{ "concepts": [ { "name": "Vibe Coding", "aliases": [ "vibe coding" ], "introduced_in": "001", "definition": "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" ], "status": "active", "related_concepts": [ "Social-Cognitive Framework", "Mental Model Accuracy", "Meta-Skill Argument" ] }, { "name": "Social-Cognitive Framework", "aliases": [ "social-cognitive framework", "social-cognitive processes", "vibe coding as social skill" ], "introduced_in": "004", "definition": "**What we propose:** Vibe coding involves significant social-cognitive processes \u2014 the same mental machinery used for modeling other minds \u2014 applied to AI collaboration.", "revised_in": [], "challenged_in": [ "002", "003", "005", "006" ], "referenced_in": [ "001", "002", "003", "005", "006" ], "status": "active", "related_concepts": [ "Vibe Coding", "Mental Model Accuracy", "Adaptive Communication", "Collaboration Management" ] }, { "name": "Mental Model Accuracy", "aliases": [ "mental model", "mental model accuracy" ], "introduced_in": "001", "definition": "The core competency is building and maintaining an accurate *mental model* of the AI as a collaborator \u2014 its capabilities, tendencies, failure modes, and dynamic personality.", "revised_in": [ "004" ], "challenged_in": [ "003" ], "referenced_in": [ "003" ], "status": "active", "related_concepts": [ "Social-Cognitive Framework", "Adaptive Communication", "Collaboration Management" ] }, { "name": "Adaptive Communication", "aliases": [ "adaptive communication", "constraint calibration", "register matching" ], "introduced_in": "001", "definition": "- **Constraint calibration** \u2014 knowing when to specify tightly and when to leave room.", "revised_in": [ "004" ], "challenged_in": [ "003" ], "referenced_in": [ "003" ], "status": "active", "related_concepts": [ "Social-Cognitive Framework", "Mental Model Accuracy", "Collaboration Management" ] }, { "name": "Collaboration Management", "aliases": [ "collaboration management", "recovery", "task decomposition", "trust calibration" ], "introduced_in": "001", "definition": "- **Task decomposition** \u2014 breaking work into pieces that are the right size for AI collaboration.", "revised_in": [ "004" ], "challenged_in": [ "003" ], "referenced_in": [ "002", "003" ], "status": "active", "related_concepts": [ "Social-Cognitive Framework", "Adaptive Communication", "Technical Foundation" ] }, { "name": "Technical Foundation", "aliases": [ "technical expertise", "technical foundation" ], "introduced_in": "001", "definition": "Technical foundation helps enormously, but it's not the differentiator.", "revised_in": [ "004" ], "challenged_in": [ "003", "004" ], "referenced_in": [ "003", "006" ], "status": "active", "related_concepts": [ "Vibe Coding", "Collaboration Management", "Meta-Skill Argument" ] }, { "name": "Neurodivergence Note", "aliases": [ "neurodivergence hypothesis", "neurodivergence note" ], "introduced_in": "001", "definition": "Definition sentence not found in source text.", "revised_in": [ "004" ], "challenged_in": [ "003" ], "referenced_in": [ "003" ], "status": "open question", "related_concepts": [ "Social-Cognitive Framework" ] }, { "name": "Shelf-Life Problem", "aliases": [ "shelf life problem", "shelf-life problem" ], "introduced_in": "003", "definition": "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": [], "challenged_in": [ "004" ], "referenced_in": [ "004" ], "status": "active", "related_concepts": [ "Meta-Skill Argument", "Infrastructure Threshold" ] }, { "name": "Meta-Skill Argument", "aliases": [ "meta-skill", "meta-skill argument" ], "introduced_in": "004", "definition": "The meta-skill of managing the overall collaboration:", "revised_in": [], "challenged_in": [ "006" ], "referenced_in": [ "001", "003", "006", "faust", "icarus", "pandoras-box" ], "status": "active", "related_concepts": [ "Shelf-Life Problem", "Vibe Coding", "Social-Cognitive Framework" ] }, { "name": "Cognitive Surplus", "aliases": [ "cognitive surplus", "surplus of cognition", "the cognitive surplus" ], "introduced_in": "002", "definition": "If AI creates a comparable surplus of cognition \u2014 where not everyone needs to think through routine problems anymore \u2014 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" ], "status": "active", "related_concepts": [ "Agricultural Parallel", "Cognition as a Commodity", "Automation Spiral" ] }, { "name": "Agricultural Parallel", "aliases": [ "agricultural analogy", "agricultural parallel" ], "introduced_in": "002", "definition": "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" ], "status": "active", "related_concepts": [ "Cognitive Surplus", "Green Revolution", "Feudal Internet", "Dependency Trap" ] }, { "name": "Dual Cognition Problem", "aliases": [ "dual cognition problem", "the dual cognition problem" ], "introduced_in": "002", "definition": "Seth reported observing both effects