooth-manifold(regular-value theorem)02.05.05(Taylor / extrema) ← {02.05.03,01.01.09for Hessian spectral analysis}02.06.01-03(ODEs) ←01.01.0802.10.01(line integral) ←02.05.0302.10.02-04(multiple integral / Fubini / change of variables) ← {02.05.03,01.01.07-determinants}02.10.04→03.04.03-integration-on-manifolds(the modern reformulation)02.10.05-06(surface integral / vector calculus identities) ← {02.10.04,03.04.04-exterior-derivativefor 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 (
02.05.01limits,02.05.05Taylor) 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.mdstrictly 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
prerequisitesarrow 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 existing03.02.01-smooth-manifold,03.04.*differential-forms units, and the02.11.*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.