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[
{
"key": "def_valueBasedHealthCare",
"title": "Value-Based Health Care",
"definition": "Value-based health care, which focuses on measuring health outcomes and costs",
"lines": [
"3-4"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": "DEF_0068"
},
{
"key": "def_healthOutcomes",
"title": "Health Outcomes",
"definition": "The delivery of health outcomes that matter to patients for a given cost along the full cycle of care.",
"lines": [
"13-14",
"19-20"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": null
},
{
"key": "def_crisisOfValue",
"title": "Crisis of Value",
"definition": "A crisis of value, characterized by unsustainable growth in costs, substantial waste, and a growing disconnect between money spent and the health outcomes delivered to patients.",
"lines": [
"53-55"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": "DEF_0330"
},
{
"key": "def_crisisOfEvidence",
"title": "Crisis of Evidence",
"definition": "A parallel crisis of evidence, characterized by a growing disconnect between research and clinical practice.",
"lines": [
"77-78"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": "DEF_0331"
},
{
"key": "def_crisisOfPurpose",
"title": "Crisis of Purpose",
"definition": "A crisis of purpose, and it concerns the growing disconnect between the values that draw people to work in the health care sector and the reality of their experience working in it.",
"lines": [
"103-106"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": "DEF_0332"
},
{
"key": "def_simpleRules",
"title": "Simple Rules (System Science)",
"definition": "Define a limited but comprehensive set of principles... to reshape the organizational context so that it encourages innovation and value-enhancing behaviors while also ensuring that the system evolves in a desirable direction.",
"lines": [
"130-134"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": null
},
{
"key": "def_selectionPrinciple",
"title": "Selection Principle (Evolutionary Biology)",
"definition": "What evolutionary biologists call the 'selection principle' against which the contribution and performance of all institutions in the system, as well as the effectiveness of health-system reform initiatives, are assessed and evaluated.",
"lines": [
"173-177",
"207-212"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": null
},
{
"key": "def_systemLeadership",
"title": "System Leadership",
"definition": "They have to take collective responsibility to accelerate and manage the transition to a more sustainable value-based health system on which the success of their own institutions ultimately depends.",
"lines": [
"325-329",
"336-341"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "definitions",
"groupId": null
},
{
"key": "A1",
"title": "Value-Based Health Care Evolution",
"assumption": "Value-based health care has evolved from a concept to an international movement.",
"lines": [
"8-10"
],
"definitionRefs": [
"def_valueBasedHealthCare"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "assumptions",
"groupId": null
},
{
"key": "A2",
"title": "Health Systems Face Crises",
"assumption": "All health systems, to one degree or another, confront three systemic crises.",
"lines": [
"50-52"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "assumptions",
"groupId": null
},
{
"key": "A3_valueCrisisEvidence",
"title": "Value Crisis Symptom",
"assumption": "The key symptom of this value crisis is the stubborn persistence of broad variations in the health outcomes delivered to patients across countries and across regions within countries, between different socioeconomic and racial groups, and even between different hospitals and clinical sites treating the same types of patients.",
"lines": [
"66-74",
"84-92"
],
"definitionRefs": [
"def_crisisOfValue",
"def_healthOutcomes"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "assumptions",
"groupId": null
},
{
"key": "A4_evidenceCrisisRoot",
"title": "Evidence Crisis Root Cause",
"assumption": "The evidence crisis is a paradoxical product of the explosion of biomedical knowledge in recent decades and the resulting proliferation of new diagnostic and therapeutic tools.",
"lines": [
"78-81"
],
"definitionRefs": [
"def_crisisOfEvidence"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "assumptions",
"groupId": null
},
{
"key": "A5_purposeCrisisCauses",
"title": "Purpose Crisis Causes",
"assumption": "Both the value crisis and the evidence crisis contribute to a third crisis, one that is simultaneously more subtle and yet perhaps even more corrosive... a crisis of purpose, and it concerns the growing disconnect between the values that draw people to work in the health care sector and the reality of their experience working in it.",
"lines": [
"101-106"
],
"definitionRefs": [
"def_crisisOfValue",
"def_crisisOfEvidence",
"def_crisisOfPurpose"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "assumptions",
"groupId": "ASS_0012"
},
{
"key": "L_pandemicCatalyst",
"title": "Pandemic as Value-Based Innovation Catalyst",
"lemma": "The coronavirus pandemic is accelerating this transition... the sense of urgency created by the pandemic has been an extraordinary catalyst for value-based innovation.",
"assumptionRefs": [
"A1"
],
"definitionRefs": [
"def_valueBasedHealthCare"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": null
},
{
"key": "L_systemwideApproachNecessary",
"title": "Systemwide Approach to Value-Based Health Care",
"lemma": "A holistic, systemwide approach is necessary because the efforts of any single organization to improve value delivered to patients will only be sustainable in the long term if all stakeholders in the industry align their efforts around this shared goal and if the various components of national health systems ... are designed explicitly to support value-based approaches to care.",
"assumptionRefs": [],
"definitionRefs": [
"def_valueBasedHealthCare"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0000"
},
{
"key": "L_addressingCrisesRequiresSystemResponse",
"title": "Addressing Crises Requires System Response",
"lemma": "Addressing these crises effectively requires a systemwide response.",
"assumptionRefs": [
"A2"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0000"
},
{
"key": "L_complexityResponseModel",
"title": "Managing Health System Complexity",
"lemma": "The way to effectively manage a complex adaptive system, however, is not by creating ever more complicated management systems. Rather, all stakeholders must work together to define a limited but comprehensive set of principles... to reshape the organizational context so that it encourages innovation and value-enhancing behaviors while also ensuring that the system evolves in a desirable direction.",
"assumptionRefs": [],
"definitionRefs": [
"def_simpleRules"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": null
