Digital Dynamics
Metaphors and terms from the information age and computing
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Digital dynamics, complex systems, and modern cognition
Metaphors and terms from the information age and computing
18 wordsVocabulary for understanding how things interact, evolve, and emerge
18 wordsPsychology, metacognition, and the study of thinking
17 wordsConcepts from Shannon's theory of communication and information
12 wordsThe study of language structure and meaning
12 wordsThe structure and mechanisms of thought and mental processing
12 wordsPhilosophical inquiry into consciousness, thought, and mental phenomena
12 wordsConcepts from artificial neural networks and deep learning
12 wordsKnowledge, belief, confidence, and the limits of knowing
12 wordsForms of inference and logical thinking
12 wordsHow meaning is conveyed, negotiated, and understood
12 wordsComplete vocabulary list for easy reference and copy-paste.
| Term | Definition |
|---|---|
| signal-to-noise | the ratio of useful information to irrelevant data |
| bandwidth | the energy or mental capacity required to deal with a situation |
| latency | the delay before a transfer of data begins following an instruction |
| protocol | a set of rules governing the exchange or transmission of data |
| abstraction | the quality of dealing with ideas rather than events; hiding complexity |
| interoperability | the ability of computer systems or software to exchange and make use of information |
| scalability | the capacity to be changed in size or scale |
| granularity | the scale or level of detail present in a set of data |
| recursion | the repeated application of a recursive procedure or definition |
| algorithm | a process or set of rules to be followed in calculations |
| token | a tangible representation of a fact, quality, or feeling |
| default | a preselected option adopted when no alternative is specified |
| beta | a trial version of software; a preliminary stage |
| deprecated | regarded as obsolete and best avoided |
| batching | grouping tasks to be performed together |
| encryption | the process of converting information or data into a code |
| brute force | relying on sheer power or repetition rather than ingenuity |
| sandbox | an isolated environment for testing |
| Term | Definition |
|---|---|
| emergence | the process where complex patterns arise from simple interactions |
| feedback loop | a system structure where outputs circle back as inputs |
| nonlinearity | a relationship where output is not directly proportional to input |
| antifragility | the property of systems that benefit from shocks and volatility |
| critical mass | the minimum amount required to start or maintain a venture |
| tipping point | the point at which a series of small changes becomes significant enough to cause a larger change |
| entropy | a measure of disorder or randomness in a system |
| homeostasis | the tendency toward a stable equilibrium |
| redundancy | the inclusion of extra components for reliability |
| bottleneck | a point of congestion in a system that slows down the overall process |
| catalyst | an agent that provokes or speeds up significant change or action |
| synergy | interaction of elements that when combined produce a total effect greater than the sum of individual elements |
| hysteresis | dependence of the state of a system on its history |
| network effect | phenomenon where a product gains value as more people use it |
| second-order effect | the consequence of a consequence |
| resilience | the capacity to recover quickly from difficulties |
| fractal | a complex pattern where the same pattern occurs at every scale |
| black swan | an unpredictable event that is beyond what is normally expected and has potentially severe consequences |
| Term | Definition |
|---|---|
| metacognition | awareness and understanding of one's own thought processes |
| cognitive dissonance | the state of having inconsistent thoughts, beliefs, or attitudes |
| neuroplasticity | the ability of the brain to form and reorganize synaptic connections |
| heuristic | a mental shortcut that allows people to solve problems and make judgments quickly |
| confirmation bias | the tendency to interpret new evidence as confirmation of one's existing beliefs |
| Dunning-Kruger effect | a cognitive bias where people with low ability overestimate their ability |
| mental model | an explanation of someone's thought process about how something works in the real world |
| flow state | a mental state of operation in which a person performing an activity is fully immersed |
| cognitive load | the amount of working memory resources used |
| priming | a phenomenon whereby exposure to one stimulus influences a response to a subsequent stimulus |
| framing effect | a cognitive bias where people decide on options based on whether the options are presented with positive or negative connotations |
| loss aversion | people's tendency to prefer avoiding losses to acquiring equivalent gains |
| anchoring | a cognitive bias where an individual relies too heavily on an initial piece of information |
| liminality | the quality of ambiguity or disorientation that occurs in the middle stage of a rite of passage |
| epistemic humility | a humble attitude toward one's own beliefs and knowledge |
| steelmanning | the practice of addressing the strongest possible version of an opponent's argument |
| hallucination | a perception of something not present |
| Term | Definition |
|---|---|
| entropy | a measure of uncertainty or randomness in information; the average information content |
| redundancy | the use of more information than necessary; repetition that aids error correction |
| compression | reducing the size of data by eliminating redundancy |
| encoding | converting information from one form to another for transmission or storage |
| decoding | extracting the original information from an encoded form |
| signal-to-noise ratio | the proportion of meaningful information to irrelevant interference |
| bandwidth | the capacity of a channel to transmit information; cognitive processing capacity |
| lossless | preserving all original information through transformation |
| lossy | sacrificing some information for efficiency or simplicity |
| channel capacity | the maximum rate at which information can be reliably transmitted |
| bit | the fundamental unit of information; a binary choice |
| mutual information | the amount of information one variable contains about another |
| Term | Definition |
|---|---|
| semantics | the study of meaning in language; what words and sentences signify |
| syntax | the rules governing how words combine into phrases and sentences |
