Version 1 catalog
Capabilities
Every capability planned for the January 2, 2027 launch, in plain language.
Estimated ship date: January 2, 2027 · updated 2026-10-29
Click a category to expand it.
Algebra
- Polynomial arithmetic
- Polynomial factorization
- Transcendental equations with exact real root isolation
- User-defined rewrite rules and rulesets
- Table and map over expressions
- Groebner bases
- Polynomial system solving with Groebner bases
- Noncommutative algebra (free algebras, NC polynomials, NC Groebner / rewriting)
- Permutation & matrix groups (actions, orbits, stabilizers, Schreier–Sims style)
- Finite groups: character tables (small orders), homomorphisms, quotients
- Lie algebras / representation basics (structure constants, adjoint, weights — SoftFloat exact where possible)
- Algebraic geometry limb (ideals, varieties, primary decomposition hooks, dimension/degree)
- Puiseux series / plane-curve desingularization
- Finite fields GF(pⁿ): arithmetic and polynomial factorization
- Permutation groups through degree 12 (Mathieu M11, M12)
- Matrix groups by Schreier–Sims through order 120, plus GL(n,q)
- Character tables over ℚ(ζₘ), m = exponent of the group
- Explicit irreducible representation matrices
- Lie algebras through dimension 8 (sl(3))
- Root systems and the Weyl character formula, rank ≤ 3
- Noncommutative Gröbner past degree 8 and basis size 24
- Primary decomposition: multiplicity and complex rational points
- Plane-curve Puiseux series with a residual tail
- Smith and Hermite normal forms
- Quaternions
- Jordan Canonical Form
- Resultants
- Discriminants
- Minimal polynomials
- Sparse polynomials
- Partial fractions
- LLL lattice reduction
- Periodic trig solution families
Linear algebra
- Exact matrix algebra (determinant, inverse, rank, characteristic polynomial, eigenvalues, LUP)
- SoftFloat dense linear algebra (solve, determinant, inverse, QR, SVD, least squares)
- Sparse matrices and iterative solvers (CSR, conjugate gradient, ILU(0), 2D Poisson)
- Matrix exponential
- Matrix logarithm
- Matrix square root
- Matrix power
- Schur form
- Reduced row echelon form (RREF)
- Cramer’s rule
- Rank and nullity with nullspace basis
- Gram-Schmidt orthogonalization over the rationals
- Sylvester’s criterion (positive/negative definite, indefinite)
- LDL^T and rational Cholesky decomposition
- Matrix 1-norm, infinity-norm, and 1-condition number
Calculus
- Symbolic differentiation
- Differentiation of user-defined functions
- Implicit differentiation
- Rational integration (Risch)
- Algebraic integration (Risch)
- Transcendental integration (Risch)
- Heuristic integration
- Exact products
- Gruntz limits
- Oscillatory limits
- Taylor series
- Total-degree Taylor polynomials in several variables
- Risch and heuristic integrator completeness (specials and algebraic extensions)
- Padé approximants
- Definite integrals
- Iterated double integrals
- Cartesian triple integrals
- Explicit change of variables (Jacobian)
- Leibniz rule for parametric integrals
- Laurent series
- Asymptotic series
- Stirling series
- WKB
- Series convergence tests (ratio, root, comparison, limit comparison, alternating series, integral, divergence)
- Radius of convergence
- Fractional calculus (Riemann–Liouville, Caputo, fractional ODEs)
- Integral equations (Fredholm and Volterra, first and second kind)
- Volterra convolution equations
- Perturbation methods (regular, singular, matched asymptotics, multiple scales)
- Arc length and plane curvature
- Frenet frame (velocity, acceleration, unit tangent, principal normal, binormal, torsion)
- Axis-aligned quadrics and conic classification
- Inverse-function Jacobian and implicit systems
Vector calculus & complex analysis
- Divergence
- Curl
- Laplacian
- Contour integrals past rational poles and perfect-square quadratics
- Non-conservative line integrals
- Contour integrals
- Surface and flux integrals
- Green, Stokes, and divergence theorem automation
- Curvilinear gradient
Integral transforms
- Laplace transforms
- Fourier transforms
- Z transforms
- Mellin transforms
- Hankel transforms
- Distributional transform forms
- Z-Transform tables through n¹²
- Convolution
- Fourier series
Summation, recurrences & combinatorics
- Gosper summation
- Summation and product completeness (definite sums, multi-sums)
- Zeilberger algorithm
- Zeilberger recurrences of order 4 and higher (binomial sums)
- q-Zeilberger
- q-analogues (q-Pochhammer symbols, q-factorials, Gaussian binomials)
- Sister Celine / WZ method
- WZ method with three summation indices (including signed summands)
- Generating functions
- Lagrange inversion
- Linear recurrence solving (Petkovšek)
- Combinatorics (binomial, multinomial, derangements, Catalan, Stirling numbers, Bell numbers, partitions)
- Finite automata (DFA and NFA)
- Graph data structures + algorithms (BFS/DFS, shortest paths, MST, connectivity, components)
- Graph spectra, Laplacians, random walks, centrality, matching, flows
- Combinatorial graph generation and isomorphism
Ordinary differential equations
- First-order ODEs
- Constant-coefficient second-order ODEs
- Second-order linear ODEs with harder forcing terms (phase-shifted trig, distinct-frequency products)
- Kovacic algorithm
- Frobenius method
- Abel equations
- Lie symmetries for ODEs
- Hamiltonian mechanics and Noether currents
- Integrating factors
- Sturm-Liouville eigenvalue problems with constant coefficients (up to 16 eigenvalues)
- Second-order linear ODEs with irregular singular points (Airy form)
- Magnus expansion
- Time-varying linear ODE systems of dimension 4 (Magnus expansion, block form)
- Stochastic differential equations (Euler-Maruyama, Milstein) and Itô calculus rules
- Delay differential equations (constant delays; pantograph delays with an exact series for the linear case, fourth-order in general)
- Higher-order Euler-Lagrange equations
- Automated trajectory solving from Euler-Lagrange equations
- IVP state dimension past 32, matched to 2D method of lines
- Sturm–Liouville with variable p, q, w and eigenvalues past 16
- Time-varying linear ODE systems past dimension 4
- Symplectic integrators for Hamiltonian systems
- DAE index-0/1 solvers (symbolic index reduction and SoftFloat BDF/Radau)
- DAE index reduction past index 1
- Stiff and adaptive ODE suites (Rosenbrock, implicit Runge–Kutta, events, mass matrices)
- Bifurcation analysis
- Lane-Emden polytrope solver
- Kerr spinning geodesic integration and the Forest–Ruth integrator
Partial differential equations
- Charpit first-order PDEs (x,y-dependent, inhomogeneous, semi-linear)
- Robin and mixed Dirichlet/Neumann boundary conditions on second-order PDEs
- Multi-dimensional Green's functions (free space in 1D, 2D, 3D; unit disk)
- PDE separation of variables
- PDE classification (elliptic, parabolic, hyperbolic via B²−4AC)
- d’Alembert solution for the wave equation
- Rankine-Hugoniot shock speed and entropy condition
- Natural boundary conditions and isoperimetric equations (variational)
- Nonlinear PDEs (Burgers, KdV, eikonal)
- Modal drumhead
- Circular drumhead azimuthal modes m > 0
- One-dimensional method of lines
- 2D method of lines (parabolic and hyperbolic PDEs)
- Charpit beyond the landed x,y-dependent contract