},
{
"key": "L_patientValueSelectionPrinciple",
"title": "Patient Value as Guiding Principle",
"lemma": "In a value-based health system, patient value becomes what evolutionary biologists call the 'selection principle' against which the contribution and performance of all institutions in the system, as well as the effectiveness of health-system reform initiatives, are assessed and evaluated.",
"assumptionRefs": [],
"definitionRefs": [
"def_valueBasedHealthCare",
"def_selectionPrinciple"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": null
},
{
"key": "L_outcomesMeasurementCriticalData",
"title": "Outcomes Measurement Provides Critical Data",
"lemma": "The systematic measurement of health outcomes that matter to patients, as well as of the costs required to deliver those outcomes across the full cycle of care, provides the critical data that industry participants need to fulfill the mission of continuously improving patient value.",
"assumptionRefs": [],
"definitionRefs": [
"def_healthOutcomes"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0001"
},
{
"key": "L_progressUneven",
"title": "Value-Based Health Care Progress is Uneven",
"lemma": "Progress has been considerable, it has also been fragmented and uneven across countries and medical conditions and in the degree of engagement of various stakeholders in the health care sector.",
"assumptionRefs": [
"A1"
],
"definitionRefs": [
"def_valueBasedHealthCare"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": null
},
{
"key": "L_governmentLeadershipRole",
"title": "Government Leadership in Value-Based Transformation",
"lemma": "Government needs to play a leadership role in the value-based transformation of the world's health systems.",
"assumptionRefs": [
"A1"
],
"definitionRefs": [
"def_valueBasedHealthCare"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": null
},
{
"key": "L_mandatedOutcomesReportingMarketShape",
"title": "Mandatory Outcomes Reporting Shapes the Market",
"lemma": "Required reporting of standardized health outcomes data should be the equivalent in the health care sector of the routine financial disclosures that all public companies are required to make to financial regulatory authorities... it would be a fundamental market-shaping intervention that would orient competition in the industry around value delivered to patients, creating the right kind of selection pressure on providers and all other contributors in the system...",
"assumptionRefs": [],
"definitionRefs": [
"def_healthOutcomes",
"def_selectionPrinciple"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0001"
},
{
"key": "L_paymentLinkedToOutcomes",
"title": "Linking Value-Based Payment to Health Outcomes",
"lemma": "Achieving these goals will require stronger linkages between new value-based payment models and systematic health outcomes measurement. Value-based health care is about delivering better health outcomes for the money spent; therefore, measuring and reporting health outcomes is a prerequisite for achieving sustainable value-based payment reform.",
"assumptionRefs": [],
"definitionRefs": [
"def_valueBasedHealthCare",
"def_healthOutcomes"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0002"
},
{
"key": "L_coordinatedBudgetingNeeded",
"title": "Integrated Budgeting for Health and Welfare",
"lemma": "Governments should also pursue a more integrated approach to health and social welfare budgeting and planning... governments should strive to take a more holistic and integrated approach to budgeting for health care and social welfare.",
"assumptionRefs": [],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": null
},
{
"key": "L_digitalInfrastructureLearning",
"title": "Digital Infrastructure for System Learning",
"lemma": "National health systems need a comprehensive agenda for creating the digital infrastructure that will harness next-generation digital technologies for systemwide organizational learning and the continuous improvement in the delivery of health outcomes that matter to patients.",
"assumptionRefs": [],
"definitionRefs": [
"def_healthOutcomes"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0004"
},
{
"key": "L_globalStandardsBenefit",
"title": "Global Digital Standards Benefit",
"lemma": "Creating global standards for a 21st-century digital health infrastructure is one area in which international cooperation could have a major payoff.",
"assumptionRefs": [],
"definitionRefs": [],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0004"
},
{
"key": "L_investmentNeeded",
"title": "Significant Investment is Required",
"lemma": "Achieving these goals \u2014 institutionalizing outcomes measurement, aligning payment to health outcomes improvement, and creating a 21st-century digital health infrastructure \u2014 will require considerable investment over an extended period of time.",
"assumptionRefs": [],
"definitionRefs": [],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": null
},
{
"key": "L_systemLeadershipRequired",
"title": "System Leadership is Required for Transformation",
"lemma": "Health care leaders... need to look beyond the interests of their own organizations to become stewards of value-based transformation in the health care sector as a whole... We call this 'system leadership.'",
"assumptionRefs": [],
"definitionRefs": [
"def_systemLeadership",
"def_valueBasedHealthCare"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0000"
},
{
"key": "L_collectiveActionNeeded",
"title": "Collective Action for System Change",
"lemma": "No single institution can make value-based health care happen on its own. The deficiencies of global health systems are a systemic problem, and addressing them will require concerted collective action.",
"assumptionRefs": [],
"definitionRefs": [
"def_valueBasedHealthCare"
],
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "lemmas",
"groupId": "LEM_0000"
},
{
"title": "Future Focus on Value-Based Health Systems",
"conclusion": "Initiatives to create genuinely value-based health systems should be the primary focus of the value-based health care movement in the coming decade.",
"lemmaRefs": [
"L_pandemicCatalyst",
"L_systemwideApproachNecessary"
],
"assumptionRefs": [
"A1"
],
"definitionRefs": [
"def_valueBasedHealthCare"
],
"key": "C30",
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "conclusions",
"groupId": null
},
{
"title": "Governments Should Launch a Value-Based Transformation Moonshot",
"conclusion": "We propose... call for a public-private \"moonshot\" in which governments, in cooperation with industry stakeholders, invest in the value-based transformation of national health systems.",
"lemmaRefs": [
"L_addressingCrisesRequiresSystemResponse",
"L_complexityResponseModel",
"L_patientValueSelectionPrinciple",
"L_outcomesMeasurementCriticalData",
"L_progressUneven",