| pragmatics | how context influences the interpretation of meaning |
| morphology | the study of word formation and internal structure |
| deixis | words whose meaning depends on context (I, here, now, this) |
| anaphora | using a word to refer back to something mentioned earlier |
| polysemy | a single word having multiple related meanings |
| disambiguation | resolving which meaning is intended when multiple are possible |
| compositionality | the meaning of a whole derived from its parts and their arrangement |
| lexicon | the vocabulary of a language; a mental dictionary of words |
| phoneme | the smallest unit of sound that distinguishes meaning |
| morpheme | the smallest meaningful unit in a language |
| Term | Definition |
|---|---|
| attention | the cognitive process of selectively focusing on relevant information |
| working memory | the system for temporarily holding and manipulating information |
| retrieval | accessing stored information from memory |
| chunking | grouping individual pieces of information into larger units |
| priming | exposure to one stimulus influencing response to a subsequent stimulus |
| spreading activation | activation of one concept triggering related concepts in a network |
| pattern recognition | identifying regularities or structures in sensory input |
| schema | a mental framework for organizing and interpreting information |
| cognitive load | the total amount of mental effort being used in working memory |
| automaticity | performing tasks without conscious attention due to practice |
| inhibition | suppressing irrelevant information or prepotent responses |
| metacognition | thinking about one's own thinking; awareness of cognitive processes |
| Term | Definition |
|---|---|
| intentionality | the property of mental states being about or directed at something |
| qualia | the subjective, conscious qualities of experience (the 'what it's like') |
| representation | a mental state that stands for or depicts something else |
| functionalism | the view that mental states are defined by their functional roles |
| emergence | complex properties arising from simpler components that lack those properties |
| substrate independence | the idea that mental processes don't depend on specific physical material |
| symbol grounding | connecting abstract symbols to real-world meaning and experience |
| phenomenal consciousness | the subjective, experiential aspect of mental states |
| propositional attitude | a mental state relating a person to a proposition (believes that, hopes that) |
| dualism | the view that mind and body are fundamentally different substances |
| physicalism | the view that everything, including mind, is ultimately physical |
| epiphenomenalism | the view that mental events are caused by physical events but have no causal power |
| Term | Definition |
|---|---|
| transformer | a neural network architecture using self-attention for sequence processing |
| embedding | a dense vector representation of discrete items like words |
| attention mechanism | a technique allowing models to focus on relevant parts of input |
| latent space | a compressed representation where similar items are close together |
| token | a unit of text (word, subword, or character) processed by a model |
| weight | a learnable parameter that determines connection strength in a network |
| activation | the output of a neuron after applying a non-linear function |
| gradient | the direction and rate of steepest increase of a function |
| inference | using a trained model to make predictions on new data |
| fine-tuning | adapting a pre-trained model for a specific task |
| context window | the maximum amount of text a model can process at once |
| softmax | a function converting raw scores into a probability distribution |
| Term | Definition |
|---|---|
| calibration | the alignment between confidence levels and actual accuracy |
| epistemic humility | acknowledging the limits of one's own knowledge |
| hedging | qualifying statements to acknowledge uncertainty |
| confabulation | producing false information without intent to deceive; filling gaps |
| hallucination | generating plausible but false or unsupported content |
| grounding | connecting claims to verifiable sources or evidence |
| epistemic status | the degree of certainty or evidence supporting a claim |
| credence | a degree of belief in a proposition, often expressed as probability |
| uncertainty quantification | measuring and communicating the degree of uncertainty in predictions |
| known unknowns | things we are aware we don't know |
| Knightian uncertainty | uncertainty that cannot be quantified with probabilities |
| overconfidence | having more certainty than warranted by evidence |
| Term | Definition |
|---|---|
| deduction | reasoning from general premises to a logically certain conclusion |
| induction | inferring general principles from specific observations |
| abduction | inferring the best explanation for observed evidence |
| analogical reasoning | drawing conclusions based on similarities between cases |
| counterfactual | considering what would happen if something were different |
| inference chain | a sequence of reasoning steps leading to a conclusion |
| modus ponens | if P then Q; P is true; therefore Q is true |
| modus tollens | if P then Q; Q is false; therefore P is false |
| syllogism | a form of deductive reasoning with two premises and a conclusion |
| heuristic | a mental shortcut that enables quick but imperfect judgments |
| satisficing | accepting a good-enough option rather than seeking the optimal one |
| transitivity | if A relates to B and B relates to C, then A relates to C |
| Term | Definition |
|---|---|
| illocutionary | the intended action performed by an utterance (requesting, promising) |
| perlocutionary | the effect an utterance has on the listener |
| implicature | what is suggested but not explicitly stated |
| speech act | an utterance that performs an action (promising, apologizing, ordering) |
| common ground | shared knowledge, beliefs, and assumptions between communicators |
| turn-taking | the system by which speakers alternate in conversation |
| maxim of quantity | provide as much information as needed, but not more |
| maxim of relevance | make contributions relevant to the current exchange |
| maxim of manner | be clear, brief, and orderly; avoid obscurity and ambiguity |
| presupposition | something assumed to be true for an utterance to make sense |
| register | a variety of language appropriate to a particular context |
| code-switching | alternating between languages or varieties within a conversation |