- Nonlinear PDE families past Burgers, KdV, and eikonal
- FEM: mesh generation (Delaunay), h/p-adaptive refinement, unstructured mesh Poisson/heat/wave/elasticity
- PDE method library expansion (spectral, finite-volume 1D/2D, operator splitting)
- Moving-boundary / Stefan / free-boundary PDE helpers
- Sensitivity / adjoint ODE-PDE (forward + adjoint SoftFloat)
- FEM depth (vector elements, mixed methods, nonlinear materials, modal analysis)
- FEM multiphysics coupling (thermal–structural, basic CFD Poisson/Stokes)
- Jackson-level electromagnetism and optics
Special functions
- Polygamma
- Elliptic K
- Elliptic E
- Elliptic Pi
- Riemann zeta
- Hurwitz zeta
- Polylogarithm
- Jacobi elliptic functions (sn, cn, dn, cd, ns, and amplitude)
- Inverse Jacobi elliptic functions (arcsn, arccn, arcdn)
- Spherical harmonics and associated Legendre functions
- Hypergeometric 2F1
- Error function (erf)
- Exponential integral
- Gamma function
- Digamma
- Bessel J
- Bessel Y
- Bessel I
- Bessel K
- Meijer G
- Fresnel S and C, Si, Ci, logarithmic integral, erfc, incomplete gamma
- Clausen Cl₂(θ), Cl₃(θ)
- Barnes G-function G(z)
- ₂F₁ analytic continuation outside unit disk (z≤−1, non-terminating z>1)
- Complete elliptic Π (3rd kind) with analytic continuation n≥1
- Analytic continuation of incomplete elliptic integrals |x|>1, K(m≥1), E(m>1)
- Fox H-function H_{p,q}^{m,n}(z)
- Special-function identity automation (Meijer-G / Fox-H / hypergeometric rewrite pipelines)
- Orthogonal polynomials completeness (Jacobi/Laguerre/Hermite/Chebyshev families + recurrence/ops)
- Bessel / Airy / Scorer / Kelvin / Struve / Anger–Weber numeric+symbolic SoftFloat limbs
- Wright ω, generalized Lambert, polylog multi-valued branches (analytic continuation)
- Mathieu ceₙ, seₙ, and the characteristic exponent for general q
- Heun / Lamé / spheroidal wave special ODE functions
- Clebsch-Gordan coefficients and 3j/6j symbols
- Painlevé transcendents
- Mathieu characteristic values
- Irregular singular series past the Airy-first contract
- Hypergeometric pFq
- Complex-argument special functions (Bessel, Airy, Carlson elliptic, 2F1, erf, gamma)
Number theory
- Number theory basics (modular arithmetic, primality, factorization)
- Integer factorization and primality toolkit depth (ECM and quadratic sieve class methods, proven primality)
- PSLQ integer relation detection
- p-adic numbers
- Number fields, rings of integers, ideal arithmetic (native)
- Algebraic number theory extras (class group helpers, unit group, Dedekind domains)
- Modular forms + elliptic curve arithmetic (L-series, Heegner points, class groups)
- L-functions / Dirichlet characters / modular arithmetic toolkit expansion
- Diophantine solvers (linear, Pell, selected elliptic Thue)
Cryptography
- Cryptographic primitives (RSA, Diffie-Hellman, discrete log, Legendre symbol)
- BSGS discrete logarithm for non-generator bases (least exponent, any modulus, base must be a unit)
- secp256k1 point arithmetic and k·G, checked against published vectors
Logic & real algebra
- Univariate inequality solving
- Cylindrical algebraic decomposition (core cases)
- Quantifier elimination for closed sentences
- Quantifier elimination with one free variable
- Boolean algebra and SAT (truth tables, CNF/DNF, DPLL)
- Cylindrical algebraic decomposition and real quantifier elimination
- Boolean satisfiability past 16 variables
Descriptive statistics
- Symbolic moments past order 8
- Numeric descriptive statistics
- Welch t-test
- ANOVA
- Ordinary least squares (OLS)
- Exact rational linear regression
- Exact rational polynomial regression
- Robust (HC1) regression standard errors
- Newey-West errors
- Logistic regression
- Poisson regression
- Probit regression
- Information theory (entropy, KL divergence, mutual information, channel capacity)
Probability distributions
- Normal distribution (PDF, moments, generating functions, entropy)
- Exponential distribution
- Binomial distribution
- Uniform distribution
- Poisson distribution
- Gamma distribution
- Beta distribution
- Chi-squared distribution
- Student t distribution
- F distribution (CDF, mean and variance)
- Symbolic distribution formulas (PDF, CDF, moment generating function, mean, variance, entropy)
Advanced statistics & machine learning
- Beta, Gamma, Weibull, LogNormal, Multivariate Normal, Dirichlet, Wishart, and MLE
- Goodness-of-fit: KS, Anderson–Darling, Shapiro–Wilk
- Wilcoxon, Mann–Whitney U, Kruskal–Wallis
- Survival analysis: Kaplan–Meier, log-rank, Cox
- ARIMA/ARMA, ACF/PACF, STL, Kalman filter
- System identification (ARX/OE/BJ, subspace)
- Bayesian MCMC (Metropolis–Hastings, Gibbs, HMC/NUTS, ADVI, R-hat/ESS)
- GLM, nonlinear regression, and mixed models
- PCA, clustering, and Gaussian mixtures
- Design of experiments and ANOVA depth
- Neural network primitives and reverse-mode autodiff
- Discrete Markov chains (transition matrices, stationary distributions, absorbing chains)
- Probability and stochastic processes (Brownian motion, Itô calculus, martingales, Markov processes)
Optimization
- Exact linear programming (simplex over the rationals)
- Unconstrained and equality-constrained optimization (Newton, Lagrange multipliers)
- Nonlinear inequality KKT optimization
- Global optimization (simulated annealing, basin-hopping)
- Convex optimization (QP/SOCP/SDP)
- Integer programming
- Multiobjective optimization (Pareto, differential evolution)
Signal processing & control
- Analog filter design (Butterworth, Chebyshev I and II, elliptic)
- FFT, power spectrum, DCT/DST, window functions
- State-space control basics (transfer functions, controllability and observability, Ackermann, margins, PID, MPC)
- Bilinear transform (s→z plane)
- LP→HP, LP→BP, LP→BS frequency transformations
- Classical control depth (root locus, Nichols, Bode/Nyquist, margins, lead/lag)
- Kautsky–Nichols robust eigenstructure assignment
- Full MIMO state-space design
- Realistic aircraft dynamics G(s)
- LQR/LQG/H₂/H∞ synthesis
- Model reduction (balanced truncation, Hankel singular values)
- STFT, spectrograms, CWT, and DWT
- Signal processing depth (FIR/IIR, resampling, filter banks, Hilbert, cepstrum)
- Communications primitives (constellations, sync, matched filters)
Numerical methods
- Arbitrary-precision software floats with correct rounding, exact rationals, and big integers
- Numeric root finding (single equations and systems)
- Adaptive numeric quadrature (adaptive Simpson, Gauss, tanh-sinh)
- SoftFloat virtual machine
- Parallel SoftFloat batch evaluation
- Interval arithmetic (certified enclosures)
- 2D cubature (adaptive Simpson, Gauss-Legendre product, simplex rules)
- 3D tensor product cubature rules
- One-dimensional Monte Carlo
- Interpolation (Lagrange, nearest, Chebyshev) and natural cubic splines
- Forward-mode automatic differentiation (dual numbers)
- Sparse grid cubature (Smolyak)
- Multi-dimensional Monte Carlo with importance sampling
- GPU acceleration for dense SoftFloat arrays, bit-identical to the CPU path
- First-order uncertainty propagation
- Numerical analysis depth (conditioning, stability, error analysis, Richardson extrapolation)
Physics, chemistry & biology
- Chemistry (stoichiometry, 298 K thermochemistry, periodic table for Z = 1 to 118)
