Domain-Specific Families¶
73 families grouping the 1,172 domain-specific abstractions by their neighborhood in structural-signature space — k-means clusters over structural-signature embeddings. Each abstraction belongs to one family. Families are recomputed when the catalog changes, so membership can shift. Click any column header to sort.
| Family | Abstractions | Description |
|---|---|---|
| Adversarial Exploits & Structural Boundaries | 12 | Abstractions spanning computing's boundaries and their failures — adversarial exploitation of trust and decision boundaries (supply-chain attacks, evasion, model theft), foundational fixed-capacity structures (hash tables, integer overflow, complexity classes), and code smells where responsibility sits at the wrong address (feature envy, lazy class, long parameter lists). |
| Argument Structure & Evidentiary Reasoning | 12 | Abstractions about the structure of claims and arguments and how they are tested for warrant — specious reasoning patterns (slippery slope, middle ground fallacy, kettle logic), formal argument decomposition (Toulmin model, deliberative rhetoric, Hume's law), and evidence and trust chains (sourcing ladder, review, authentication failure). |
| Artifact Provenance & Technological Drift | 9 | Abstractions about how artifacts — software, images, media, technologies — lose fidelity or coherence relative to a moving context, covering decay processes like bit rot and Kranzberg's first law, and provenance failures like manipulated media, synthetic media laundering, and image decontextualization. |
| Attention, Arousal & Performance | 5 | Abstractions about how attention allocation and arousal level shape performance and affect — biased attentional selection, flow-state engagement, the inverted-U of arousal in the Yerkes-Dodson law, and expectation-driven shifts like the placebo and positivity effects. |
| Attention, Memory & Automaticity | 13 | Abstractions about how attention, memory, and automatic processing distort judgment and experience — retrospective evaluation biases (peak-end rule, duration neglect, recency effect), attentional priming (Baader-Meinhof phenomenon, novelty effect), and conflicts between automatic and controlled processing (Stroop effect, Humphrey's law, dual-process theory). |
| Authority Control & Identity | 11 | Abstractions about fixing one canonical identity for an entity or concept within a governed catalog — preferred terms, authority records, and cross-scheme mappings — and the provenance or continuity questions (citation, embargo, Ship of Theseus) that test what identity persists. |
| Brain Networks & Speech Fluency | 5 | Abstractions that span large-scale neural networks and speech-language processing — resting-state systems like the default mode and salience networks, and fluency-related capacities like phonological awareness and stuttering, united by function localized to specialized, switchable brain systems. |
| Capital Accumulation & Growth Models | 13 | Abstractions about how economies accumulate productive capacity and grow over time — formal models like Solow-Swan and Harrod-Domar, stock concepts like capital accumulation and human capital, and the traps and levers, from poverty traps to endogenous growth, that bend the trajectory. |
| Caregiving Cues & Attachment | 6 | Abstractions about built-in psychological systems that trigger caregiving and attachment responses — infant-cue configurations (kewpie doll effect, uncanny valley), attachment bonds, and misapplied care toward artificial entities (Tamagotchi effect) — extended to mapping a designed experience's emotional journey. |
| Chemical Reaction & Equilibrium | 8 | Abstractions about how chemical systems transform and settle into equilibrium — stoichiometric accounting, reaction kinetics and competing side reactions, and phase or solubility thresholds (precipitation, carbonate saturation) governing whether a substance dissolves, reacts, or solidifies. |
| Choice Paradoxes & Collective Decision-Making | 14 | Abstractions about how individual and collective choice breaks from rational-choice predictions — expected-utility violations like the Allais and Ellsberg paradoxes, voting-theory results like Arrow's impossibility and the median voter theorem, and coordination puzzles like the El Farol bar problem. |
| Cognitive Load & Processing Interference | 8 | Abstractions about the capacity limits and interference patterns of attention and short-term memory — chunk-bounded spans like Miller's Law and working memory capacity, competing codes in the Simon and irrelevant speech effects, and costs paid at task switches and unfinished goals. |
| Communication Channels & Modality | 11 | Abstractions about how communication is carried and matched across sensory and technological channels — richness-to-task matching (media richness, media synchronicity, channel richness), multimodal integration (McGurk effect, nonverbal communication, social presence), and channel-dependent access (AAC, perceivable design, expressive and receptive language). |
