Experiment
Claude Sonnet 5 · 4 turns · 18.4k tokens
All three land the concept, but they disagree on where to start. The full write-up is in the preview — open Compare to see them side by side.
Dropped the amplitude notation and added a capability table. Readability moved from grade 12 to grade 9 with no loss of accuracy.
Quantum Computing, Without the Jargon
A classical computer answers one question at a time. A quantum computer explores a landscape of answers at once, then uses interference to make the wrong ones cancel out. That is the whole trick — everything else is engineering.
The coin analogy
A regular bit is a coin lying flat: heads or tails. A qubit is a coin spinning in the air. While it spins it is not secretly heads or tails — it is genuinely both, weighted. Stop it, and you get one answer. The art is arranging the spin so the answer you want is the one most likely to land.
Quantum computers are not faster computers. They are differently shaped ones — useless for email, remarkable for problems whose answers hide in enormous search spaces.
What it is actually good at
The honest list is shorter than the headlines suggest.
| Problem class | Classical | Quantum | Status |
|---|---|---|---|
| Factoring large numbers | Exponential | Polynomial | Needs scale |
| Unstructured search | N steps | √N steps | Proven |
| Molecular simulation | Intractable | Natural fit | Early wins |
| Everyday software | Excellent | Worse | Not applicable |
Superposition is often described as "trying every answer at once". That is close but misleading — you only ever read one answer out. The power comes from interference, not from parallelism.
A sketch of the machine
Every quantum program has the same three-part shape, whatever the hardware underneath.
The probability rule
The chance of reading a given answer is the square of its amplitude — which is why cancelling amplitudes matters more than adding them.
P(x) = |αx|²
Running it
Most beginners meet quantum computing through a simulator rather than real hardware.
# Two qubits, one entangled pair
from qiskit import QuantumCircuit
qc = QuantumCircuit(2, 2)
qc.h(0) # put qubit 0 into superposition
qc.cx(0, 1) # entangle it with qubit 1
qc.measure([0, 1], [0, 1])
Where the field actually stands
Useful machines exist, but error correction still eats most of the hardware.
- Physical qubits are noisy; logical qubits bundle many of them for error correction.
- Cryptography changes slowly — migration matters long before the machines arrive.
- Chemistry and materials are the first fields likely to feel a real difference.
The 2026 figure above is a projection, not a measurement. Ask the model for its source before repeating it.
A slide outline generated from this response, ready to export or hand to a designer.
- 09:12:04planDetected a comparison task — routing to three candidate models
- 09:12:05ctxPulled 4 workspace documents and 2 saved prompts into context
- 09:12:07genDrafted three responses in parallel at temperature 0.6
- 09:12:09checkFlagged one unsupported figure for verification
- 09:12:10doneScored responses on clarity, accuracy and reading level
- 09:22:41doneRevision v3 applied — maths removed, capability table added