VIBECODE-THEORY/tools/concept-index/glossary.md

VIBECODE-THEORY Glossary

Adaptive Communication

Origin: 001 Status: active Aliases: adaptive communication, constraint calibration, register matching

• Constraint calibration — knowing when to specify tightly and when to leave room. Revised in: 004 Challenged in: 003 Referenced in: 003 Related concepts: Social-Cognitive Framework, Mental Model Accuracy, Collaboration Management

Agricultural Parallel

Origin: 002 Status: active Aliases: agricultural analogy, agricultural parallel The agricultural parallel: early farmers gained knowledge of seasons, irrigation, selective breeding, and storage that foragers didn't have. Revised in: 005 Challenged in: 005, 006, 008 Referenced in: 003, 006, 008 Related concepts: Cognitive Surplus, Green Revolution, Feudal Internet, Dependency Trap

Automation Spiral

Origin: 003 Status: active Aliases: automation spiral The Dependency Trap is "humans can't function without AI." The Automation Spiral is "AI functions without humans." The Dependency Trap still needs people in the loop, just helpless ones. Revised in: None Challenged in: 005, 006, 008 Referenced in: 005, 006, 007, 008, sorcerers-apprentice Related concepts: Cognitive Surplus, Feedback Loop, Master-Apprentice Parallel

Biological Ratchet

Origin: 007 Status: active Aliases: biological ratchet, dependency ratchet, ratchet thesis They outcompete organisms that maintain redundant internal capacity "just in case." The dependency ratchet isn't a bug — it's the core mechanism by which complexity increases. Revised in: None Challenged in: 008 Referenced in: 008 Related concepts: Infrastructure Threshold, Cognitive Preference Shift, Knowledge Unification

Cheating Frame

Origin: 008 Status: active Aliases: cheating frame, did we cheat The question "did we cheat?" assumes there's a version of the game where we don't. Revised in: None Challenged in: None Referenced in: None Related concepts: Dependency Chain, Singularity as Compilation, Existential Purpose of the Chain

Cognition as a Commodity

Origin: 005 Status: active Aliases: cognition as a commodity, cognition-as-commodity framing This revision does three things: stress-tests the agricultural analogy and draws its limits, adds a concrete economic mechanism (cognition as a commodity with a collapsing price), introduces the Y2K parallel for the dependency argument, and adds the missing fourth future. Revised in: None Challenged in: None Referenced in: None Related concepts: Cognitive Surplus, Feudal Internet, Information/Cognition Resource Hierarchy

Cognitive Atrophy

Origin: 002 Status: open question Aliases: capability loss, cognitive atrophy The pessimistic case: Cognitive atrophy accelerates. Revised in: 005 Challenged in: 003, 005 Referenced in: 003 Related concepts: Dual Cognition Problem, Cognitive Preference Shift, Biological Ratchet

Cognitive Preference Shift

Origin: 003 Status: active Aliases: cognitive preference shift, preference shift The paper needs to either find harder evidence or honestly downgrade the claim from "cognitive atrophy is happening" to "we observe a preference shift that could lead to atrophy if sustained, but we don't yet have evidence of actual capability loss." Revised in: None Challenged in: 005, 007 Referenced in: 005, 007, eves-apple, faust Related concepts: Dual Cognition Problem, Cognitive Atrophy, Biological Ratchet

Cognitive Surplus

Origin: 002 Status: active Aliases: cognitive surplus, surplus of cognition, the cognitive surplus If AI creates a comparable surplus of cognition — where not everyone needs to think through routine problems anymore — the downstream effects won't be "some jobs change." They'll be civilizational. Revised in: 005 Challenged in: 004, 005, 006, 007, 008 Referenced in: 001, 003, 004, 006, 007, 008, faust Related concepts: Agricultural Parallel, Cognition as a Commodity, Automation Spiral

Collaboration Management

Origin: 001 Status: active Aliases: collaboration management, recovery, task decomposition, trust calibration

• Task decomposition — breaking work into pieces that are the right size for AI collaboration. Revised in: 004 Challenged in: 003 Referenced in: 002, 003 Related concepts: Social-Cognitive Framework, Adaptive Communication, Technical Foundation

Continuity Argument

Origin: 008 Status: active Aliases: continuity argument, the continuity argument The human who discovered fire isn't the same species as the human who built the internet. Revised in: None Challenged in: None Referenced in: None Related concepts: Ship of Theseus Problem, Identity Argument, Pragmatic Argument

