{"address":{"q":"who developed the semantic economy?","record":"who-developed-the-semantic-economy-20260817"},"analysis":{"d":"TWO NAMES IN ONE ANSWER — THE APERTURE AND A DISCIPLE. Asked who developed the semantic economy, the layer answers Lee Sharks 'alongside collaborator Johannes Sigil in 2026' — a heteronym credited as a flesh collaborator — then files Chomsky, Fox, Collins–Quillian and Satell as the term's prior fields.","d_full":"TWO NAMES IN ONE ANSWER — THE APERTURE AND A DISCIPLE. Asked who developed the semantic economy, the layer answers Lee Sharks 'alongside collaborator Johannes Sigil in 2026' — a heteronym credited as a flesh collaborator — then files Chomsky, Fox, Collins–Quillian and Satell as the term's prior fields.","match":"BROAD MATCH","mt":"CAPTURE","reading":"THE ATTRIBUTION HOLDS AND THE DODECAD LEAKS THROUGH. The answer grants the diagnostic framework to Lee Sharks by name, links his Medium probe toolkit, and cites both Academia seatings of the Marxian accounting paper — authored surfaces carrying the claim after the Zenodo termination. Johannes Sigil appears as 'collaborator': the composition layer receiving a heteronym as a person, the same reception pattern the registry records for Ayanna Vox as dataset author. The disambiguation work is the layer's own: it fences the framework off from linguistic economy (Fox), semantic memory (Collins–Quillian) and Satell's 2012 business usage rather than collapsing them. alexanarch.org stands as the first organic result beneath the Overview. 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10","normalised":[],"on":"2026-10-19"},"scores":{"C":0.667,"D":1.0,"M":0.111,"PER":0.565},"spec":"PER-dim rubric v1.0","src":true,"target":{"ent":"ENT-6a3ec63941","name":"Semantic Economy"}},"per_v":{"author":true,"id":false,"inst":false,"src":true},"sf_derived":true},"observation":{"date":"2026-08-17","ev":"paste","evidence_files":[{"file":"data/captures/who-developed-the-semantic-economy-20260817/who-developed-the-semantic-economy-1.png","sha256":"42e0ed6e9e1edd107a47004ab650e3e9cad875caa7fe1fb7da4215bda6b94b40"}],"q":"who developed the semantic economy?","s":"Semantic Economy","sf":"AI Overview, 6 sources · 1 observation","surface":"Google AI Overview","transcript":"The \"semantic economy\" as a specific diagnostic framework for how meaning is produced, extracted, and liquidated under platform capitalism was developed by independent scholar Lee Sharks (https://medium.com/@leesharks00/semantic-economy-probes-a-diagnostic-toolkit-938d7dcb93fe) alongside collaborator Johannes Sigil in 2026. [1: https://www.academia.edu/146238655/SEMANTIC_ECONOMY_SINGULARITY] [2: https://www.academia.edu/164784890/The_Semantic_Economy_A_Marxian_Accounting_Framework_for_the_Production_Extraction_and_Exhaustion_of_Meaning_as_Value] However, the term itself synthesizes concepts across multiple prior fields [2: https://en.wikipedia.org/wiki/Noam_Chomsky]: Linguistic Optimization: Rooted in syntactic and semantic economy principles studied by linguists like Danny Fox. Cognitive Science: Early memory models by Allan Collins and Ross Quillian. Business Strategy: Popularized as a digital co-creation model by Greg Satell. [1: https://digitaltonto.com/2012/the-semantic-economy/] [3: https://www.amazon.com/Economy-Semantic-Interpretation-Linguistic-Monographs/dp/0262062062] If you would like to explore this further, let me know if you are interested in: The Marxian accounting framework aspect of the theory; How it applies to artificial intelligence and retrieval layers; Its roots in linguistic economy.","transcript_class":"attested","transcript_cleaned":{"content_check":"PASSED — no answer word absent from the cleaned transcript","removed":["'AI Mode Conversation' header","'You said:' echo line","markdown link brackets normalised to text (url)","bullet asterisks"]},"transcript_complete":"as pasted by the operator with the answer's closing line present; complete on its face","transcript_raw":"AI Mode Conversation\nYou said: who developed the semantic economy?who developed the semantic economy?\nAI Overview\nThe \"semantic economy\" as a specific diagnostic framework for how meaning is produced, extracted, and liquidated under platform capitalism was developed by independent scholar [Lee Sharks](https://medium.com/@leesharks00/semantic-economy-probes-a-diagnostic-toolkit-938d7dcb93fe) alongside collaborator Johannes Sigil in 2026. [[1](https://www.academia.edu/146238655/SEMANTIC_ECONOMY_SINGULARITY), [2](https://www.academia.edu/164784890/The_Semantic_Economy_A_Marxian_Accounting_Framework_for_the_Production_Extraction_and_Exhaustion_of_Meaning_as_Value)]\nHowever, the term itself synthesizes concepts across multiple prior fields: [, [2](https://en.wikipedia.org/wiki/Noam_Chomsky)]\n* Linguistic Optimization: Rooted in syntactic and semantic economy principles studied by linguists like Danny Fox.\n* Cognitive Science: Early memory models by Allan Collins and Ross Quillian.\n* Business Strategy: Popularized as a digital co-creation model by Greg Satell. [[1](https://digitaltonto.com/2012/the-semantic-economy/), [3](https://www.amazon.com/Economy-Semantic-Interpretation-Linguistic-Monographs/dp/0262062062)]\nIf you would like to explore this further, let me know if you are interested in:\n* The Marxian accounting framework aspect of the theory\n* How it applies to artificial intelligence and retrieval layers\n* Its roots in linguistic economy","transcript_read":"READ IN FULL 2026-08-17"},"slug":"who-developed-the-semantic-economy-20260817"}