- Quantum operator algebra and one- and two-qubit circuits
- Hydrogen radial wavefunctions
- Population dynamics (logistic growth, Lotka-Volterra, SIR models with R0)
- Kepler two-body solver with anomaly equations
- Functional path integrals and measures
- Dirac bra-ket operator algebra
- Pharmacokinetic models
- Thermodynamics (Carnot, ideal and van der Waals gases, Maxwell relations, entropy)
- Electromagnetism (field tensor, Lorentz force, Poynting vector, Maxwell equations)
- Mechanics law pack (kinematics, dynamics, energy, momentum, rotation, gravitation)
- Thermodynamics law pack (laws, cycles, heat transfer, entropy, free energy)
- Electromagnetism and circuits law pack (E&M fields, DC/AC circuits, RC/RL/RLC transients)
- Waves and optics law pack (wave equation, interference, diffraction, geometric optics, polarization)
- Chemistry I law pack (stoichiometry, gases, quantum, bonding, thermochemistry)
- Chemistry II law pack (kinetics, equilibrium, acids/bases, electrochemistry, thermodynamics)
- Quantum mechanics core (Schrödinger equation, operators, angular momentum, perturbation theory, scattering)
- Engineering statics (forces, moments, equilibrium, trusses, friction, centroids)
Geometry
- Curved geometry engine (metrics, Christoffel symbols, curvature tensors, geodesics)
- Differential geometry extras (differential forms, Hodge star, exterior calculus automation)
- Tensor algebra / index gymnastics (Einstein summation, symmetries)
- Linearized gravitational waves and metric perturbations
- Computational geometry (convex hulls, Delaunay/Voronoi, Boolean polygons)
- Conic sections (standard forms, foci, directrices, eccentricity, rotations)
Finance
- Finance (Black-Scholes, implied volatility, binomial options, bonds, NPV, portfolio moments, VaR)
Proofs & certificates
- Nullstellensatz Groebner combination matrix recovery and radical membership certificates
- Lyapunov certificate (discrete-time, exact up to 3×3)
- Formal certificates (WZ, Nullstellensatz, Risch, Sturm, Pratt, Farkas, Lyapunov, Cayley-Hamilton, and more)
- Lean 4 proof export
Language, input & units
- Assumption and domain system (real, complex, and integer predicates that drive simplify and solve)
- Expression simplifier
- Basic assumptions engine
- Piecewise, Abs, and Sign calculus (branchwise differentiation, domain-aware rewriting)
- LaTeX output for results
- Piecewise, Abs, and Sign: integrate, limit, and solve
- Math parser
- LaTeX math input
- Step-by-step solutions
- Wolfram Language syntax input (derivatives and integrals)
- Unit and quantity system with dimensional analysis and offline CODATA conversion tables
- SI, cgs, and natural units (full unit layer)
- Coordinate conversion (Cartesian, polar, cylindrical, spherical)
- Derivation trees from law to working equation, with per-step dimensional checking
- Law registry (searchable index of all 669 laws and methods)
- Physical constants exposed in the notebook as named, unit-carrying values
- Temperature units (affine Celsius and Fahrenheit to kelvin)
- Data import and export (CSV, JSON, Excel, native HDF5 read and write)
- Code generation (Rust emitter producing SoftFloat code)
- Parallel SoftFloat array evaluation (CPU; parallel results match sequential bit for bit)
- Discrete mathematics and combinatorics (sets, logic, graph theory, recurrence, generating functions)
Notebook & desktop
- Offline natural-language math parser
- Local offline entity store
- Curated physics, chemistry, and math tables, with a query API
- Image and audio processing
- MATLAB .mat import
- Notebook core (documents, cell state, dependency graph, job queue, engine interface; headless open-source build)
- Local-only notebook IPC
- Notebook desktop shell
- 2D plotting
- Polar and parametric curves (plotting, differentiation, arc length, area)
- Clipboard and headless PDF/LaTeX
- 3D plotting
- Vector fields, streamlines, and phase portraits
- Plot themes, annotations, dual axes, and PNG/SVG/PDF export
- Scatter, bar, and histogram plots
- Region and inequality shading
- Complex-plane plots
- Manipulate / Dynamic sliders
- CDF portable interactive documents
STEM curriculum — 669 laws & methods, law by law
Freshman — 131 laws
Calc I
- Limit definition (epsilon-delta)
- Limit laws and squeeze theorem
- Continuity; IVT and EVT
- Derivative definition
- Linearity and power rule
- Product rule
- Quotient rule
- Chain rule
- Derivatives of elementary functions
- Implicit differentiation
- L'Hopital's rule
- Mean value theorem / Rolle
- Optimization / first and second derivative tests
Calc II
- Definite integral as Riemann sum
- Fundamental theorem of calculus (parts 1 and 2)
- Antiderivative / standard integral table
- u-substitution
- Integration by parts
- Partial fractions
- Trigonometric substitution / trig integrals
- Improper integrals
- Arc length
- Areas and volumes (disk/washer/shell), surface of revolution
- Parametric derivative
- Polar derivative and polar area
- Geometric and p-series
- Divergence test (nth-term)
- Integral test
- Comparison and limit comparison tests
- Ratio and root tests
- Alternating series test; absolute/conditional convergence
- Power series radius/interval of convergence
- Taylor and Maclaurin series
- Taylor remainder / error bound
- Standard Maclaurin series (e^x, sin, cos, ln(1+x), 1/(1-x), (1+x)^k)
- Trigonometric and exponential/log identities
- Separable and linear first-order ODEs
Physics I
- 1D kinematics (constant acceleration)
- 2D / projectile motion
- Rotational kinematics
- Newton's second law
- Work-energy theorem
- Conservation of energy and momentum; collisions
- Torque and angular momentum
- Moment of inertia and parallel-axis theorem
- Newton's law of gravitation
- Fluids: continuity, hydrostatics and Bernoulli
- Simple harmonic motion
- Ideal gas law
- First law of thermodynamics
- Second law, entropy and Carnot efficiency
- Wave equation and traveling waves
- Superposition, standing waves, beats, Doppler
Physics II
- Coulomb's law
- Electric field of charge distributions
- Gauss's law
- Electric potential
- Capacitance and stored energy
- Ohm's law and power
- Kirchhoff's laws
- RC transient
- RL transient
- RLC series transient
- Magnetic force (Lorentz)
- Biot-Savart law
- Ampere's law
- Faraday's law and Lenz's law
- Maxwell's four equations
- Snell's law
- Thin lens and mirror equation
- Interference and diffraction
- Electromagnetic waves
Chem I
- Mole concept and molar mass
- Balancing and stoichiometry (conservation of atoms)
- Periodic law (element properties by Z)
- Molarity and dilution
- Gas laws (Boyle, Charles, Gay-Lussac, Avogadro)
- Dalton's law of partial pressures
- Graham's law of effusion
- van der Waals equation
- Calorimetry
- Hess's law (standard enthalpy of reaction)
- Planck-Einstein relation and photoelectric effect
- de Broglie wavelength
- Bohr model and Rydberg formula
- Uncertainty principle and [x,p]=i hbar
- Formal charge, octet rule, VSEPR
Chem II
- Rate law and reaction order
- Integrated rate laws (zero, first, second order)
- Half-life
- Arrhenius equation
- Equilibrium constants Kc, Kp and reaction quotient
- Water autoionization, pH and pOH
- Weak acid/base equilibria (Ka, Kb)
- Henderson-Hasselbalch