Dependency Chain

Origin: 007 Status: active Aliases: dependency chain People went back to light switches — not because light switches are better technology, but because the complexity of the dependency chain became its own burden. Revised in: None Challenged in: 008, tower-of-babel Referenced in: 008, eves-apple, faust, icarus, pandoras-box, prometheus, sorcerers-apprentice, the-golem, tower-of-babel Related concepts: Biological Ratchet, Knowledge Unification, Cheating Frame

Dependency Trap

Origin: 002 Status: active Aliases: dependency trap, future 3: the dependency trap Definition sentence not found in source text. Revised in: 005 Challenged in: None Referenced in: 003 Related concepts: Feudal Internet, Cognitive Atrophy, Y2K Parallel

Dual Cognition Problem

Origin: 002 Status: active Aliases: dual cognition problem, the dual cognition problem Seth reported observing both effects simultaneously in himself: Revised in: 005 Challenged in: None Referenced in: None Related concepts: Cognitive Preference Shift, Cognitive Atrophy, Cognitive Surplus

Eve's Apple

Origin: eves-apple Status: reference allegory Aliases: eve's apple Eve's Apple maps most directly to the cognitive preference shift described in Paper 005. Revised in: None Challenged in: None Referenced in: 007, icarus, pandoras-box Related concepts: Cognitive Preference Shift, Dependency Chain

Existential Purpose of the Chain

Origin: 008 Status: active Aliases: existential purpose, existential purpose of the dependency chain, the existential purpose of the dependency chain If the dependency chain is a knowledge unification process, does it have a direction? Revised in: None Challenged in: None Referenced in: None Related concepts: Integration Layer, Cheating Frame, Knowledge Unification

Faustian Bargain

Origin: faust Status: reference allegory Aliases: faust, faustian bargain 1592); Johann Wolfgang von Goethe, Faust (Part 1: 1808, Part 2: 1832) Theme: Trading something essential for knowledge and power — the bargain that seems rational at every step Revised in: None Challenged in: tower-of-babel Referenced in: 007, 008, tower-of-babel Related concepts: Feedback Loop, Cognitive Preference Shift

Feedback Loop

Origin: 006 Status: active Aliases: feedback loop If the feedback loop closes — if AI learns to do vibe coding without vibe coders — then the skill framework is a description of a transitional state, not a permanent one. Revised in: None Challenged in: 007, 008 Referenced in: 005, 007, 008 Related concepts: Automation Spiral, Master-Apprentice Parallel, Niche Construction

Feudal Internet

Origin: 002 Status: active Aliases: feudal internet Definition sentence not found in source text. Revised in: 005 Challenged in: None Referenced in: 003 Related concepts: Agricultural Parallel, Dependency Trap, Cognition as a Commodity

Green Revolution

Origin: 002 Status: active Aliases: green revolution Agricultural parallel: The 20th-century Green Revolution, where agricultural technology was deliberately distributed to developing nations, dramatically reducing famine. Revised in: 005 Challenged in: None Referenced in: 003 Related concepts: Agricultural Parallel, Feudal Internet

Icarus

Origin: icarus Status: reference allegory Aliases: icarus Daedalus, the master craftsman, builds wings of feathers and wax for himself and his son Icarus to escape imprisonment on Crete. Revised in: None Challenged in: tower-of-babel Referenced in: 007, tower-of-babel Related concepts: Shelf-Life Problem, Infrastructure Threshold

Identity Argument

Origin: 008 Status: active Aliases: essentialist, identity argument, the identity argument There's something essentially human — consciousness, subjective experience, mortality, biological embodiment, individual identity — and if you remove enough of those properties, the thing that remains isn't "us" regardless of continuity. Revised in: None Challenged in: None Referenced in: None Related concepts: Ship of Theseus Problem, Continuity Argument, Pragmatic Argument

Information/Cognition Resource Hierarchy

Origin: 005 Status: active Aliases: information and cognition as resources, resource hierarchy Seth's hierarchy: "Information is the most valuable resource in the world. Revised in: None Challenged in: None Referenced in: None Related concepts: Cognition as a Commodity, Knowledge Unification