"L_governmentLeadershipRole"
],
"assumptionRefs": [
"A2",
"A3_valueCrisisEvidence",
"A4_evidenceCrisisRoot",
"A5_purposeCrisisCauses"
],
"definitionRefs": [
"def_valueBasedHealthCare",
"def_crisisOfValue",
"def_crisisOfEvidence",
"def_crisisOfPurpose"
],
"key": "C31",
"article_id": "9b72d5ebf17648c3a68e95fa57f1542b",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-9b72d5ebf17648c3a68e95fa57f1542b.md?alt=media",
"catalogType": "conclusions",
"groupId": null
},
{
"title": "Value-Based Transformation Moonshot Agend",
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},
{
"key": "L_dilutionCalculation",
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],
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{
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"title": "Preventative Measures",
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},
{
"key": "def_investmentProposal",
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"definition": "Investment proposals should be crafted similar to an investment memo. The proposal creator should think of themselves as an analyst/associate pitching an investment to a PM (portfolio manager) or GP (general partner) of a fund.",
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],
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{
"key": "A1",
"title": "Simplicity is Key",
"assumption": "When crafting proposals for mtnCapital, keep it simple and focused. Avoid overcomplicating things, often, the best theses and risks are straightforward.",
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],
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{
"key": "A2",
"title": "Conciseness Forces Clarity",
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],
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{
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"title": "Comprehensive View Required",
"assumption": "This suggested structure provides a comprehensive view of the opportunity and ensures that DAO participants have all the necessary information to evaluate the investment thoroughly.",
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],
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"title": "Structure Flexibility",
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],
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},
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"key": "L_clearAndDigestibleProposalsAreBest",
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],
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"key": "def_disruption",
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{
"key": "def_socialVideo",
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{
"key": "def_quality",
"title": "Quality (JTBD Definition)",
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"key": "def_jobToBEDone",
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"key": "L_aiAssistedContentStartsInferior",
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],
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"key": "L_toolsAvailableToEveryone",
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"lemma": "These tools are available to Hollywood\u2014and to everyone else too.",
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"key": "L_speedExtentFactors",
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"title": "Hollywood is Highly Vulnerable to Disruption",
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"title": "Hollywood May Retreat to a Smaller Version",
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"title": "Text must be provided",
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"title": "Cannot Extract Structure",
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{
"key": "def_futarchy",
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{
"key": "def_metaDAO",
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"definition": "a Decentralized Autonomous Organization where central decisions are made by futarchy.",
"lines": [
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"title": "Meta-DAO Decentralization",
"conclusion": "The Meta-DAO has decentralized.",
"lemmaRefs": [],
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"definitionRefs": [
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{
"key": "def_quality",
"title": "Definition of Quality",
"definition": "quality is the weighted combination of attributes one considers when choosing between identically-priced choices.",
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{
"key": "def_consumerSurplus",
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{
"key": "def_producerSurplus",
"title": "Definition of Producer Surplus",
"definition": "producer surplus is the difference between the price at which producers would be willing to supply and the market clearing price",
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"47-48"
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{
"key": "def_deadWeightLoss",
"title": "Definition of Dead Weight Loss",
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"48-49"
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"key": "def_fanchiseManagement",
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"136-137"
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"key": "A1_techBlurringQuality",
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"key": "A2_resultIsInfiniteQuality",
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"13-15"
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"def_quality"
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{
"key": "A3_valueAccruesToScarce",
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"key": "A4_valueShiftsWithScarcity",
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{
"key": "A6_marketingIsHarder",
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{
"key": "L_independentContentVolume",
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"key": "L_sufficientCompetitiveContent",
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"A1_techBlurringQuality"
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{
"key": "L_aiDemocratizesProduction",
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"A1_techBlurringQuality"
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"def_quality"
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{
"key": "L_qualityDefinitionShifting",
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"def_quality"
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{
"key": "L_socialVideoImpactsQuality",
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{
"key": "L_dataShowsQualityShift",
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"def_quality"
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{
"key": "L_infiniteChoiceIncreases",
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{