- Solubility product
- Gibbs free energy
- dG = -RT ln K
- Entropy statistical definition / third law
- Nernst equation and cell potential
- Faraday's laws of electrolysis
Track (LinAlg/Discrete/Statics)
- Matrix multiplication and transpose
- Determinant and cofactor expansion
- Matrix inverse
- Cramer's rule
- Gaussian elimination, RREF, rank, nullspace
- Eigenvalues and characteristic equation
- Eigenvectors and diagonalization
- Gram-Schmidt orthogonalization
- Dot product, cross product, projection, norm
- Linear independence, basis and dimension
- Boolean algebra laws and truth tables
- Permutations and combinations; binomial theorem
- Inclusion-exclusion and pigeonhole
- Recurrence relations
- Mathematical induction / basic proofs
- Modular arithmetic, gcd and Euclid
- 3D static force equilibrium
- 3D moment equilibrium
- Trusses and friction (method of joints/sections; F<=mu N)
- Centroid and center of mass
Cross-cutting (units/coords/derivation)
- SI base units and dimensional homogeneity
- Unit conversion (prefixes, derived units, temperature)
- cgs / Gaussian unit system
- Natural units
- Physical constants (CODATA)
- Cartesian <-> polar/cylindrical/spherical point conversion
- Curvilinear scale factors and grad/div/curl/Laplacian (cyl, sph)
- Jacobian and volume element
- Derivation tree (law -> working equation) with verification
- Measurement uncertainty propagation
Sophomore
Mathematics
Multivariable calculus
- Partial derivatives, mixed partials (Clairaut)
- Multivariable chain rule, total differential, Jacobian matrix
- Gradient and directional derivative
- Tangent plane and linear approximation
- Hessian and second-derivative test for critical points
- Lagrange multipliers (constrained extrema)
- Double integrals over general regions (Fubini, iterated)
- Triple integrals; cylindrical and spherical coordinates
- Change of variables and Jacobian in multiple integrals
- Vector-valued functions: velocity, acceleration, arc length, curvature, TNB frame
- Mass, center of mass and moments of inertia by integration
- Scalar and vector line integrals
- Conservative fields and potential functions
- Surface integrals and flux
- Green's theorem
- Stokes' theorem
- Divergence (Gauss) theorem
- Curvilinear gradient, divergence, curl, Laplacian
- Vector identities (curl grad = 0, div curl = 0, Helmholtz decomposition)
- Differentiation under the integral sign (Leibniz rule)
- Taylor series in several variables
- Quadric surfaces and conic sections (classification, foci)
- Implicit and inverse function theorems
Ordinary differential equations
- First-order ODEs: separable, linear, exact, Bernoulli, Riccati
- Existence and uniqueness (Picard-Lindelof), Lipschitz conditions
- Autonomous equations, equilibria and 1-D stability
- Second-order linear constant-coefficient (homogeneous, characteristic equation)
- Undetermined coefficients and variation of parameters
- Cauchy-Euler equations
- Higher-order linear ODEs with constant coefficients (order 3-6)
- Linear systems: eigenvalue method, fundamental matrix, matrix exponential
- Laplace transform method for IVPs (step, impulse, convolution)
- Series solutions at ordinary and regular singular points (Frobenius)
- Bessel, Legendre, Hermite, Laguerre equations and solutions
- Phase plane, linearization and classification of equilibria
- Lyapunov stability and Lyapunov functions
- Limit cycles, Poincare-Bendixson, bifurcations
Linear algebra II
- Vector spaces, subspaces, basis, dimension, rank-nullity
- Linear transformations, matrix of a map, change of basis, similarity
- Inner products, orthogonal projection, Gram-Schmidt
- Least squares and normal equations
- QR decomposition
- LU factorization with pivoting
- Eigenvalues, eigenvectors and diagonalization
Probability
- Axioms, conditional probability, Bayes' theorem, independence
- Combinatorial probability and counting
- Random variables: pmf, pdf, cdf, expectation, variance
- Binomial, Poisson, uniform, exponential, gamma, beta distributions
- Normal distribution (pdf, cdf, quantile, moments)
- Geometric, negative binomial, hypergeometric, Weibull, lognormal, Cauchy
Physics
Modern physics
- Photons, blackbody radiation (Planck law, Wien, Stefan-Boltzmann), photoelectric and Compton effects
- Matter waves, de Broglie, wave-particle duality, uncertainty
- Particle in a box, harmonic oscillator, tunneling through barriers
- Hydrogen atom: quantum numbers, orbitals, spectrum, spin, exclusion principle
- Nuclear decay law, binding energy, fission and fusion energetics
- Special relativity basics: Lorentz transformation, time dilation, velocity addition, E=mc^2
Chemistry
Organic chemistry
- Bonding, hybridization, resonance, formal charge, molecular geometry
- Nomenclature and functional-group recognition
- Stereochemistry: chirality, R/S (CIP), enantiomers, diastereomers, meso
- Conformations: Newman projections, cyclohexane chair, A-values
- Acid-base chemistry: pKa, resonance and inductive effects
- Nucleophilic substitution SN1/SN2 and elimination E1/E2
- Electrophilic addition to alkenes and alkynes (Markovnikov, anti-Markovnikov)
- Aromaticity (Huckel 4n+2) and electrophilic aromatic substitution
- Carbonyl chemistry: addition, acyl substitution, enolates, aldol, Claisen
- Spectroscopy: IR, 1H and 13C NMR (shift, integration, n+1 splitting), mass spectrometry
Engineering
Circuits
- Node and mesh analysis, KCL/KVL, superposition, Thevenin and Norton equivalents
- First-order (RC, RL) and second-order (RLC) transients
- AC steady state: phasors, impedance, complex power, resonance, power factor
- Op-amp circuits, diodes and transistors (nonlinear device equations)
- Digital logic: Boolean algebra, Karnaugh maps, combinational and sequential design
Fluid mechanics
- Hydrostatics, buoyancy, pressure distribution
- Control-volume relations: Reynolds transport, continuity, momentum, energy, Bernoulli
Engineering thermodynamics
- Properties of pure substances, steam tables, ideal gas, compressibility
- First law for closed systems and control volumes
- Second law, entropy balance, isentropic efficiency
Statics and dynamics
- Particle kinematics and kinetics: Newton, work-energy, impulse-momentum
- Equilibrium of rigid bodies, trusses, friction, centroids, moments of inertia
- Internal forces, shear and moment diagrams, virtual work
Mechanics of materials
- Stress and strain, Hooke's law, axial loading, thermal stress
- Torsion of shafts, beam bending, flexure formula, beam deflection
Computer science
Algorithms
- Asymptotic notation, recurrences, Master theorem
- Sorting, order statistics, correctness and lower bounds
- Data structures: heaps, search trees, hashing
Cross-cutting
Foundations
- Unit systems and dimensional homogeneity (SI)
- Coordinate systems and point/vector conversion
- Derivation trees and step-by-step solutions
- Physical constants and reference data
- Measurement uncertainty and error propagation
Junior
Mathematics
Ordinary differential equations
- Sturm-Liouville problems and eigenfunction expansions
- Boundary-value problems and shooting
- Green's functions for ODEs
- Lie symmetry methods, Abel and Kovacic solvers
- Floquet theory and Mathieu equation
- Perturbation methods (regular, singular, matched asymptotics, multiple scales)