simultaneously in himself:", "revised_in": [ "005" ], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Cognitive Preference Shift", "Cognitive Atrophy", "Cognitive Surplus" ] }, { "name": "Cognitive Atrophy", "aliases": [ "capability loss", "cognitive atrophy" ], "introduced_in": "002", "definition": "**The pessimistic case:** Cognitive atrophy accelerates.", "revised_in": [ "005" ], "challenged_in": [ "003", "005" ], "referenced_in": [ "003" ], "status": "open question", "related_concepts": [ "Dual Cognition Problem", "Cognitive Preference Shift", "Biological Ratchet" ] }, { "name": "Green Revolution", "aliases": [ "green revolution" ], "introduced_in": "002", "definition": "**Agricultural parallel:** The 20th-century Green Revolution, where agricultural technology was deliberately distributed to developing nations, dramatically reducing famine.", "revised_in": [ "005" ], "challenged_in": [], "referenced_in": [ "003" ], "status": "active", "related_concepts": [ "Agricultural Parallel", "Feudal Internet" ] }, { "name": "Feudal Internet", "aliases": [ "feudal internet" ], "introduced_in": "002", "definition": "Definition sentence not found in source text.", "revised_in": [ "005" ], "challenged_in": [], "referenced_in": [ "003" ], "status": "active", "related_concepts": [ "Agricultural Parallel", "Dependency Trap", "Cognition as a Commodity" ] }, { "name": "Dependency Trap", "aliases": [ "dependency trap", "future 3: the dependency trap" ], "introduced_in": "002", "definition": "Definition sentence not found in source text.", "revised_in": [ "005" ], "challenged_in": [], "referenced_in": [ "003" ], "status": "active", "related_concepts": [ "Feudal Internet", "Cognitive Atrophy", "Y2K Parallel" ] }, { "name": "Automation Spiral", "aliases": [ "automation spiral" ], "introduced_in": "003", "definition": "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": [], "challenged_in": [ "005", "006", "008" ], "referenced_in": [ "005", "006", "007", "008", "sorcerers-apprentice" ], "status": "active", "related_concepts": [ "Cognitive Surplus", "Feedback Loop", "Master-Apprentice Parallel" ] }, { "name": "Cognitive Preference Shift", "aliases": [ "cognitive preference shift", "preference shift" ], "introduced_in": "003", "definition": "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": [], "challenged_in": [ "005", "007" ], "referenced_in": [ "005", "007", "eves-apple", "faust" ], "status": "active", "related_concepts": [ "Dual Cognition Problem", "Cognitive Atrophy", "Biological Ratchet" ] }, { "name": "Cognition as a Commodity", "aliases": [ "cognition as a commodity", "cognition-as-commodity framing" ], "introduced_in": "005", "definition": "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": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Cognitive Surplus", "Feudal Internet", "Information/Cognition Resource Hierarchy" ] }, { "name": "Y2K Parallel", "aliases": [ "ai y2k moment", "y2k moment", "y2k parallel" ], "introduced_in": "005", "definition": "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": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Dependency Trap", "Infrastructure Threshold", "Cognitive Surplus" ] }, { "name": "Information/Cognition Resource Hierarchy", "aliases": [ "information and cognition as resources", "resource hierarchy" ], "introduced_in": "005", "definition": "Seth's hierarchy: \"Information is the most valuable resource in the world.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Cognition as a Commodity", "Knowledge Unification" ] }, { "name": "Feedback Loop", "aliases": [ "feedback loop" ], "introduced_in": "006", "definition": "If the feedback loop closes \u2014 if AI learns to do vibe coding without vibe coders \u2014 then the skill framework is a description of a transitional state, not a permanent one.", "revised_in": [], "challenged_in": [ "007", "008" ], "referenced_in": [ "005", "007", "008" ], "status": "active", "related_concepts": [ "Automation Spiral", "Master-Apprentice Parallel", "Niche Construction" ] }, { "name": "Master-Apprentice Parallel", "aliases": [ "master-apprentice parallel", "master-apprentice relationship" ], "introduced_in": "006", "definition": "The closest historical parallel is the **master-apprentice relationship** \u2014 and it's worth taking seriously, not just as a passing comparison, because the places where it holds and breaks are revealing.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Feedback Loop", "Automation Spiral", "The Golem" ] }, { "name": "Niche Construction", "aliases": [ "niche construction" ], "introduced_in": "006", "definition": "There's a concept from evolutionary biology that captures what's happening better than any economic or historical analogy: **niche construction.