Working definitions

The words, defined once.

45 terms across artificial intelligence, nanotechnology and biotechnology. Each one is written to be read cold by someone who has just clicked it mid-sentence.

Artificial Intelligence

14 terms

Artificial Intelligence

Agentic AI

A system that plans a sequence of steps, calls tools, checks its own output and retries — rather than producing one response.

Artificial Intelligence

Artificial general intelligence

A hypothetical system matching human competence across essentially any cognitive task, rather than excelling at specific ones.

Artificial Intelligence

Attention

The mechanism by which each position in a sequence decides how much of every other position to mix into its own representation.

Artificial Intelligence

Benchmark

A fixed test set used to compare models — which measures one thing well and everything else badly.

Artificial Intelligence

Deep learning

Machine learning where the model also learns its own representation of the input, layer by layer.

Artificial Intelligence

Embedding

A list of numbers representing a word, image or molecule, arranged so that similar things sit close together.

Artificial Intelligence

Fine-tuning

Continuing to train an existing model on a smaller, more specific dataset to change its behaviour.

Artificial Intelligence

Hallucination

A fluent, confident, and false output — the model's normal behaviour applied to something it does not know.

Artificial Intelligence

Machine learning

Any system whose rule is fitted to examples rather than written by hand.

Artificial Intelligence

Overfitting

When a model learns the noise in its training data well enough to perform worse on anything new.

Artificial Intelligence

Parameter

One of the numbers inside a model that training adjusts; the count of them is the usual proxy for a model's size.

Artificial Intelligence

Retrieval-augmented generation

Fetching relevant documents at question time and putting them in front of the model, rather than training the facts in.

Artificial Intelligence

Training

The process of adjusting a model's parameters so its outputs match a dataset better.

Artificial Intelligence

Transformer

The neural network architecture behind nearly every current language model, built around attention rather than sequential processing.

Nanotechnology

15 terms

Nanotechnology

Atomic force microscope

An instrument that images a surface by dragging or tapping an extremely sharp tip across it and recording the deflection.

Nanotechnology

Bottom-up fabrication

Building structures by letting atoms and molecules arrange themselves into the arrangement you want.

Nanotechnology

Characterisation

Establishing what a sample actually is — size, shape, composition, structure — rather than what it was intended to be.

Nanotechnology

Colloid

A stable suspension of particles small enough that they stay dispersed instead of settling out.

Nanotechnology

Nanomedicine

Medicine that uses nanoscale carriers to control where a drug goes and when it is released.

Nanotechnology

Nanometre

One billionth of a metre (10⁻⁹ m) — roughly the width of ten hydrogen atoms in a row.

Nanotechnology

Nanoparticle

A particle with at least one dimension between roughly 1 and 100 nanometres, at which size its behaviour stops matching the bulk material.

Nanotechnology

Quantum confinement

What happens when a particle is small enough that its electrons' allowed energy levels separate into discrete steps.

Nanotechnology

Quantum dot

A semiconductor nanocrystal whose emission wavelength is set by its physical size rather than its composition.

Nanotechnology

Self-assembly

Structures that form themselves because the components' own interactions make the ordered arrangement the lowest-energy one.

Nanotechnology

Spectroscopy

Working out what something is made of by measuring which wavelengths of light it absorbs or emits.

Nanotechnology

Surface plasmon

A collective oscillation of the electrons at a metal surface, which absorbs light at a wavelength set by the particle's size and shape.

Nanotechnology

Surface-to-volume ratio

The fraction of a particle's atoms that sit on its surface — the mechanism behind most nanoscale behaviour.

Nanotechnology

Top-down fabrication

Making small structures by carving them out of a larger block — lithography, etching, milling.

Nanotechnology

Transmission electron microscope

An instrument that fires electrons through an ultra-thin sample to image structure down to individual atomic columns.

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