- Integral equations (Fredholm, Volterra)
Partial differential equations
- Classification of second-order PDEs (elliptic, parabolic, hyperbolic)
- First-order PDEs: method of characteristics
- d'Alembert solution of the wave equation
- Separation of variables (rectangular, polar, cylindrical, spherical)
- Fourier series (coefficients, even/odd, half-range)
- Fourier convergence (Dirichlet conditions, Gibbs), Parseval
- Heat equation: Dirichlet, Neumann, Robin boundary conditions
- Wave equation on string and membrane (normal modes)
- Laplace and Poisson equations: harmonic functions, mean value, maximum principle
- Integral-transform solutions of PDEs (Fourier, Laplace, Hankel)
- Green's functions and fundamental solutions for PDEs
Calculus of variations
- Euler-Lagrange equations (first and higher order)
- Constrained variational problems, isoperimetric, natural boundary conditions
Linear algebra II
- Spectral theorem for symmetric and Hermitian matrices
- Quadratic forms, definiteness and Sylvester's criterion
- Singular value decomposition, pseudoinverse, Eckart-Young
- Jordan canonical form and generalized eigenvectors
- Minimal polynomial and Cayley-Hamilton
- Matrix functions (exp, log, sqrt, power) and Schur form
- Cholesky and LDL^T factorizations
- Matrix norms and condition numbers
- Bilinear forms, dual space, adjoint operator
- Tensor products, Kronecker product, multilinear algebra
- Smith and Hermite normal forms (modules over a PID)
- Perron-Frobenius and stochastic matrices
Real analysis
- Sequences, limits, Cauchy criterion, monotone convergence
- Series convergence tests, absolute and conditional convergence
- Completeness, sup and inf, Bolzano-Weierstrass, Heine-Borel
- Continuity, uniform continuity, compactness theorems
- Differentiability, mean value theorem, Taylor with remainder
- Riemann and Riemann-Stieltjes integrability
- Pointwise vs uniform convergence, Weierstrass M-test
- Power series, radius of convergence, analytic functions
- Gamma and Beta functions, Stirling's formula
Complex analysis
- Complex arithmetic, polar form, roots of unity, elementary functions
- Analytic functions, Cauchy-Riemann equations, harmonic conjugates
- Branches, multivalued functions and Riemann surfaces
- Cauchy's theorem and integral formula
- Residue theorem and real integrals by residues
- Laurent series and classification of singularities
- Argument principle, Rouche's theorem, Liouville, maximum modulus
Abstract algebra
- Groups, subgroups, cosets, Lagrange
- Symmetric, alternating, dihedral groups; cycle notation and sign
- Homomorphisms, kernels, quotient groups, isomorphism theorems
- Group actions, orbit-stabilizer, Burnside counting
- Rings, ideals, quotient rings, ring homomorphisms
- Euclidean domains, PIDs, UFDs; polynomial gcd and factorization
Number theory
- Divisibility, Euclid, Bezout, CRT
- Primes, fundamental theorem of arithmetic, factorization
- Fermat, Euler, totient, Mobius, divisor functions
- Quadratic residues, Legendre/Jacobi symbols, quadratic reciprocity
- Primitive roots, multiplicative order, discrete logarithm
Probability
- Chi-squared, Student t, F distributions
- Moment generating, characteristic functions, cumulants
- Joint, marginal, conditional distributions; covariance and correlation
- Transformations of random variables and sums (convolution)
- Multivariate normal and conditional normal
- Order statistics
- Law of large numbers and central limit theorem
- Inequalities: Markov, Chebyshev, Chernoff, Hoeffding
Numerical analysis
- Floating-point arithmetic, rounding error, conditioning
- Root finding: bisection, Newton, secant, systems
- Interpolation: Lagrange, Chebyshev nodes, splines, error bounds
- Numerical differentiation, Richardson extrapolation, automatic differentiation
- Quadrature: trapezoid, Simpson, Gauss, adaptive, Romberg
- Direct linear solvers, LU with pivoting, QR, error analysis
- Iterative solvers: Jacobi, Gauss-Seidel, SOR, conjugate gradient, GMRES
Optimization
- Linear programming, simplex and duality
- Unconstrained optimization: gradient, Newton, quasi-Newton
Topology
- Topological spaces, bases, continuity, homeomorphism
- Subspace, product and quotient topologies
- Connectedness and compactness
Statistics/Data
Statistics
- Descriptive statistics, quantiles, skewness, kurtosis
- Sampling distributions of the mean and variance
- Point estimation: method of moments, maximum likelihood
- t-tests (one-sample, paired, two-sample/Welch)
- One-way and two-way ANOVA
- Chi-squared goodness-of-fit and independence tests
- Linear regression: OLS, standard errors, inference
Physics
Classical mechanics
- Lagrangian mechanics: Euler-Lagrange equations, generalized coordinates
- Constraints, Lagrange multipliers for holonomic constraints, generalized forces
- Conservation laws and Noether's theorem
- Central force problem and Kepler orbits
- Scattering cross sections and Rutherford scattering
- Small oscillations and normal modes
- Rigid-body kinematics, inertia tensor, principal axes
- Rigid-body dynamics: Euler equations, torque-free motion, gyroscope
- Non-inertial frames: Coriolis, centrifugal forces
- Hamiltonian mechanics: Legendre transform, Hamilton's equations, Poisson brackets
Electromagnetism
- Maxwell's equations (vacuum and macroscopic), boundary conditions at interfaces
- Electrostatics: Coulomb, Gauss, potential, Poisson and Laplace equations
- Boundary-value problems: separation of variables with Legendre, Bessel expansions
- Method of images
- Multipole expansion, dipole and quadrupole moments
- Dielectrics, polarization, bound charge, D and E fields
- Magnetostatics: Biot-Savart, Ampere, vector potential, magnetic multipoles
- Faraday induction, inductance, quasi-static fields
- Magnetic media: M, H, boundary conditions, hysteresis
Optics
- Geometric optics, ray-transfer (ABCD) matrices, Fermat's principle
- Interference: Young, thin films, Michelson, Fabry-Perot
- Fraunhofer and Fresnel diffraction, gratings, resolution
Quantum mechanics
- Wave function, Schrodinger equation, probability current, normalization
- Infinite and finite square wells, delta potential, bound and scattering states
- Harmonic oscillator: ladder operators, Hermite functions
- Hilbert-space formalism, Hermitian operators, generalized uncertainty principle
- Angular momentum operators and commutation relations
- Spherical harmonics and orbital angular momentum eigenfunctions
- Spin-1/2, Pauli matrices, spin in a magnetic field
- Addition of angular momenta, Clebsch-Gordan, 3j and 6j symbols
- Hydrogen atom: radial equation, spectrum, degeneracy
Statistical mechanics
- Thermodynamic potentials, Legendre transforms and Maxwell relations
- Second and third laws, entropy, heat engines and Carnot cycle
- Microcanonical, canonical, grand-canonical ensembles; partition function
- Ideal gas statistical mechanics, Maxwell-Boltzmann distribution, equipartition
- Planck distribution, blackbody radiation, photon gas
Chemistry
Organic chemistry
- Pericyclic reactions: Diels-Alder, Woodward-Hoffmann rules, frontier orbitals
- Radical reactions, carbenes, organometallics (Grignard, Gilman)
- Hammond postulate, kinetic vs thermodynamic control, Curtin-Hammett