| Crystal Structure & Material Defects | 6 | Abstractions about how a material's atomic-scale structure governs its bulk behavior — crystal lattices and grain boundaries as structural scaffolds, dislocations and passivation as defect-driven mechanisms, and the processing-structure-property chain connecting how a material is made to what it can do. |
| Faceted Classification & Metadata | 6 | Abstractions about describing resources along independent, combinable classification axes rather than single precoordinated headings — topic, form, geographic, and method facets, plus dataset boundary documentation (data card, method-as-metadata). |
| Fallacious Substitution in Argument | 17 | Abstractions that diagnose informal fallacies where a persuasive but irrelevant signal — threat, repetition, believability, age, or a curated evidence subset — is substituted for the genuine logical or evidential support a claim actually requires. |
| Financial Markets & Valuation Models | 11 | Abstractions about how assets are priced and portfolios behave under market frictions — no-arbitrage pricing models like Black-Scholes and Modigliani-Miller, behavioral patterns like the disposition effect and greater fool theory, and risk-measurement failures like basis risk and concentration illusion. |
| Geologic Landforms & Crustal Deformation | 12 | Abstractions about how tectonic stress and surface transport shape the crust — fault types (normal, thrust, transform) and their slip mechanics, landform-building processes like alluvial fans and karst dissolution, and hazard cascades like landslide-dam failure and subsidence. |
| Graph Structure & Topological Foundations | 6 | Abstractions about the combinatorial and topological structures underlying discrete and continuous spaces — graph properties like planarity, duality, matching, and trees, paired with the open-set axioms that define a topological space. |
| Incident Command & Operational Tempo | 10 | Abstractions about the command structures and failure modes of large coordinated operations under crisis or deployment — command continuity (Incident Command System, establishment and transfer of command, demobilization), staging and flow bottlenecks (staging area, resource and last-mile distribution failure), and momentum breakdowns (culmination surprise, convergence failure). |
| Interface Legibility & Navigability | 12 | Abstractions about whether an interface lets users see and reach where they need to go — visible system status and progress indicators, accessible and operable input paths, and failure modes like empty states, mode errors, keyboard traps, and navigation or orientation loss. |
| Inventory & Threshold Accumulation | 5 | Abstractions about managing stock and exposure against thresholds — reorder policies like min-max inventory and economic order quantity, failure events like stockouts, concentration risk in supply dependencies, and cumulative-dose accumulation that crosses a threshold no single event would. |
| Journalistic Sourcing & Institutional Trust | 13 | Abstractions about the norms and mechanisms journalism uses to earn and police credibility — anonymous sourcing, off-the-record protocols, corrections policies, watchdog reporting, and failure modes like quote laundering and the Gell-Mann amnesia effect. |
| Lean Validation & Startup Signal Theater | 8 | Abstractions about testing and faking demand signals in early-stage ventures — cheap validation instruments (smoke test, landing-page test, problem-solution fit) versus theater that mimics validation without real stakes (customer-discovery theater, milestone theater, founder blind spot, golden hammer). |
| Macroeconomic Cycles & Curves | 16 | Abstractions about economy-wide dynamics traced as curves and cycles — aggregate supply-demand frameworks, inverted-U relationships between income and inequality or pollution, multi-decade waves like Kondratiev and Kuznets swings, and structural traps such as the Malthusian and middle-income traps. |
| Macroeconomic Equilibria & Consumer Demand | 19 | Abstractions about how aggregate output, prices, and consumer choice settle into equilibrium, spanning macro models like IS-LM and the fiscal multiplier, demand-curve classifications like Engel curves and Giffen goods, and puzzles like the equity premium and Lucas critique. |
| Macroeconomic Puzzles & Long-Run Relations | 5 | Abstractions about empirical regularities and puzzles linking macroeconomic aggregates — inflation-unemployment trade-offs (Phillips curve, natural rate of unemployment), monetary identities (quantity theory of money), and anomalous cross-country or historical correlations (Feldstein-Horioka puzzle, Gibson's paradox). |
| Managing Exceptions & Change | 5 | Abstractions about routing and absorbing deviation in operational and software systems — diverting off-plan cases to a specialist path, reclaiming unused memory, and incrementally replacing or tracking churn in a system's requirements or components. |