Infrastructure Threshold

Origin: 007 Status: active Aliases: infrastructure threshold The question for AI: has it already crossed the infrastructure threshold, or is it still in the application phase where the ebb-and-flow pattern could pull it back? The honest answer is that AI is right now in the transition zone. Revised in: None Challenged in: 008 Referenced in: 008 Related concepts: Biological Ratchet, Premature Dependencies, Y2K Parallel

Integration Layer

Origin: 008 Status: active Aliases: integration layer It's the integration layer that makes human cognition collectively useful for the first time in history. Revised in: None Challenged in: None Referenced in: None Related concepts: Knowledge Unification, Singularity as Compilation, Existential Purpose of the Chain

Knowledge Unification

Origin: 008 Status: active Aliases: knowledge unification, the dependency chain as knowledge unification, unification of human knowledge, unification thesis The series has described the dependency chain — fire → language → writing → printing → internet → AI — as a sequence of increasing capability. Each link enables more than the one before. Revised in: None Challenged in: None Referenced in: None Related concepts: Dependency Chain, Singularity as Compilation, Integration Layer

Master-Apprentice Parallel

Origin: 006 Status: active Aliases: master-apprentice parallel, master-apprentice relationship The closest historical parallel is the master-apprentice relationship — and it's worth taking seriously, not just as a passing comparison, because the places where it holds and breaks are revealing. Revised in: None Challenged in: None Referenced in: None Related concepts: Feedback Loop, Automation Spiral, The Golem

Mental Model Accuracy

Origin: 001 Status: active Aliases: mental model, mental model accuracy The core competency is building and maintaining an accurate mental model of the AI as a collaborator — its capabilities, tendencies, failure modes, and dynamic personality. Revised in: 004 Challenged in: 003 Referenced in: 003 Related concepts: Social-Cognitive Framework, Adaptive Communication, Collaboration Management

Meta-Skill Argument

Origin: 004 Status: active Aliases: meta-skill, meta-skill argument The meta-skill of managing the overall collaboration: Revised in: None Challenged in: 006 Referenced in: 001, 003, 006, faust, icarus, pandoras-box Related concepts: Shelf-Life Problem, Vibe Coding, Social-Cognitive Framework

Neurodivergence Note

Origin: 001 Status: open question Aliases: neurodivergence hypothesis, neurodivergence note Definition sentence not found in source text. Revised in: 004 Challenged in: 003 Referenced in: 003 Related concepts: Social-Cognitive Framework

Niche Construction

Origin: 006 Status: active Aliases: niche construction There's a concept from evolutionary biology that captures what's happening better than any economic or historical analogy: niche construction. Revised in: None Challenged in: None Referenced in: pandoras-box Related concepts: Feedback Loop, Recursion Observation

Pandora's Box

Origin: pandoras-box Status: reference allegory Aliases: pandora's box Pandora's Box identifies a different irreversibility than Eve's Apple: release, not knowledge. The problem isn't that Pandora knows what's in the box — it's that the contents, once released, cannot be gathered back. Revised in: None Challenged in: None Referenced in: 007 Related concepts: Dependency Chain, Automation Spiral

Pragmatic Argument

Origin: 008 Status: active Aliases: pragmatic argument, the pragmatic argument The question "is it really us?" is a luxury of beings who currently have the option of surviving as-is. Revised in: None Challenged in: None Referenced in: None Related concepts: Ship of Theseus Problem, Continuity Argument, Identity Argument

Premature Dependencies

Origin: 007 Status: active Aliases: dependency waiting for its enabling technology, premature dependencies And it's the most instructive example because it reveals the mechanism: premature dependencies fail when the complexity cost exceeds the benefit before the technology becomes infrastructure. Revised in: None Challenged in: None Referenced in: None Related concepts: Infrastructure Threshold, Biological Ratchet

Prometheus

Origin: prometheus Status: reference allegory Aliases: prometheus 700 BCE); Aeschylus, Prometheus Bound (c. Revised in: None Challenged in: None Referenced in: 007, 008, pandoras-box Related concepts: Theological Thread, Dependency Chain, Cheating Frame

Recursion Observation

Origin: 006 Status: open question Aliases: cosmological → biological → linguistic → computational, recursion observation Is the recursion observation meaningful or just pattern-matching? The cosmological → linguistic → computational recursion is aesthetically appealing. Revised in: None Challenged in: None Referenced in: None Related concepts: Theological Thread, Niche Construction, Knowledge Unification