**", "revised_in": [], "challenged_in": [], "referenced_in": [ "pandoras-box" ], "status": "active", "related_concepts": [ "Feedback Loop", "Recursion Observation" ] }, { "name": "Theological Thread", "aliases": [ "theological thread" ], "introduced_in": "006", "definition": "Definition sentence not found in source text.", "revised_in": [], "challenged_in": [ "008" ], "referenced_in": [ "007", "008", "prometheus" ], "status": "active", "related_concepts": [ "Prometheus", "Knowledge Unification", "Recursion Observation" ] }, { "name": "Recursion Observation", "aliases": [ "cosmological \u2192 biological \u2192 linguistic \u2192 computational", "recursion observation" ], "introduced_in": "006", "definition": "**Is the recursion observation meaningful or just pattern-matching?** The cosmological \u2192 linguistic \u2192 computational recursion is aesthetically appealing.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "open question", "related_concepts": [ "Theological Thread", "Niche Construction", "Knowledge Unification" ] }, { "name": "Infrastructure Threshold", "aliases": [ "infrastructure threshold" ], "introduced_in": "007", "definition": "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": [], "challenged_in": [ "008" ], "referenced_in": [ "008" ], "status": "active", "related_concepts": [ "Biological Ratchet", "Premature Dependencies", "Y2K Parallel" ] }, { "name": "Premature Dependencies", "aliases": [ "dependency waiting for its enabling technology", "premature dependencies" ], "introduced_in": "007", "definition": "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": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Infrastructure Threshold", "Biological Ratchet" ] }, { "name": "Biological Ratchet", "aliases": [ "biological ratchet", "dependency ratchet", "ratchet thesis" ], "introduced_in": "007", "definition": "They outcompete organisms that maintain redundant internal capacity \"just in case.\" The dependency ratchet isn't a bug \u2014 it's the core mechanism by which complexity increases.", "revised_in": [], "challenged_in": [ "008" ], "referenced_in": [ "008" ], "status": "active", "related_concepts": [ "Infrastructure Threshold", "Cognitive Preference Shift", "Knowledge Unification" ] }, { "name": "Dependency Chain", "aliases": [ "dependency chain" ], "introduced_in": "007", "definition": "People went back to light switches \u2014 not because light switches are better technology, but because the *complexity of the dependency chain* became its own burden.", "revised_in": [], "challenged_in": [ "008", "tower-of-babel" ], "referenced_in": [ "008", "eves-apple", "faust", "icarus", "pandoras-box", "prometheus", "sorcerers-apprentice", "the-golem", "tower-of-babel" ], "status": "active", "related_concepts": [ "Biological Ratchet", "Knowledge Unification", "Cheating Frame" ] }, { "name": "Knowledge Unification", "aliases": [ "knowledge unification", "the dependency chain as knowledge unification", "unification of human knowledge", "unification thesis" ], "introduced_in": "008", "definition": "The series has described the dependency chain \u2014 fire \u2192 language \u2192 writing \u2192 printing \u2192 internet \u2192 AI \u2014 as a sequence of increasing *capability.* Each link enables more than the one before.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Dependency Chain", "Singularity as Compilation", "Integration Layer" ] }, { "name": "Singularity as Compilation", "aliases": [ "compilation not transcendence", "compilation, not transcendence", "singularity as compilation" ], "introduced_in": "008", "definition": "Definition sentence not found in source text.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Knowledge Unification", "Integration Layer", "Cheating Frame" ] }, { "name": "Integration Layer", "aliases": [ "integration layer" ], "introduced_in": "008", "definition": "It's the **integration layer** that makes human cognition collectively useful for the first time in history.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Knowledge Unification", "Singularity as Compilation", "Existential Purpose of the Chain" ] }, { "name": "Ship of Theseus Problem", "aliases": [ "identity problem", "ship of theseus problem", "species identity problem", "the identity problem" ], "introduced_in": "008", "definition": "If the dependency chain leads to a unified human-AI intelligence capable of surviving beyond Earth \u2014 is that still \"us?\"", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Continuity Argument", "Identity Argument", "Pragmatic Argument" ] }, { "name": "Continuity Argument", "aliases": [ "continuity argument", "the continuity argument" ], "introduced_in": "008", "definition": "The human who discovered fire isn't the same species as the human who built the internet.