- Huckel molecular-orbital theory (pi systems)
Physical chemistry
- Real gases, virial equation, van der Waals, compression factor
- Kinetic theory of gases: Maxwell distribution, mean free path, collision frequency
- First law: internal energy, enthalpy, heat capacity, Kirchhoff's law
- Second and third laws: entropy changes, Helmholtz and Gibbs energies
- Chemical potential, Gibbs-Duhem, phase rule, Clapeyron and Clausius-Clapeyron
- Mixtures: Raoult, Henry, colligative properties, activities
- Chemical equilibrium: K, van't Hoff equation, temperature and pressure dependence
- Electrochemistry: Nernst, cell potentials, Debye-Huckel, conductivity
- Rate laws, integrated rate laws, half-life, Arrhenius
- Reaction mechanisms: steady-state, pre-equilibrium, Lindemann, chain reactions
Quantum chemistry
- Particle in a box, rigid rotor, harmonic oscillator for molecules
- Hydrogenic atoms, many-electron atoms, term symbols, spin-orbit coupling
- Molecular orbital theory: LCAO, diatomic MO diagrams, bond order
- Molecular symmetry: point groups, character tables, reducible representations
Analytical chemistry
- Acid-base titration curves, buffers, polyprotic equilibria, activity coefficients
- Complexation and EDTA titrations, solubility, redox titrations
- Beer-Lambert law and spectrophotometry
- Calibration curves, regression, detection limits, error propagation
- Statistical treatment of measurements: t-tests, Q-test, Grubbs, confidence intervals
Biochemistry
- Bioenergetics: Delta G prime, coupled reactions, ATP hydrolysis
- Amino acids and proteins: titration, pI, Henderson-Hasselbalch
- Enzyme kinetics: Michaelis-Menten, Lineweaver-Burk, inhibition, kcat/KM
Engineering
Circuits
- Two-port networks, transformers, three-phase power
- Transmission lines: telegrapher's equations, reflection coefficient, Smith chart
Signals and systems
- LTI systems, convolution, impulse response
- Fourier series and continuous-time Fourier transform
- Laplace transform, region of convergence, transfer functions
- Z-transform and discrete-time systems
- DFT, FFT, windowing, spectral estimation
- Sampling theorem, aliasing, reconstruction
- Analog filter design: Butterworth, Chebyshev, elliptic
Control systems
- Modeling: transfer functions, block diagrams, state-space conversion
- Time response: first and second-order specifications, steady-state error
- Stability: Routh-Hurwitz, pole locations
- Root-locus analysis and design
- Frequency response: Bode, Nyquist, gain and phase margins, lead-lag
- PID control and tuning (Ziegler-Nichols)
Fluid mechanics
- Differential relations: continuity, Navier-Stokes, stream function, vorticity
- Dimensional analysis, Buckingham pi, similarity (Re, Fr, Ma)
- Viscous flow in ducts: laminar, Moody chart, Darcy-Weisbach, minor losses
- Flow past immersed bodies: boundary layers, drag, lift
Heat transfer
- Conduction rate equation, thermal resistance networks, composite walls
- Heat diffusion equation and boundary conditions
- 1-D steady conduction with generation, radial systems, extended surfaces (fins)
- Transient conduction: lumped capacitance, Heisler charts, semi-infinite solid
- Convection: boundary layers, Nusselt, Reynolds, Prandtl correlations (external, internal, free)
- Heat exchangers: LMTD and effectiveness-NTU
- Thermal radiation: Stefan-Boltzmann, view factors, radiosity
Engineering thermodynamics
- Exergy (availability) analysis
- Power cycles: Rankine, Brayton, Otto, Diesel; refrigeration and heat pumps
- Gas mixtures, psychrometrics, air conditioning
Statics and dynamics
- Planar rigid-body kinematics and kinetics, instantaneous center
- Three-dimensional rigid-body kinetics, gyroscopic motion
- Mechanical vibrations: SDOF free/forced, damping, resonance, transmissibility
- MDOF vibrations and modal analysis
Mechanics of materials
- Stress transformation, principal stresses, Mohr's circle
- Failure criteria (Tresca, von Mises), column buckling (Euler), energy methods
Computer science
Algorithms
- Graph traversal: BFS, DFS, connected components
- Shortest paths (Dijkstra, Bellman-Ford) and minimum spanning trees
- Maximum flow, matchings, bipartite graphs
- Dynamic programming and greedy algorithms
- Eulerian and Hamiltonian paths, graph coloring, chromatic polynomial
Theory of computation
- Regular languages: DFA, NFA, regular expressions, minimization
- Context-free languages, pushdown automata, pumping lemma
Discrete mathematics
- Propositional and predicate logic, quantifier elimination, SAT
- Induction and proof techniques, formal proof export
- Generating functions, enumeration, partitions, Stirling and Catalan numbers
Cross-cutting
Foundations
- Dimensional analysis, Buckingham pi theorem, nondimensionalization and scaling
- Cartesian and general tensors: index notation, Levi-Civita identities, contraction
- Special-function library (Gamma, Bessel, Legendre, hypergeometric, elliptic, orthogonal polynomials)
- Integral transforms (Laplace, Fourier, Hankel, Z; Mellin is state 5)
- Operators on function spaces: adjoints, spectral decomposition, bra-ket notation
Senior
Mathematics
Ordinary differential equations
- Delay and stochastic differential equations
Partial differential equations
- Nonlinear PDEs: Burgers, KdV, eikonal
- Conservation laws, shocks, Rankine-Hugoniot, entropy conditions
Linear algebra II
- Unitary, normal matrices and Hermitian operators on complex spaces
Real analysis
- Differential forms and Stokes on manifolds
- Stone-Weierstrass, Arzela-Ascoli, equicontinuity
Complex analysis
- Conformal maps, Mobius transformations, Schwarz-Christoffel
- Analytic continuation and monodromy
- Entire functions, Hadamard and Weierstrass factorization, Mittag-Leffler
Abstract algebra
- Sylow theorems, p-groups, solvable and nilpotent groups
- Direct and semidirect products; structure of finite abelian groups
- Free groups, presentations, Todd-Coxeter
- Groebner bases, elimination, polynomial system solving
- Modules over a PID and the structure theorem
- Field extensions, minimal polynomials, degree and tower law
- Finite fields GF(p^n)
- Galois theory (Galois groups, fundamental theorem, solvability by radicals)
- Splitting fields, cyclotomic fields, ruler-and-compass constructibility
- Quaternions and Clifford algebras
Number theory
- Diophantine equations: linear, Pell, sums of squares
- Continued fractions and rational approximation
- Dirichlet characters, L-functions, arithmetic functions
- Primality tests (Miller-Rabin, AKS) and factoring (ECM, quadratic sieve)
Probability
- Modes of convergence (in probability, a.s., L^p, in distribution)
- Conditional expectation, tower property, martingales
- Markov chains: stationary distribution, absorbing, classification
- Poisson processes, renewal theory, queues
- Shannon entropy, KL divergence, mutual information, channel capacity
- Monte Carlo and MCMC (Metropolis-Hastings, Gibbs, HMC)
Numerical analysis
- Eigenvalue algorithms: power, QR algorithm, Lanczos, Arnoldi
- Numerical ODEs: Euler, Runge-Kutta, multistep, adaptive step, stability regions
- Stiff problems, implicit Runge-Kutta, DAEs
- Symplectic and geometric integrators
- Finite differences for PDEs: consistency, stability, CFL, von Neumann analysis
