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Reference / Atlas

The Intelligence Atlas

A concise, cross-linked encyclopedia of the core concepts that show up across every page of this site - from attention to alignment, from neuroplasticity to superintelligence.

// core

Intelligence

The capacity to acquire knowledge, reason about it, and use it to achieve goals in varied environments. There is no single agreed definition - psychometric, computational, and behavioural traditions each emphasise different facets.

Artificial General Intelligence (AGI)

A hypothetical system that can learn and reason across the full range of cognitive tasks at or above human level, transferring knowledge fluidly between domains.

see also: ai, asi, reasoning

Artificial Superintelligence (ASI)

A hypothetical system whose general cognitive performance substantially exceeds the best human minds across essentially all domains.

see also: agi

Artificial Intelligence

An umbrella term for systems that perform tasks normally requiring human intelligence: perception, language, planning, problem solving.

see also: ml, deep learning
// methods

Machine Learning

Systems that learn statistical patterns from data rather than being explicitly programmed with rules.

Deep Learning

Multi-layer neural networks that learn hierarchical representations - the engine behind modern AI capabilities.

Transformers

A neural network architecture introduced in 2017 that uses self-attention to model relationships across long sequences. The backbone of contemporary large language models.

see also: llm, attention

Large Language Model (LLM)

A transformer-based model trained on large corpora of text to predict tokens, producing fluent language and showing emergent reasoning behaviour at scale.

Neural Network

A computational model loosely inspired by biological neurons, composed of layers of weighted connections trained to minimise prediction error.

see also: deep learning
// cognition

Reasoning

The process of drawing conclusions from premises, evidence, or prior knowledge - including deductive, inductive, abductive, and analogical forms.

see also: inference, agi

Inference

The act of deriving new information that is not explicitly stated, from data that is. Distinct from memorisation or pattern matching.

see also: reasoning

Generalization

Applying knowledge learned in one context to new, unseen situations. A central criterion in evaluating both biological and artificial intelligence.

see also: intelligence

Attention

The selective allocation of limited cognitive or computational resources to a subset of available information. Implemented biologically in the brain and algorithmically in transformer models.

see also: transformers, memory

Memory

The encoding, storage, and retrieval of information over time. In humans, divided into sensory, working, short-term, and long-term systems.

Executive Function

Higher-order cognitive control: planning, inhibition, working memory, cognitive flexibility, and goal management.

see also: memory

Creativity

Generating outputs that are both novel and useful. Involves divergent search, recombination of existing concepts, and selective filtering.

see also: reasoning

Consciousness

Subjective, first-person experience. Whether and how artificial systems could possess it remains an open scientific and philosophical question.

see also: intelligence
// neuroscience

Neuroplasticity

The brain's ability to reorganise its structure and function in response to experience, learning, or injury.

see also: memory
// neurotech

Brain-Computer Interface (BCI)

A system that establishes a direct communication channel between neural activity and an external device, for control, restoration, or augmentation.

see also: neuroplasticity
// safety

Alignment

The technical and conceptual problem of ensuring that advanced AI systems pursue goals consistent with human values and intentions.

see also: ai safety

AI Safety

The discipline of building AI systems that behave reliably and avoid causing harm, especially as capabilities scale.

see also: alignment
// hybrid

Augmented Intelligence

A framing that emphasises AI as a tool that extends human cognitive capacity rather than replacing it.

Collective Intelligence

Intelligence that emerges from the coordinated activity of many agents - humans, machines, or both.

// future

Synthetic Intelligence

An alternative term for non-biological intelligence, emphasising that it is engineered rather than evolved.

see also: agi

Digital Consciousness

The hypothetical instantiation of conscious experience in a computational substrate. Currently speculative and contested.

see also: consciousness
Looking for short definitions in alphabetical order? See the Glossary.