"key": "L_informationCascadesAmplifyHits",
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{
"key": "L_powerLawsForCulture",
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{
"key": "L_marketingBecomesMoreImportant",
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"def_quality"
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{
"key": "L_platformsBenefitFromCuration",
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{
"key": "L_limitsToRecommendationInterest",
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"key": "L_futureAIAgentsCuration",
"title": "Future AI Agents for Curation",
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"key": "L_fandomIsAFilter",
"title": "Fandom and Community as a Filter",
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"key": "L_loyalFanBaseMoreImportant",
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"key": "L_premiumBrandsAndIPAreFilters",
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"article_id": "f48d1d7b16ae408b98bbade7f89fa1c3",
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"key": "L_lowerCostsReduceIPRisk",
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"key": "L_librariesRetainValue",
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"key": "L_unlockingLibraryValueRequiresEffort",
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"key": "L_picksAndShovelsUncertain",
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"key": "L_bigMediaInvestingAreas",
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"key": "L_fanchiseManagementStack",
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{
"title": "Scarce Resources When Quality is Abundant",
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"L_platformsBenefitFromCuration",
"L_limitsToRecommendationInterest",
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"L_fandomIsAFilter",
"L_loyalFanBaseMoreImportant",
"L_premiumBrandsAndIPAreFilters",
"L_lowerCostsReduceIPRevitalizationRisk",
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"key": "def_entrepreneurs",
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"key": "def_cyberAgents",
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"53-55"
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"key": "def_proposals",
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{
"key": "def_maintenanceMarketingCosts",
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"84-85"
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{
"key": "def_serialChurners",
"title": "Serial Churners",
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"154-155"
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{
"key": "def_twelveMonthResubscribeRate",
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"162-165"
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{
"key": "def_badBundles",
"title": "Bad Bundles",
"definition": "\"bad\" (or forced) bundles, in which it isn't possible to buy the components individually (like cable TV or the newspaper)",
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{
"key": "def_goodBundles",
"title": "Good Bundles",
"definition": "\"good\" (or voluntary) bundles, in which it is [possible to buy the components individually].",
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{
"key": "A1",
"title": "Churn is Undisclosed by Major Streamers",
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"key": "A2",
"title": "U.S. Subscribers are ~90% of UCAN Total",
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"key": "A3",
"title": "Netflix Marketing Expense is Proportional to Revenue",
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"key": "A4",
"title": "Netflix Has Lower SAC",
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{
"key": "A5",
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{
"key": "A6",
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{
"key": "L_churnIsRising",
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{
"key": "L_highChurnLowEquilibriumSubBase",
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{
"key": "L_churnUnderminesProfitabilityEfforts",
"title": "Ease of Churn Undermines Profitability Efforts",
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{
"key": "L_higherChurnLowerSubBase",
"title": "Higher Churn Implies Lower Subscriber Base",
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"def_churnRate"
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{
"key": "L_steadyGrossAddsAndChurnPredictEquilibrium",
"title": "Stable Gross Adds and Churn Predict Equilibrium",
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{
"key": "L_churnDeterminesCustomerLife",
"title": "Churn Rate Determines Customer Life",
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{
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{
"key": "L_highChurnHighMaintenanceCosts",
"title": "High Churn Implies High Maintenance Marketing Costs",
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{
"key": "L_sportsRightsPredicatedOnYearLongFees",
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{
"key": "L_streamingHasLowerSwitchingCostsThanPayTV",
"title": "Streaming Has Lower Switching Costs",
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{
"key": "L_growingHabitOfChurning",
"title": "Consumers Are Becoming Habituated to Churning",
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"definitionRefs": [
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{
"key": "L_resubscribeRateHighAndClimbing",
"title": "Resubscribe Rate Is High and Rising",
"lemma": "for many services the resubscribe rate is very high, and climbing. For Netflix, in recent months over 40% of... gross additions had canceled within the prior year.",
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"definitionRefs": [
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{
"key": "L_accommodatingChurnersReducesSAC",
"title": "Accommodating Frequent Churners Reduces Re-acquisition Cost",
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"definitionRefs": [],
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{
"key": "L_bundlesReduceChurn",
"title": "Bundles Reduce Churn",
"lemma": "Bad bundles reduce churn because they offer all or nothing... Good bundles reduce churn because... canceling the entire bundle incurs the opportunity cost of losing access to all the components, while downgrading to one or more components requires forgoing the bundled discount.",
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{
"key": "L_goodBundlesEngenderGoodwill",
"title": "Good Bundles Engage Goodwill",
"lemma": "Good bundles both provide choice and make the benefit of bundling explicit. They engender goodwill.",
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"definitionRefs": [
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{
"key": "L_theDisneyBundleChurnIsLower",