- Approximation: Chebyshev, Pade, minimax, least squares
- FFT and spectral differentiation
Optimization
- KKT conditions, nonlinear programming
- Convex optimization: QP, SOCP, SDP, duality
- Interior-point methods
Topology
- Separation axioms, Urysohn, metrization, Tychonoff
- Fundamental group and covering spaces
- Seifert-van Kampen and classification of surfaces
Differential geometry
- Curves: Frenet-Serret, curvature and torsion
- Surfaces: first and second fundamental forms, Gauss and mean curvature
- Theorema Egregium, geodesics on surfaces, Gauss-Bonnet
Statistics/Data
Statistics
- Sufficiency, completeness, Rao-Blackwell, Lehmann-Scheffe
- Fisher information and Cramer-Rao bound
- Confidence intervals and pivotal quantities
- Neyman-Pearson lemma, likelihood ratio tests, power
- Nonparametric tests (Wilcoxon, Mann-Whitney, KS, Anderson-Darling)
- Regression diagnostics, leverage, residual analysis, multicollinearity
- Robust and HAC standard errors
- Generalized linear models (logistic, Poisson, probit)
- Asymptotic theory: delta method, asymptotic normality of MLE
Physics
Classical mechanics
- Canonical transformations, generating functions, symplectic condition
- Hamilton-Jacobi theory, action-angle variables, Liouville's theorem
Electromagnetism
- Poynting theorem, energy and momentum conservation, Maxwell stress tensor
- Potentials, gauge transformations (Lorenz, Coulomb), retarded potentials
- Plane waves, polarization, reflection and refraction (Fresnel equations)
- Waves in conductors, skin depth, dispersion, Kramers-Kronig
- Waveguides, resonant cavities, optical fibers
- Radiation: Larmor formula, dipole and multipole radiation, antennas
- Scattering and diffraction: Rayleigh, Thomson, Mie, Kirchhoff
- Covariant electrodynamics: field tensor, Lorentz force, transformation of E and B
Optics
- Polarization: Jones and Mueller calculus, birefringence
- Fourier optics, coherence, Gaussian beams and laser cavities
Quantum mechanics
- Time-independent perturbation theory (non-degenerate and degenerate), fine structure
- Variational principle and Rayleigh-Ritz
- WKB approximation, Bohr-Sommerfeld quantization, tunneling
- Time-dependent perturbation theory, Fermi golden rule, adiabatic theorem
- Scattering theory: Born approximation, partial waves, cross sections
- Identical particles, bosons and fermions, helium, Slater determinants
- Symmetries, parity, time reversal, rotation matrices (Wigner D)
- Qubits, quantum gates, entanglement, Bell states
- Minimal coupling, Aharonov-Bohm effect, Landau levels
Statistical mechanics
- Fermi-Dirac and Bose-Einstein statistics, ideal quantum gases
- Einstein and Debye solids, heat capacity
- Phase equilibria, Clausius-Clapeyron, van der Waals critical point
- Interacting systems: virial expansion, mean-field theory, Landau theory
- Ising model: 1-D transfer matrix, mean-field, Onsager 2-D
- Kinetic theory, Boltzmann equation, H-theorem, transport coefficients
Relativity
- Lorentz transformations, 4-vectors, relativistic kinematics and collisions
- Relativistic Doppler, aberration, Thomas precession
- Relativistic Lagrangian and Hamiltonian particle dynamics
Solid-state physics
- Crystal structure, Bravais lattices, reciprocal lattice, Bragg diffraction
- Phonons: lattice vibrations, dispersion, density of states
- Free electron Fermi gas, Fermi energy, electronic heat capacity
- Bloch theorem, nearly free electron model and energy bands
- Tight-binding model and band structure
- Semiconductors: carrier concentration, doping, p-n junction
Chemistry
Organic chemistry
- Heterocycles, carbohydrates, amino acids and peptides, polymers
- Retrosynthesis and asymmetric synthesis
Physical chemistry
- Collision theory, transition-state (Eyring) theory, reaction dynamics
- Statistical thermodynamics of molecules: partition functions and thermodynamic functions
- Surfaces and catalysis: Langmuir, BET isotherms, adsorption kinetics
- Transport: diffusion (Fick), viscosity, Stokes-Einstein
- Molecular interactions, intermolecular potentials, solids and crystals
Quantum chemistry
- Molecular spectroscopy: rotational, vibrational, electronic; selection rules, Franck-Condon
- Magnetic resonance: NMR chemical shift, J-coupling, spin Hamiltonians, EPR
Analytical chemistry
- Chromatography: retention, plate theory, resolution, van Deemter equation
- Electroanalytical methods: potentiometry, voltammetry, Cottrell, Randles-Sevcik
- Atomic and molecular spectrometry, mass spectrometry, FT methods
Biochemistry
- Cooperativity and binding: Hill equation, Scatchard, allostery
- Membrane potentials, transport, Nernst and Goldman equations
- Metabolic networks: mass-action ODEs, flux balance
- Pharmacokinetic models (one- and two-compartment, AUC, bioavailability)
- Population and epidemic models (logistic, Lotka-Volterra, SIR)
Engineering
Signals and systems
- Digital filter design: bilinear transform, FIR/IIR, frequency transformations
- Time-frequency analysis: STFT, wavelets, spectrograms
- Modulation and communication systems: AM, FM, matched filter, constellations
Control systems
- State-space: controllability, observability, pole placement (Ackermann)
- Lyapunov stability for linear systems
Fluid mechanics
- Potential flow: stream and potential functions, superposition, conformal methods
- Compressible flow: isentropic relations, shocks, nozzles, Fanno and Rayleigh flow
- Open-channel flow and turbomachinery
Heat transfer
- Boiling and condensation
- Mass transfer: Fick's law, diffusion, convection mass transfer
Engineering thermodynamics
- Combustion, chemical and phase equilibrium
- Thermodynamic property relations (Maxwell, Clapeyron, Joule-Thomson)
Mechanics of materials
- 3-D elasticity: stress and strain tensors, generalized Hooke's law, plane stress/strain
Materials science
- Crystal structure, packing, defects, dislocations and strengthening
- Diffusion in solids (Fick's laws), Arrhenius temperature dependence
- Phase diagrams, lever rule, phase transformations, TTT curves
- Fracture mechanics, fatigue (S-N, Paris law), creep
- Composites (rule of mixtures), polymers, ceramics, electrical and thermal properties
Computer science
Algorithms
- Graph spectra, Laplacians, random walks, isomorphism
- NP-completeness, reductions, approximation algorithms
- Computational geometry: convex hull, Voronoi/Delaunay
Theory of computation
- Turing machines, decidability, reducibility
Discrete mathematics
- Polya enumeration and Burnside counting
- Ramsey theory, extremal combinatorics, design theory
Cryptography
- Number-theoretic hardness: RSA, Diffie-Hellman, discrete logarithm
- Elliptic-curve cryptography: group law, scalar multiplication, secp256k1
- Perfect secrecy, one-time pad, private-key encryption, block ciphers (AES), modes
- Hash functions, MACs, authenticated encryption, digital signatures
Coding theory
- Linear block codes: generator and parity-check matrices, Hamming codes, syndrome decoding
- Cyclic codes, BCH and Reed-Solomon codes
- Channel capacity and source coding (Shannon theorems, Huffman)
Numerical linear algebra
- Conditioning and stability of algorithms; backward error
- Householder QR, SVD algorithms, least-squares conditioning
Cross-cutting
Foundations
