UPDATED Apr 13 2026 08:30

A field guide to the quantitative reasoning under modern science and technology, covering the math you need for physics, chemistry, computer science, AI/ML, blockchain, and quantum computing, with deep dives when you want to know why.

Mathematics

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Mathematics
The shared language of quantitative reasoning across physics, chemistry, engineering, finance, and AI. Seven subjects, one guided tour, interactive figures inline.

Physics

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Physics
Classical mechanics through the frontier — general relativity, quantum field theory, cosmology, and string theory. Ten subjects, each with the math laid bare, worked examples, and an interactive figure.

Classical Mechanics

Newton · Lagrange · Hamilton

Newton's laws, energy and momentum, Lagrangians, Hamiltonians, and the principle of least action.

core

Electromagnetism

Maxwell's four equations

Electric and magnetic fields, Gauss, Faraday, Ampère, electromagnetic waves, and how light emerges.

core

Thermodynamics & Statistical Mechanics

prereq: probability

Temperature, entropy, the laws of thermo, partition functions, and why macroscopic laws come from counting.

cross-field core

Special Relativity

Einstein, 1905

Time dilation, length contraction, Lorentz transformations, spacetime, and $E = mc^2$.

core

General Relativity

Einstein, 1915

Gravity as curved spacetime, the equivalence principle, the Einstein field equations, black holes.

advanced

Quantum Mechanics

prereq: linear algebra

Wavefunctions, Schrödinger's equation, operators, measurement, entanglement, and the two-slit experiment.

core

Quantum Field Theory

prereq: QM + SR

Fields as the fundamental objects, creation and annihilation, Feynman diagrams, and renormalization.

advanced

Particle Physics

the Standard Model

Quarks, leptons, gauge bosons, the Higgs, and what's known (and unknown) about the fundamental constituents of matter.

advanced

Cosmology

the universe at scale

Big Bang, inflation, the CMB, dark matter, dark energy, and the large-scale structure of the universe.

frontier

Frontier Physics

string theory · LQG · quantum info

String theory, loop quantum gravity, quantum information, topological matter, and what theorists argue about at conferences.

frontier

Nuclear Physics

fission · fusion · weapons · reactors

Binding energy, radioactive decay, fission chain reactions and reactor types. Fusion and the race to ignition. Manhattan Project history, bomb designs, and nuclear energy in 2026.

new

String Theory

extra dimensions · dualities · AdS/CFT

One-dimensional strings as the fundamental objects, extra dimensions, T-duality, M-theory, the string landscape, and the AdS/CFT correspondence.

frontier

History of Physics

natural philosophy → quantum gravity

From Aristotle's cosmos through Newton, Maxwell, Einstein, and Bohr to the present frontier. The ideas, the experiments, and the people who changed how we see the universe.

context

Astronomy & Space Exploration

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Astronomy & Space Exploration
From Galileo's telescope to JWST — a tour of how humanity has explored the cosmos. Missions from NASA, ESA, SpaceX, ISRO, and CNSA. Black holes, dark energy, exoplanets, and the fate of the universe.

Chemistry

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Chemistry
From orbitals and bonding through organic mechanisms, biochemistry, and quantum chemistry. Eight subjects that sit at the intersection of physics, biology, and materials science.

Atomic Structure

the periodic table, explained

Orbitals, quantum numbers, electron configurations, and why the periodic table looks the way it does.

core

Chemical Bonding

how atoms stick together

Ionic, covalent, and metallic bonds, Lewis structures, VSEPR geometry, hybridization, and molecular orbitals.

core

Thermochemistry

prereq: thermodynamics

Enthalpy, entropy, Gibbs free energy, Hess's law, and what makes a reaction spontaneous.

core

Chemical Kinetics

how fast reactions go

Rate laws, reaction orders, Arrhenius equation, catalysis, and the activation-energy picture.

core

Chemical Equilibrium

prereq: thermochemistry

Le Chatelier's principle, equilibrium constants, acids and bases, buffers, and solubility.

core

Organic Chemistry

the chemistry of carbon

Functional groups, reaction mechanisms, stereochemistry, and the logic of synthesis.

core

Biochemistry

chemistry of life

Proteins, nucleic acids, enzymes, metabolism, and how cells run on catalyzed chemistry.

cross-field core

Quantum Chemistry

prereq: quantum mechanics

Solving the Schrödinger equation for molecules: Hartree-Fock, DFT, and computational methods.

advanced

Periodic Table

all 118 elements · interactive

Click any element for its full details. Non-linear discovery timeline, atom model diagrams (Dalton→Schrödinger), orbital shapes, quark structure, spin, and spectroscopy.

new

Chemical Reactions

8 reaction types · home experiments

Synthesis, decomposition, combustion, redox, acid-base, and more. Exhaustive examples, industry uses, experiments you can do at home, and balancing problem sets.

new

Computer Science

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Computer Science
Algorithms, complexity, theory, and optimization. Useful to anyone who reasons about scale, from scientists running simulations to product managers sizing an engineering tradeoff.