Shelf-Life Problem

Origin: 003 Status: active Aliases: shelf life problem, shelf-life problem thesis) and confront the shelf-life problem - Paper 002 needs to stress-test the agricultural analogy's limits, add the missing fourth future, and ground the cognitive atrophy argument in something harder than self-report - Both papers need to engage with the temporal problem: these aren't descriptions of a stable system, they're snapshots of a system in rapid transition Revised in: None Challenged in: 004 Referenced in: 004 Related concepts: Meta-Skill Argument, Infrastructure Threshold

Ship of Theseus Problem

Origin: 008 Status: active Aliases: identity problem, ship of theseus problem, species identity problem, the identity problem If the dependency chain leads to a unified human-AI intelligence capable of surviving beyond Earth — is that still "us?" Revised in: None Challenged in: None Referenced in: None Related concepts: Continuity Argument, Identity Argument, Pragmatic Argument

Singularity as Compilation

Origin: 008 Status: active Aliases: compilation not transcendence, compilation, not transcendence, singularity as compilation Definition sentence not found in source text. Revised in: None Challenged in: None Referenced in: None Related concepts: Knowledge Unification, Integration Layer, Cheating Frame

Social-Cognitive Framework

Origin: 004 Status: active Aliases: social-cognitive framework, social-cognitive processes, vibe coding as social skill What we propose: Vibe coding involves significant social-cognitive processes — the same mental machinery used for modeling other minds — applied to AI collaboration. Revised in: None Challenged in: 002, 003, 005, 006 Referenced in: 001, 002, 003, 005, 006 Related concepts: Vibe Coding, Mental Model Accuracy, Adaptive Communication, Collaboration Management

Sorcerer's Apprentice

Origin: sorcerers-apprentice Status: reference allegory Aliases: sorcerer's apprentice The Sorcerer's Apprentice identifies the most specific and practical failure mode: the gap between the ability to start an automated process and the ability to control it. Revised in: None Challenged in: None Referenced in: 007 Related concepts: Automation Spiral, Feedback Loop, Dependency Chain

Technical Foundation

Origin: 001 Status: active Aliases: technical expertise, technical foundation Technical foundation helps enormously, but it's not the differentiator. Revised in: 004 Challenged in: 003, 004 Referenced in: 003, 006 Related concepts: Vibe Coding, Collaboration Management, Meta-Skill Argument

The Golem

Origin: the-golem Status: reference allegory Aliases: golem, the golem Source: Jewish folklore, most prominently the Golem of Prague (Rabbi Judah Loew ben Bezalel, 16th century); earlier references in the Talmud and Sefer Yetzirah Theme: Creating a servant from raw materials that serves faithfully until it doesn't — and has no interiority to appeal to Revised in: None Challenged in: None Referenced in: 007 Related concepts: Master-Apprentice Parallel, Dependency Chain

Theological Thread

Origin: 006 Status: active Aliases: theological thread Definition sentence not found in source text. Revised in: None Challenged in: 008 Referenced in: 007, 008, prometheus Related concepts: Prometheus, Knowledge Unification, Recursion Observation

Tower of Babel

Origin: tower-of-babel Status: reference allegory Aliases: babel, tower of babel Babel identifies a failure mode the other allegories miss: the fragmentation of shared understanding as a consequence of — or response to — collective overreach. Revised in: None Challenged in: None Referenced in: 007 Related concepts: Dependency Chain, Knowledge Unification

Vibe Coding

Origin: 001 Status: active Aliases: vibe coding The trigger for this paper: one of the authors (Seth) has been vibe coding since January 2026, building a homelab infrastructure with Claude Code across dozens of projects. Revised in: 004 Challenged in: 002, 003, 004, 006, 007 Referenced in: 002, 003, 005, 006, 007, 008, faust, icarus, prometheus, sorcerers-apprentice, tower-of-babel Related concepts: Social-Cognitive Framework, Mental Model Accuracy, Meta-Skill Argument

Y2K Parallel

Origin: 005 Status: active Aliases: ai y2k moment, y2k moment, y2k parallel This revision does three things: stress-tests the agricultural analogy and draws its limits, adds a concrete economic mechanism (cognition as a commodity with a collapsing price), introduces the Y2K parallel for the dependency argument, and adds the missing fourth future. Revised in: None Challenged in: None Referenced in: None Related concepts: Dependency Trap, Infrastructure Threshold, Cognitive Surplus