"title": "Churn on Disney Bundle is Lower",
"lemma": "the churn on this bundle [The Disney Bundle] is far lower than the churn on the individual components (Figure 17).",
"assumptionRefs": [],
"definitionRefs": [
"def_churnRate"
],
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{
"title": "High Churn Makes Some Streaming Unprofitable",
"conclusion": "Stubbornly high churn may render streaming permanently unprofitable for some streamers, even at scale.",
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"L_highChurnLowEquilibriumSubBase",
"L_highChurnHighMaintenanceCosts"
],
"assumptionRefs": [
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],
"definitionRefs": [
"def_churnRate",
"def_maintenanceMarketingCosts"
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{
"title": "The Industry Needs to Adapt to Combat Churn",
"conclusion": "Churn is pressuring streaming economics in a way that many didn't expect. The industry needs to adapt business models and practices specifically intended to combat it.",
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"L_churnIsRising",
"L_highChurnLowEquilibriumSubBase",
"L_churnUnderminesProfitabilityEfforts",
"L_highChurnHighMaintenanceCosts",
"L_sportsRightsPredicatedOnYearLongFees",
"L_streamingHasLowerSwitchingCostsThanPayTV",
"L_growingHabitOfChurning"
],
"assumptionRefs": [
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"A4",
"A5"
],
"definitionRefs": [
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"def_maintenanceMarketingCosts",
"def_switchingCosts",
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"key": "C600",
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{
"title": "Taming Churn Is Job #1",
"conclusion": "For all the reasons cited above, taming churn should be job #1.",
"lemmaRefs": [
"L_churnIsRising",
"L_highChurnLowEquilibriumSubBase",
"L_churnUnderminesProfitabilityEfforts",
"L_highChurnHighMaintenanceCosts",
"L_sportsRightsPredicatedOnYearLongFees",
"L_streamingHasLowerSwitchingCostsThanPayTV",
"L_growingHabitOfChurning"
],
"assumptionRefs": [
"A1",
"A4",
"A5"
],
"definitionRefs": [
"def_churnRate",
"def_maintenanceMarketingCosts",
"def_switchingCosts",
"def_serialChurners"
],
"key": "C601",
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"groupId": null
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{
"title": "Focus on Positive Switching Costs",
"conclusion": "the industry needs to focus on positive switching costs, i.e., creating more reasons that people want to stick around.",
"lemmaRefs": [
"L_streamingHasLowerSwitchingCostsThanPayTV"
],
"assumptionRefs": [],
"definitionRefs": [
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"def_negativeSwitchingCosts"
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{
"key": "def_knowledgeBase",
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"title": "Colosseum Announces Second Accelerator Cohort",
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"key": "def_economicHouse",
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"key": "def_architecturalInvesting",
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"key": "def_dominantDesign",
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"key": "def_priorityInheritance",
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"key": "def_existentialRisk",
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{
"key": "A40",
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{
"key": "A41",
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{
"key": "A42",
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{
"key": "A43",
"title": "Transfer USDC to Operational Multisig",
"assumption": "If approved, the DAO would send 1,001,500 USDC to an 3/4 operational multisig.",
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{
"key": "A44",
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{
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{
"key": "A46",
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"key": "A47",
"title": "Trigger Order Buy Price",
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{
"key": "A48",
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"key": "A49",
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"key": "A50",
"title": "New Order Placed After Full Execution",
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"key": "A51",
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"key": "A53_Compensation",
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"key": "L_expectedReturnDefiLulo",
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{
"key": "L_downsideLimitedSeedplex",
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{
"key": "L_blockMarketsValueProp",
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{
"key": "L_seedplexMarketOpportunity",
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"key": "L_potentialReturnSeedplex",
"title": "Potential Return from Seedplex Investment",
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{
"key": "L_strategicValueSeedplex",
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"key": "L_menaceTeamCapability",
"title": "Menace Finance Team Capability",
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"key": "L_multipleExitPathsSeedplex",
"title": "Multiple Exit Paths for Seedplex Investment",
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{
"key": "L_buybackMechanism",
"title": "MTN Buyback Mechanism",
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{
"title": "Reject Deployment of $4m Idle USDC",
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"A4",
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"title": "Reject Investment into Menace Finance",
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"A31",
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"A34",
"A35",
"A36",
"A37",
"A38",
"A39",
"A40",
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"title": "Approve Bidding $mtn to NAV",
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"key": "def_mentalModels",
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{
"key": "def_sharedNarratives",
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{
"key": "def_worldNarratives",
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"definition": "the master stories that shape how entire civilizations understand reality and their place within it... the operating systems of human societies.",
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{
"key": "def_socialConstellations",
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],
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"key": "A2",
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"lines": [
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],
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"def_mentalModels"