| Market Structure & Price Equilibrium | 25 | Abstractions about how markets clear and firms set prices under different competitive structures — classifying goods by rivalry and excludability, computing consumer/producer surplus, and modeling monopoly, oligopoly, and auction-like price competition (Bertrand, Cournot, Hotelling) toward or away from efficient equilibrium. |
| Mechanism Design & Strategic Bargaining | 9 | Abstractions about designing rules for exchange and eliciting truthful behavior under strategic incentives — auctions (Vickrey, revenue equivalence), bargaining games (ultimatum, dollar auction), and competitive benchmarks (perfect competition, double coincidence of wants) exposing where real markets diverge. |
| Media Systems & Agenda Control | 24 | Abstractions about how media institutions and audiences jointly shape what counts as news, tracing agenda-setting, gatekeeping, source amplification, correction failures, and audience roles like opinion leaders and parasocial bonds across journalism and networked platforms. |
| Memory Encoding & Retrieval Effects | 22 | Abstractions about how the conditions of encoding and retrieval shape what memory returns — context and state matching, generation and levels-of-processing, serial-position and distinctiveness effects, and reconstruction errors like the misinformation and telescoping effects. |
| Minimal Units & Generative Rules | 14 | Abstractions that decompose a system's surface variety into a small inventory of contrastive units combined by productive rules — phonemes, morphemes, syntax trees, and rhetorical topoi — alongside the quantitative laws (Heaps', type-token ratio) describing how that inventory grows. |
| Monetary Mechanics & Macro Trilemmas | 7 | Abstractions about the identities and constraints governing money and macroeconomic policy — impossible-trinity-style policy trade-offs (impossible trinity, Mundell-Fleming trilemma, Triffin dilemma) and money-flow accounting (money multiplier, multiplier effect, velocity of money, deposit concentration risk). |
| Monetary Policy & Financial Fragility | 15 | Abstractions about how debt, liquidity, and interest rates can destabilize an economy — balance-sheet and collateral spirals, the zero lower bound and liquidity traps that disable monetary policy, and crisis dynamics like Minsky moments, funding runs, and flights to quality. |
| Musical Texture & Form | 21 | Abstractions about how music organizes pitch and voices over time — tonal hierarchy and modulation, textures from monophony to counterpoint and fugue, and large-scale forms like sonata, rondo, and strophic form built from recurring or developing thematic material. |
| Narrative Structure & Literary Form | 18 | Abstractions about how narrative and literary works construct and convey meaning through structure — the boundary of the story-world (diegesis, diegetic level), reader-text relations (implied reader, reader-response, paratext), and devices of timing and reveal (foreshadowing, Chekhov's gun, anagnorisis, volta). |
| Neural Circuitry & Synaptic Plasticity | 9 | Abstractions about how neurons transmit, adapt, and sustain signaling — synaptic mechanisms like spike-timing-dependent plasticity and neurotransmission, structural supports like myelination and axonal transport, and circuit-level phenomena like central pattern generators and dendritic integration. |
| Neural Topographic Maps | 7 | Abstractions about how the brain represents continuous dimensions as spatially organized neural maps — grid and place cells encoding location, retinotopy and somatotopy preserving sensory layout, and predictive remapping that updates these maps ahead of movement. |
| Ocean & Coastal Biogeochemistry | 9 | Abstractions about carbon, nutrient, and sediment flux through ocean and coastal systems — the biological pump and marine snow moving carbon to depth, acidification and carbonate chemistry, and estuary, dead-zone, and algal-bloom dynamics driven by nutrient and oxygen budgets. |
| Ocean Circulation & Mixing | 14 | Abstractions about the physical mechanisms driving ocean water movement and mixing — wind-driven transport (Ekman pumping and transport, upwelling, downwelling), basin-scale circulation (gyres, currents, mesoscale eddies), and density-driven exchange at coasts and estuaries (salt wedge, estuarine circulation, tidal mixing). |
| Organizational Power & Coordination Drift | 9 | Abstractions about how organizations and communities drift under structural pressure — entrenchment of leadership and power (iron law of oligarchy, hybrid warfare), coordination overload (meeting inflation, Parkinson's law of triviality), and community-embedded practice and legitimacy (situated learning, public sphere, placemaking, key informant). |
| Overgeneralization & Rule Misapplication | 5 | Abstractions about applying a general rule where it doesn't hold — fallacies like the fallacy of accident and special pleading, confirmation paradoxes like Hempel's and the raven paradox, and broken inheritance contracts like refused bequest. |