AI / Machine Learning

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AI / Machine Learning
A pragmatic tour of the whole field, from the 1957 perceptron to 2026 reasoning models. Timeline, vocabulary, and interactive demos inline.

The Perceptron

Rosenblatt, 1957

The first learning algorithm that worked on a machine. One neuron, a weight vector, a threshold.

origin

Activation Functions

the nonlinearity

Sigmoid, tanh, ReLU, GELU, SwiGLU. The nonlinearity that makes depth meaningful.

core

Gradient Descent

prereq: multivariable calc

Three lines of math, one idea, every neural network on Earth.

core

Backpropagation

Rumelhart-Hinton-Williams, 1986

The chain rule applied efficiently through a network. Derived with worked numbers.

core

Convolution (CNN)

LeCun, 1989

The operation that taught neural networks to see. Kernels, strides, feature maps.

vision

RNNs & LSTMs

1990s – 2017

Hidden state, vanishing gradients, and the gates that made sequence learning work.

historical

Word Embeddings

Mikolov, 2013

king − man + woman ≈ queen. How strings became geometry.

NLP

Self-Attention

Vaswani et al., 2017

Every token looks at every token. The core operation of the transformer.

core

State Space Models & Mamba

Gu & Dao, 2023

Attention's O(n²) is too expensive for long contexts. SSMs give you O(n).

frontier

GANs

Goodfellow, 2014

A forger and a detective locked in a zero-sum game.

historical

Diffusion Models

Ho et al., 2020

Start with noise, unwind it into an image. The math behind Stable Diffusion and Sora.

production

Foundation Models

term coined Stanford, 2021

Pretrain once, adapt everywhere. GPT, Claude, Gemini. Scaling laws.

production

Retrieval-Augmented Generation

Lewis et al., 2020

Look up facts in a vector DB, then generate. The cheapest productivity win.

production

Mixture of Experts

Shazeer et al., 2017

Trillion-parameter models that run as cheap as a 30B one.

frontier

Reasoning & Test-Time Compute

o1, R1, 2024

Models that think before answering. The new scaling axis.

frontier

Neuro-Symbolic AI

ongoing

Neural networks that learn plus symbolic systems that reason.

research

Edge & On-Device AI

deployment

Quantization, pruning, distillation, compilation. Fit an LLM on a phone.

deployment

AI Safety & Alignment

RLHF, DPO, constitutional AI

Making a trained model act the way you meant to ask.

safety

AGI — The Goal

speculative

What AGI means, what the benchmarks show, and how close we might be.

speculative

The Singularity

speculative

Recursive self-improvement, takeoff speeds, the asymptotic case.

speculative

AI & Society

ongoing

Measured effects on jobs, information, democracy, and warfare.

policy

Blockchain

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Blockchain
Distributed ledgers, consensus mechanisms, smart contracts, zero-knowledge proofs, and DeFi. From cryptographic foundations to ZK rollups.

Cryptographic Foundations

hashes · signatures · Merkle trees

SHA-256, ECDSA on secp256k1, Merkle proofs, and how they make tamper-evident ledgers possible.

core

Consensus Mechanisms

PoW · PoS · BFT

The Byzantine Generals Problem, Nakamoto consensus, Proof of Stake, and BFT protocols (Tendermint, HotStuff).

core

Smart Contracts

EVM · Solidity · security

The Ethereum Virtual Machine, Solidity patterns, ERC-20/721, reentrancy attacks, and gas optimization.

core

Zero-Knowledge Proofs

SNARKs · STARKs · zkRollups

Prove without revealing. R1CS, Groth16, FRI, and how ZK proofs power the next generation of scaling.

frontier

Bitcoin

digital gold · Lightning Network

UTXO model, the mempool, the halving, Script, Taproot, and the Lightning Network's payment channels. Why Bitcoin is censorship-resistant money.

deep dive

Ethereum

smart contracts · DeFi · rollups

The EVM, gas, the Merge (PoS), EIP-1559, rollup-centric roadmap, blobs, restaking. How Ethereum became the settlement layer for DeFi.

deep dive

Solana

Proof of History · high throughput

The Proof of History clock, Tower BFT, Sealevel parallel execution, and how Solana achieves 50,000+ TPS. Tradeoffs vs Ethereum.

deep dive

Cardano

formal methods · eUTXO · research-first

Ouroboros PoS, extended UTXO model, Plutus smart contracts, peer-reviewed development, and Cardano's phased Shelley/Alonzo/Voltaire roadmap.

deep dive

Cosmos

Internet of Blockchains · IBC

Tendermint BFT, the Cosmos SDK, Inter-Blockchain Communication (IBC), sovereign app-chains, and the hub-and-zone architecture.

deep dive

Quantum Computing

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Quantum Computing
Superposition, entanglement, interference, and the algorithms that exploit them. From the Bloch sphere to Shor's algorithm and error correction.