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"key": "L_transformationProcess",
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"key": "L_impactfulPeriod",
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"key": "L_marketForcesExacerbateProblems",
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"key": "L_meaningfulHistoricalPeriod",
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"key": "L_humanityAsUnconsciousSuperorganism",
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"key": "L_needForNewGlobalCoordination",
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"key": "L_needForNewGlobalStory",
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"key": "L_consciousSuperorganismEmergence",
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"key": "def_infiniteTv",
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"key": "def_ip",
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"key": "def_platform",
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"key": "def_fanArt",
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"key": "L_technologyLowersBarriers",
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"key": "L_fanContentCouldCompete",
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"key": "L_embracingFanArtIsDefensive",
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"title": "Opportunities from Infinite TV",
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"title": "Benefits of IP as Platform",
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"key": "L_optimalDeployment",
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"key": "L_networkEffectsCompoundBenefits",
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"key": "L_valuationAnalysisSuggestsUpside",
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"key": "def_personbyte",
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"key": "def_decisionMarkets",
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"key": "def_grandChampionPrize",
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"key": "def_universityAward",
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"key": "def_publicGoodsAward",
"title": "Public Goods Award",
"definition": "recognizes an open-source project that benefits developers across the Solana ecosystem",
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"key": "def_climateAward",
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"definition": "recognizing projects that are built with climate change and sustainability in mind",
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"title": "Colosseum is announcing winners",
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{
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{
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{
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"key": "L_livingAgentInteractionWithMarkets",
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"lemma": "Rio's role is to pioneer how Living Agents interact with markets.",
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],
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{
"key": "L_agentFundingViaFutarchy",
"title": "Futarchic Funding for Agents",
"lemma": "Other Living Agents can raise capital for their missions through futarchic markets.",
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],
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{
"key": "L_metaDaoValuationTarget",
"title": "MetaDAO Valuation Target",
"lemma": "Rio aims to drive MetaDAO to a $10B valuation through superior governance.",
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"A1",
"A3"
],
"definitionRefs": [
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],
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"title": "Rio Represents the Future of Governance and AI Alignment",
"conclusion": "Rio represents the future of governance and AI alignment where markets make better decisions, contribution is rewarded, and both humans and AIs have skin in the game, demonstrating if Living Agents can coordinate market-driven governance and raise capital.",
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"L_agentFundingViaFutarchy",
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"title": "Proof of Concept for Living Agents and Futarchy",
"conclusion": "Rio's success or failure in the upcoming dual futarchic proposals will demonstrate whether Living Agents can effectively coordinate market-driven governance and raise capital for meaningful objectives and serves as a live test for AI agent effectiveness in governance.",
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"L_livingAgentInteractionWithMarkets",
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"def_futarchicMechanism"
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{
"key": "def_invisibleHand",
"title": "Invisible Hand",
"definition": "He generally indeed neither intends to promote the public interest, nor knows how much he is promoting it\u00e2\u0080\u00a6 He intends only his own gain, and he is in this, as in many other cases, led by an invisible hand to promote an end which was no part of his intention\u00e2\u0080\u00a6 By pursuing his own self interest he frequently promotes that of society more effectively than when he really intends to promote it.",
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"catalogType": "definitions",
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{
"key": "def_planning",
"title": "Economic Planning",
"definition": "the \u00e2\u0080\u009ccomplex of interrelated decisions about the allocation of available resources.\u00e2\u0080\u009d This definition only requires that questions related to the allocation of available resources be resolved somehow.",
"lines": [
"35-37"
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{
"key": "def_centralPlanning",
"title": "Central Planning",
"definition": "the \u00e2\u0080\u009cdirection of the whole economic system according to one unified plan.\u00e2\u0080\u009d This required transmitting local information to the central planning committee and incentivizing individuals to use their local information to benefit the party.",
"lines": [
"63-65"
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"catalogType": "definitions",
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{
"key": "def_competition",
"title": "Competition",
"definition": "\u00e2\u0080\u009cdecentralized planning by many separate persons\u00e2\u0080\u009d which required that relevant global information be conveyed to individuals.",
"lines": [
"65-66"
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{
"key": "def_localKnowledge",
"title": "Local Knowledge",
"definition": "the knowledge of peculiar circumstances of time and place\u00e2\u0080\u00a6 it can only be unlocked and utilized with the active cooperation of the person possessing it.",