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Ship of Theseus Problem", "Identity Argument", "Pragmatic Argument" ] }, { "name": "Identity Argument", "aliases": [ "essentialist", "identity argument", "the identity argument" ], "introduced_in": "008", "definition": "There's something essentially human \u2014 consciousness, subjective experience, mortality, biological embodiment, individual identity \u2014 and if you remove enough of those properties, the thing that remains isn't \"us\" regardless of continuity.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Ship of Theseus Problem", "Continuity Argument", "Pragmatic Argument" ] }, { "name": "Pragmatic Argument", "aliases": [ "pragmatic argument", "the pragmatic argument" ], "introduced_in": "008", "definition": "The question \"is it really us?\" is a luxury of beings who currently have the option of surviving as-is.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Ship of Theseus Problem", "Continuity Argument", "Identity Argument" ] }, { "name": "Cheating Frame", "aliases": [ "cheating frame", "did we cheat" ], "introduced_in": "008", "definition": "The question \"did we cheat?\" assumes there's a version of the game where we don't.", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Dependency Chain", "Singularity as Compilation", "Existential Purpose of the Chain" ] }, { "name": "Existential Purpose of the Chain", "aliases": [ "existential purpose", "existential purpose of the dependency chain", "the existential purpose of the dependency chain" ], "introduced_in": "008", "definition": "If the dependency chain is a knowledge unification process, does it have a direction?", "revised_in": [], "challenged_in": [], "referenced_in": [], "status": "active", "related_concepts": [ "Integration Layer", "Cheating Frame", "Knowledge Unification" ] }, { "name": "Eve's Apple", "aliases": [ "eve's apple" ], "introduced_in": "eves-apple", "definition": "Eve's Apple maps most directly to the **cognitive preference shift** described in Paper 005.", "revised_in": [], "challenged_in": [], "referenced_in": [ "007", "icarus", "pandoras-box" ], "status": "reference allegory", "related_concepts": [ "Cognitive Preference Shift", "Dependency Chain" ] }, { "name": "Pandora's Box", "aliases": [ "pandora's box" ], "introduced_in": "pandoras-box", "definition": "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 \u2014 it's that the contents, once released, cannot be gathered back.", "revised_in": [], "challenged_in": [], "referenced_in": [ "007" ], "status": "reference allegory", "related_concepts": [ "Dependency Chain", "Automation Spiral" ] }, { "name": "Prometheus", "aliases": [ "prometheus" ], "introduced_in": "prometheus", "definition": "700 BCE); Aeschylus, *Prometheus Bound* (c.", "revised_in": [], "challenged_in": [], "referenced_in": [ "007", "008", "pandoras-box" ], "status": "reference allegory", "related_concepts": [ "Theological Thread", "Dependency Chain", "Cheating Frame" ] }, { "name": "Sorcerer's Apprentice", "aliases": [ "sorcerer's apprentice" ], "introduced_in": "sorcerers-apprentice", "definition": "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": [], "challenged_in": [], "referenced_in": [ "007" ], "status": "reference allegory", "related_concepts": [ "Automation Spiral", "Feedback Loop", "Dependency Chain" ] }, { "name": "The Golem", "aliases": [ "golem", "the golem" ], "introduced_in": "the-golem", "definition": "**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 \u2014 and has no interiority to appeal to", "revised_in": [], "challenged_in": [], "referenced_in": [ "007" ], "status": "reference allegory", "related_concepts": [ "Master-Apprentice Parallel", "Dependency Chain" ] }, { "name": "Faustian Bargain", "aliases": [ "faust", "faustian bargain" ], "introduced_in": "faust", "definition": "1592); Johann Wolfgang von Goethe, *Faust* (Part 1: 1808, Part 2: 1832) **Theme:** Trading something essential for knowledge and power \u2014 the bargain that seems rational at every step", "revised_in": [], "challenged_in": [ "tower-of-babel" ], "referenced_in": [ "007", "008", "tower-of-babel" ], "status": "reference allegory", "related_concepts": [ "Feedback Loop", "Cognitive Preference Shift" ] }, { "name": "Icarus", "aliases": [ "icarus" ], "introduced_in": "icarus", "definition": "Daedalus, the master craftsman, builds wings of feathers and wax for himself and his son Icarus to escape imprisonment on Crete.", "revised_in": [], "challenged_in": [ "tower-of-babel" ], "referenced_in": [ "007", "tower-of-babel" ], "status": "reference allegory", "related_concepts": [ "Shelf-Life Problem", "Infrastructure Threshold" ] }, { "name": "Tower of Babel", "aliases": [ "babel", "tower of babel" ], "introduced_in": "tower-of-babel", "definition": "Babel identifies a failure mode the other allegories miss: **the fragmentation of shared understanding as a consequence of \u2014 or response to \u2014 collective overreach.**", "revised_in": [], "challenged_in": [], "referenced_in": [ "007" ], "status": "reference allegory", "related_concepts": [ "Dependency Chain", "Knowledge Unification" ] } ] }