- Group theory and representations as a language (symmetry, selection rules)
- Asymptotic and perturbative methods (WKB, boundary layers, saddle point)
- Variational principles and constrained optimization
Graduate / PhD
Mathematics
Partial differential equations
- Sobolev spaces, weak solutions, Lax-Milgram
- Galerkin and finite-element methods
- Hamilton-Jacobi equations and viscosity solutions
- Distributions, Fourier transforms of distributions, fundamental solutions
Calculus of variations
- Second variation, direct methods, Noether's theorem
Real analysis
- Lebesgue measure and integration (MCT, DCT, Fatou)
- L^p, Hilbert and Banach spaces, spectral theory of operators
- Metric spaces, contraction mapping, Baire category
Complex analysis
- Gamma, zeta, theta and elliptic functions
- Prime number theorem and zeta zeros
- Riemann mapping theorem, Schwarz reflection, several complex variables
Abstract algebra
- Representation theory of finite groups: characters and orthogonality
- Lie algebras, root systems and the Weyl character formula
- Hilbert Nullstellensatz, radical membership, primary decomposition
- Algebraic geometry: varieties, resultants, Bezout, Puiseux expansions
- Noncommutative algebra and NC Groebner bases
- Homological algebra: Tor, Ext, group cohomology
- Category theory: functors, adjoints, limits
- Dedekind domains, number fields, ideal class groups, units
Number theory
- Elliptic curves: group law, torsion, rank, modular forms
- p-adic numbers and Hensel's lemma
- Lattice reduction (LLL) and integer relations (PSLQ)
Probability
- Brownian motion, Ito calculus, SDEs, Black-Scholes
- Measure-theoretic probability: sigma-algebras, Kolmogorov, Radon-Nikodym
Numerical analysis
- Finite volume, spectral and finite-element PDE methods
- Numerical SDEs and Monte Carlo error analysis
- Verified numerics: interval Newton, certified enclosures
Optimization
- Integer and mixed-integer programming, branch and bound
- Global and multiobjective optimization
- Dynamic programming, network flows, optimal control (LQR, Pontryagin)
Topology
- Simplicial and singular homology, Euler characteristic, Betti numbers
- De Rham cohomology and closed vs exact forms
Differential geometry
- Smooth manifolds, charts, tangent vectors, differential forms
- Riemannian metrics, Levi-Civita connection, Christoffel symbols
- Curvature: Riemann, Ricci, scalar curvature, Einstein tensor
- Hodge star, codifferential, Laplace-de Rham
- Lie groups, Lie algebras, exponential map, vector fields and flows
- Symplectic manifolds and Hamiltonian flows
- Fiber bundles, connections, characteristic classes
Statistics/Data
Statistics
- Bayesian inference: conjugate priors, posteriors, MCMC
- Bootstrap, permutation tests, cross-validation
- Regularization (ridge, lasso), model selection (AIC, BIC)
- Multivariate analysis: PCA, clustering, discriminant, mixtures (EM)
- Time series: ARIMA, ACF/PACF, spectral analysis, Kalman filter
- Survival analysis and experimental design
- Statistical learning: SVM, trees, boosting, neural networks
- Nonparametric regression, kernel smoothing and splines
Machine learning
- Neural networks, backpropagation, reverse-mode automatic differentiation
Physics
Classical mechanics
- Classical chaos, Lyapunov exponents, KAM, canonical perturbation theory
- Lagrangian and Hamiltonian field theory, continuous systems
- Symplectic integrators for Hamiltonian systems
- Lane-Emden polytropes and stellar structure
Electromagnetism
- Radiation by moving charges: Lienard-Wiechert, synchrotron, bremsstrahlung, Cherenkov
- Radiation damping and classical models of charged particles
- Gaussian and SI unit systems in electrodynamics
Quantum mechanics
- Density matrices, open quantum systems, decoherence
- Second quantization and many-body theory
- Relativistic quantum mechanics: Klein-Gordon and Dirac equations
- Path integrals and functional measures
Statistical mechanics
- Brownian motion, Langevin and Fokker-Planck equations, fluctuation-dissipation
- Renormalization group and critical exponents
- Monte Carlo methods for statistical systems (Metropolis)
Relativity
- Geodesic equation, parallel transport, equivalence principle
- Riemann, Ricci and Einstein tensors; Bianchi identities
- Einstein field equations and stress-energy tensors (perfect fluid, Maxwell)
- Schwarzschild solution: horizon, photon sphere, ISCO, tidal forces, precession
- Kerr, Reissner-Nordstrom, Kerr-Newman black holes; Weyl scalars and Petrov type
- Geodesic orbit integration in Schwarzschild and Kerr
- Linearized gravity and gravitational waves
- FLRW cosmology, Friedmann equations, de Sitter space
- QFT in curved spacetime, Hawking radiation
Solid-state physics
- Fermi surfaces, Hall effect, semiclassical transport
- Superconductivity: London, BCS, Meissner effect
- Magnetism: dia/paramagnetism, Curie-Weiss, ferromagnetism, magnetic resonance
- Dielectrics, plasmons, optical processes, excitons
- Defects, dislocations, nanostructures
Quantum field theory
- Canonical quantization of the scalar field, propagators
- Dirac equation, gamma matrices, spinors
- Feynman diagrams and rules, S-matrix, cross sections and decay rates
- QED processes: Compton, pair production, vertex corrections
- Renormalization and the renormalization group
- Non-abelian gauge theories, Standard Model group theory
- Spontaneous symmetry breaking, Goldstone and Higgs mechanisms
- Functional integrals in QFT
- Particle kinematics: Mandelstam variables, phase space, nuclear binding
Chemistry
Organic chemistry
- Physical organic: Hammett, linear free energy, isotope effects, mechanism elucidation
Quantum chemistry
- Hartree-Fock, SCF, basis sets, post-HF methods
- Density functional theory
- Perturbation and variation methods for molecules
Biochemistry
- Protein folding thermodynamics, nucleic acid melting, biomolecular simulation
Engineering
Signals and systems
- Random signals: power spectral density, Wiener filtering, Kalman filtering
Control systems
- Optimal control: LQR, LQG, H2, H-infinity, Kalman-Bucy
- Model reduction, MIMO design, robust and nonlinear control
Fluid mechanics
- Turbulence modeling, CFD, Stokes flow, lubrication theory
Heat transfer
- Numerical conduction: finite-difference and finite-element
Mechanics of materials
- Finite-element structural analysis and plasticity
Computer science
Algorithms
- Randomized and online algorithms, probabilistic analysis
Theory of computation
- Complexity classes: P, NP, PSPACE, hierarchies
Cryptography
- Lattice-based and quantum-secure cryptography
- Zero-knowledge, secure multiparty computation, advanced public-key topics
Coding theory
- Convolutional codes, Viterbi decoding, turbo and LDPC codes
- Code bounds (Hamming, Singleton, Gilbert-Varshamov, Plotkin) and weight enumerators
Numerical linear algebra
- Krylov methods: Arnoldi, Lanczos, GMRES, preconditioning
Cross-cutting
Foundations
- Green's functions and distribution theory as a universal solver
- Curated thermophysical, spectroscopic, pKa and materials tables
- Law-library registry: law objects with assumptions, units, domain, references
- Textbook-problem gold corpus and acceptance tests per course
- Proof assistants: certificates and Lean export for theorems