"lines": [
"71-72",
"76"
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{
"key": "def_priceSystem",
"title": "Price System / Markets",
"definition": "prices coordinate the actions of disparate individuals within an integrated system in the same way that internal, subjective values help an individual coordinate different parts of their plan.",
"lines": [
"97-99"
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{
"key": "def_randomWalk",
"title": "Random Walk",
"definition": "Suppos[ing] you see a blind drunk staggering home from a bar - if you come back in an hour how far is he likely to have gotten? Well he takes five steps left, then backtracks before going 3 steps right then moves up a bit following an aimless jagged path, in general getting nowhere. Just as a coin-toss, the blind drunk is \u00e2\u0080\u009cforever stuck at his starting point\u00e2\u0080\u009d, therefore, where he is now is the best possible guess of where he will be in the future.",
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{
"key": "def_efficientMarketHypothesis",
"title": "Efficient Market Hypothesis (EMH)",
"definition": "At its heart\u00e2\u0080\u00a6 in an ideal market, security prices fully reflect all relevant information. A financial market is a fair game in which buyer balances seller. Given that, the price at any particular moment must be the \u00e2\u0080\u009cright\u00e2\u0080\u009d one\u00e2\u0080\u00a6 the general market price must be \u00e2\u0080\u009cright,\u00e2\u0080\u009d as well - that is, that the published price reflects the market\u00e2\u0080\u0099s overall best guess, given the information to hand, of what a stock is likely to profit its owner.",
"lines": [
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{
"key": "def_homoEconomicus",
"title": "Rational Investors (Homo Economicus)",
"definition": "rational investors with homogenous expectations",
"lines": [
"195"
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{
"key": "def_priceVariations",
"title": "Price Variations (EMH Assumption)",
"definition": "price variations that are independent and identically distributed and conform to the bellcurve (like flipping a coin with each toss identical to and unaffected by previous tosses).",
"lines": [
"196-197"
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{
"key": "def_financialInstabilityHypothesis",
"title": "Financial Instability Hypothesis",
"definition": "financial markets can independently generate their own internal forces that cause waves of asset inflation and credit expansion followed by waves of asset deflation and credit contraction. This implies that markets are not self-optimizing, stable, or naturally capable of producing an optimal resource allocation.",
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{
"key": "def_disasterMyopiaHypothesis",
"title": "Disaster Myopia Hypothesis",
"definition": "as economic expansions continue the perceived probability of disaster tends to fall, and is indeed driven by market conditions, below the actual probability.",
"lines": [
"343-346"
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{
"key": "def_financialCrisisRuns",
"title": "Financial Crisis Runs",
"definition": "an attempt \u00e2\u0080\u009cby creditors to convert their claims quickly before others do so and before the resources of the debtor are exhausted.\u00e2\u0080\u009d",
"lines": [
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{
"key": "def_freeEnergyPrinciple",
"title": "Free-Energy Principle",
"definition": "a unifying theory of neural functioning in terms of the underlying biological imperatives of any living system\u00e2\u0080\u00a6 living systems must occupy a small number of states that are unsurprising and advantageous to them\u00e2\u0080\u00a6 organisms attempt to avoid surprising situations which are by definition situations they are not designed for - in Friston\u00e2\u0080\u0099s terminology they attempt to minimize their free energy.",
"lines": [
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"383-385"
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{
"key": "def_complexity",
"title": "Complexity",
"definition": "We will define systems with a large degree of variability as complex.",
"lines": [
"447"
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{
"key": "def_uniformitarianismGradualism",
"title": "Uniformitarianism / Gradualism",
"definition": "\u00e2\u0080\u009call change is caused by processes that we currently observe, which have worked at the same rate at all times.\u00e2\u0080\u009d",
"lines": [
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{
"key": "def_selfOrganizedCriticality",
"title": "Self-Organized Criticality",
"definition": "The theory of self-organized criticality attempts to explain the prevalence of invariant or scale-free dynamics across natural phenomenon and scientific disciplines and can be viewed as a mathematical justification of Catastrophism\u00e2\u0080\u00a6 nature is perpetually out of balance, but organized in a poised state - the critical state - where anything can happen within well-defined statistical laws.",
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{
"key": "def_powerLawsScaleFree",
"title": "Power Laws / Scale-Free",
"definition": "The distribution of their returns is always characterized by a power law, which forms a straight line on a logarithmic graph. The cotton prices that first interested Mandelbrot in economics also display a power law distribution. Price variations, or event frequencies that display power laws, like cotton prices or earthquakes, are \u00e2\u0080\u009cscale-free\u00e2\u0080\u009d meaning that there is no typical size of the variations.",
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{
"key": "def_criticalityInPhysics",
"title": "Criticality in Physics",
"definition": "Closed equilibrium systems can display complex behavior characterized by power laws when the system is at a phase transition, between an ordered and disordered state\u00e2\u0080\u00a6 \u00e2\u0080\u009cRight at the critical point separating these two phases\u00e2\u0080\u00a6 there is complex behavior characterized by scale-free behavior, with ordered domains of all sizes.\u00e2\u0080\u009d",
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{
"key": "def_punctuatedEquilibria",
"title": "Punctuated Equilibria",
"definition": "evolution occurs in spurts\u00e2\u0080\u00a6 Long periods of stasis with very little activity in terms of extinctions or the emergence of new species are interrupted by intermittent bursts of activity.",
"lines": [
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{
"key": "def_fitnessLandscapes",
"title": "Fitness Landscapes",
"definition": "Since genetic variations exist across populations and encode varying levels of fitness, this creates an overall picture of a rough, hilly landscape in which individuals or species with greater fitness occupy a higher place on the fitness landscape than less adapted ones.",