| Persuasion & Rhetorical Influence | 13 | Abstractions about how messages and messengers change minds — rhetorical appeals like logos and narrative rationality, persuasion-route models like the elaboration likelihood model, influence tactics like foot-in-the-door, and biases like authority bias and the backfire effect. |
| Pharmacokinetics & Drug Response | 19 | Abstractions about how the body processes and responds to drugs — absorption, clearance, and metabolic pathways that set exposure; receptor-level potency, efficacy, and antagonism that set effect; and failure modes from adverse reactions to resistance selection and polypharmacy. |
| Plate Tectonics & Volcanism | 12 | Abstractions about solid-earth processes driven by plate motion and heat — continental drift, subduction, rifting, and orogeny — read through the rock and landform record via metamorphism, isostasy, and the eruption style of ascending magma. |
| Population Genetics & Kin Selection | 10 | Abstractions about the mathematical machinery of evolutionary genetics — allele-frequency equilibria (Hardy-Weinberg, Haldane's sieve), the relatedness-weighted accounting of social and sexual selection (Hamilton's rule, inclusive fitness, kin selection, Fisher's principle), and exact identities partitioning selection (Price equation, Fisher's fundamental theorem). |
| Proxy Metrics & Venture Adaptation | 13 | Abstractions about the tension between measurable proxies and true goals in product and startup organizations — vanity metrics and feature counts displacing real outcomes, and validated learning, pivoting, and risk-testing as disciplined responses to uncertainty. |
| Psychophysical Laws of Perception | 10 | Abstractions that relate physical stimulus magnitude to perceived experience via lawful functions — Weber's and Stevens's power laws, Fitts's law — and cross-modal binding illusions (ventriloquism, kappa effect, common fate) where the brain infers a shared source or object. |
| Public Choice & Policy Failure | 5 | Abstractions about how institutional incentives shape public policy outcomes — modeling political actors as self-interested (public choice, government failure), structured policy design (policy design), and resource-driven institutional decay (paradox of plenty, resource trap). |
| Publication Bias & Research Artifacts | 5 | Abstractions about statistical distortions that arise across a body of research rather than within a single study — publication filters like the file drawer problem and funnel plot asymmetry, questionable practices like HARKing, and population-level trends like the Flynn effect. |
| Qualitative Research Rigor & Reflexivity | 14 | Abstractions about establishing and safeguarding trustworthiness in qualitative inquiry — auditable procedures like thematic analysis and analytic memos, reflexive practices like positionality and peer debriefing, and validity threats such as annotation drift, overcoding, and thin description. |
| Rhetorical Defense & Social Standing | 13 | Abstractions about strategies for managing blame, belief, and identity in discourse — apologia, concession, and forensic or epideictic rhetoric for defending conduct, alongside fallacies and biases (motte-and-bailey, tu quoque, just-world) that protect standing rather than truth. |
| Rhetorical Framing & Loaded Discourse | 24 | Abstractions about discourse structures that smuggle contested claims past a listener's guard — presupposition-loaded questions, paired rhetorical figures like antithesis and chiasmus, persuasion tactics such as prolepsis, and audience-side distortions like hostile media effect and pluralistic ignorance. |
| Sediment Transport & Elemental Cycling | 10 | Abstractions about how matter moves through Earth's surface and subsurface systems — sediment entrainment, deposition, and bioturbation reworking a landscape's record, alongside biogeochemical cycling, groundwater overdraft, and salinization as budget-based accounts of stocks and fluxes. |
| Self-Referential Bias & Implicit Egotism | 9 | Abstractions about how the self distorts perception of oneself and others — implicit self-positivity in mere ownership, name-letter, and birthday-number effects, self-serving attribution and false uniqueness, and blind spots like the third-person effect and bias blind spot. |
| Social Perception & Self-Referential Bias | 23 | Abstractions about systematic biases in social judgment where individual perception diverges from group-level or aggregate reality — self-enhancement and miscalibration (illusory superiority, spotlight effect, egocentric bias), group-versus-individual effects (assembly bonus, atomistic fallacy, cheerleader effect), and social contagion (Werther/Papageno effects, cultivation theory). |
| Software Decay & Debugging | 10 | Abstractions about why code degrades and resists diagnosis — accreted cruft like lava flow and comment-as-deodorant, elusive defects like Heisenbugs and Mandelbugs, and processes that catch or repair problems, from formal verification and Linus's Law to merge conflicts and repairability. |
