Notes

Research notes

The notes are the building blocks of this notebook: each one takes a single concept, claim, or investor question and works through it from the science up. They are organized below by topic, with the newest notes pinned on top. Explore how the ideas connect on the Research Board.

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September 19, 2026 Foundations

QAOA: Turning a Score into a Probability

The best-known quantum optimizer writes every candidate answer’s score into phase, then lets a mixer make those phases interfere so better answers show up more often. MaxCut as the worked example, the cost and mixer layers as an actual circuit, what extra depth buys and costs on real hardware, and why a clear mechanism is not yet a proven advantage.

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September 18, 2026 Foundations

Grover’s Algorithm: Turning a Phase Flip into an Answer

One prize, a million locked boxes, no clues: classically about a million tests, with Grover about a thousand. How an oracle’s sign flip and a reflection about the average turn phase into probability, why about 785 iterations is optimal and more can hurt, why the speedup is only quadratic, and the reusable idea behind it, amplitude amplification.

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September 17, 2026 Foundations

Quantum Fourier Transform: Turning Phase into a Number

An answer can sit in the phases of a quantum state where no measurement can reach it. The QFT rearranges the state so those phases interfere into a bit string you can read: the transform written out, the arrows that cancel or line up, the exact case inside phase estimation and Shor’s algorithm, and why this is not an exponentially faster FFT for ordinary signal processing.

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Foundations

The Qubit

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Both answers at once, and hard to hold: the basic unit of quantum information.

Superposition

The particle that interferes with itself, and why that is a resource.

Measurement

The price of looking: reading a qubit ends its quantum behavior.

Entanglement

The bond Einstein bet against, with correlations nothing classical can match.

The Bell State

Two qubits, one shared state: why matching answers alone prove nothing.

Quantum Gates

A solved idea, an unsolved machine: how qubits are steered.

Grover’s Algorithm

Finding one marked item among N with about √N checks, and why that is the limit.

QAOA

Turning a score into a probability: the hybrid optimizer, and what its depth buys.

The GHZ State

start here

All together, or not at all: one coherent state shared by the whole register.

Qubits: the Overview

The qubit families compared, and why this is a winner-takes-most bet on physics.

Hardware

The Physical Qubit

start here

The fragile raw material every quantum machine is built from.

Coherence Time

The clock every qubit races before its information fades.

Error Correction

The Logical Qubit

Safety in numbers: many fragile qubits acting as one dependable one.

Benchmarks

Gate Fidelity

The probability an operation did what it claimed.