| Software Dependency & Structural Decay | 5 | Abstractions about software failures rooted in unmanaged structural coupling — version-conflict pathologies (dependency hell, DLL hell), unstated invariants (null dereference, fallacy of homogeneous networks), and accumulated boundary violations (spaghetti code). |
| Software Evolution & Entropy | 7 | Abstractions about why software degrades under change — Lehman's laws of increasing complexity and declining quality, anti-patterns like the inner-platform effect and Greenspun's tenth rule, and design maxims like the robustness principle, all treating entropy as the default trajectory of an unmaintained system. |
| Software Evolution & Systemic Laws | 16 | Abstractions about empirical regularities and structural pathologies governing long-lived software systems and teams — growth and stability dynamics (Lehman's laws, no silver bullet, ninety-ninety rule), structural-health diagnostics (cohesion, god object, bus factor), and platform-scale displacement (Atwood's law, Bell's law). |
| Startup Strategy & Adoption Dynamics | 16 | Abstractions about how ventures form, communicate, and cross adoption thresholds — spanning founder-market fit, effectuation, and open innovation as strategic postures, and chasm-crossing, onboarding cliffs, and biases like the IKEA effect as forces shaping who adopts and why. |
| Statistical Bias & Sampling Artifacts | 6 | Abstractions about distortions introduced by measurement, search, or sampling — inflated coefficient variance from collinearity, false discoveries from unadjusted search in the look-elsewhere effect, directional errors like Type S error and underfitting, and perceptual sampling artifacts like the wagon-wheel effect. |
| Statistical Inference & Model Failure Modes | 16 | Abstractions about how statistical models go wrong or get evaluated — inference procedures like Bayes factors and false-discovery control, distribution-shift failures like label shift, and adversarial ML attacks like data poisoning and membership inference. |
| Statistical Paradoxes & Distributional Structure | 11 | Abstractions about how summary statistics and distributions can mislead or reveal — paradoxes like Anscombe's quartet, the coastline paradox, and the friendship paradox, distributional regularities like Benford's and Gibrat's laws, and formal building blocks like random variables and probability distributions. |
| Strategic Interaction & Game Theory | 23 | Abstractions about strategic interaction formalized as games — named payoff structures like the stag hunt, chicken, and prisoner's dilemma alongside solution concepts such as Nash refinements, dominance, mixed strategies, and repeated-game equilibria — that predict how rational agents coordinate, compete, or fail to. |
| Strategic Traps & Market Structure | 15 | Abstractions about structural traps and bargaining failures in competitive and economic systems — entry and market power (barrier to entry, contestable market, go-to-market wedge, incumbent backlash), commitment problems (hold-up, holdout, debt overhang), and fragile equilibria (funding fragility, mark-to-market cliff, rent-seeking trap). |
| Supply Chain & Fulfillment Operations | 22 | Abstractions about the mechanics of matching production and inventory to demand across a supply chain — decoupling-point strategies (make-to-order, make-to-stock, service level), physical routing and transfer patterns (cross-docking, milk run, transshipment), and characteristic failure modes (bullwhip distortion, phantom inventory, S&OP disconnect). |
| Surface Energy Balance & Climate | 5 | Abstractions about how surfaces absorb, reflect, and radiate energy to set temperature — albedo and the greenhouse effect governing planetary balance, heat island effects explaining urban-rural gaps, and Allen's rule linking body geometry to thermoregulation. |
| Surface Form & Underlying Structure | 23 | Abstractions about the gap between a system's visible surface and its true underlying structure — controlled-vocabulary naming (preferred labels, cross-references, subject headings) that route many surface forms to one canonical concept, and interface failures (focus order, information scent, screen-reader ambiguity) where surface cues misrepresent it. |
| Trust Infrastructure for Shared Knowledge | 6 | Abstractions about the governance and verification machinery that lets a knowledge artifact be trusted and reused — collaborative maintenance, declared equivalence mappings, digital signatures, open licensing, and adoption evidence that substitute for direct verification. |
| Unclustered & Miscellaneous | 309 | Domain-specific abstractions that did not settle into any coherent structural family — either too distinctive to sit near others, or members of clusters too small (fewer than five) or too diffuse to name. |
| Voice, Audience & Social Meaning | 16 | Abstractions about how meaning is co-constructed between speakers and audiences across social and cultural contexts — voice and dialogism, intercultural and interpersonal communication, functional and phonological development, and the media or venue environments that shape exchange. |