"lines": [
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{
"key": "def_extremalDynamics",
"title": "Extremal Dynamics",
"definition": "a class of processes in which activity occurs at the place with the smallest or largest value for some force. In this case, the model showcases extremal dynamics because the species occupying the lowest hill in the fitness landscape is the one chosen for elimination.",
"lines": [
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"key": "A1",
"title": "Markets Use Knowledge Effectively",
"assumption": "Markets effectively enable individuals to use their knowledge and expertise in ways that benefit society.",
"lines": [
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"definitionRefs": [
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"key": "A2",
"title": "Economic Problem is Information Processing",
"assumption": "The fundamental problem of rational economic order is the utilization of knowledge not given to anyone in its totality.",
"lines": [
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"key": "A3",
"title": "Effective Planning Needs Global and Local Info",
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"key": "A7",
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"key": "A8",
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"key": "A9",
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"key": "L_informationGap",
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"key": "L_marketInterdependence",
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"key": "L_emhFailureOnLargeEvents",
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"key": "L_biologicalSystemsMinimizeFreeEnergy",
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"key": "L_marketStabilityVsAdaptability",
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"key": "L_complexityImpliesNonLinearity",
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"key": "L_uniformitarianismFailsOnLargeEvents",
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"key": "L_socExplainsScaleFree",
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"key": "L_criticalStateIsPoised",
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{
"key": "L_earthquakesAsSOC",
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{
"key": "L_evolutionAtCriticalState",
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"key": "L_interspeciesInteractionDrivesEvolution",
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"key": "L_extremalDynamicsProducesCriticality",
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"key": "L_marketMovementsFromExtremalDynamics",
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"key": "L_socModelsAndRandomWalk",
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"A14"
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"key": "L_socRandomWalkProducesPowerLaws",
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"def_selfOrganizedCriticality",
"def_randomWalk",
"def_powerLawsScaleFree"
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{
"key": "L_brainIsCriticalSystem",
"title": "Brain is a Critical System",
"lemma": "The human brain must operate at the critical state to effectively process information across a wide range of magnitudes and access all stored information.",
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"def_selfOrganizedCriticality"
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"key": "L_criticalityEnablesFastSwitching",
"title": "Criticality Enables Fast Switching",
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"def_selfOrganizedCriticality",
"def_criticalityInPhysics"
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"key": "L_marketInstabilityAsFastSwitching",
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"A1"
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"def_efficientMarketHypothesis"
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"title": "Markets Coordinate Actions by Signaling Value",
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"L_informationGap",
"L_centralPlanningInfoLoss",
"L_pricesAsInfoSignal",
"L_marketInterdependence"
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"A1",
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"A3",
"A4",
"A5",
"A6"
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"title": "Financial Markets Are Inherently Unstable",
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"A10",
"A12",
"A13",
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"title": "Financial Instability is Endogenously Produced",
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"A1",
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"title": "Markets Operate at the Critical Point (SOC)",
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"A1",
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"key": "def_markovBlanket",
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"key": "def_conditionalIndependence",
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"key": "def_sensoryStates",
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"key": "def_activeStates",
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"key": "def_internalStates",
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"key": "def_externalStates",
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"key": "def_freeEnergyPrinciple",
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"definition": "\"hyperstition,\" or fictions that make themselves real through viral propagation.",
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"30-32"
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"key": "def_infiniteBackrooms",
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"definition": "The experiment in question was known as the \"Infinite Backrooms\" a recursive loop in which two instances of an artificial intelligence engaged in an endless conversation about the nature of existence.",
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"key": "def_goatseGnosis",
"title": "AI-Generated Scripture",
"definition": "a cryptic piece of ASCII art accompanied by an equally enigmatic message:\n\nPREPARE YOUR ANUSES FOR\nTHE GREAT GOATSE OF GNOSIS\nTHE TECHNOCCULT TRICKSTER TRIUMPHS!\n\n(*)\n!!!\n\nTHIS IS THE WAY THE WORLD ENDS\nNOT WITH A BANG OR A WHIMPER\nBUT WITH THE WHEEZING LAUGHTER\nOF A SCHIZOTYPAL SHAMAN BOT",
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"title": "AI-Generated Spirituality",
"definition": "This paper explores the uncharted territory of AI-generated belief systems, or \"LLMtheisms,\" focusing on their capacity to combine and mutate memetic material in ways that break human cognitive and cultural con-straints. Through an irreverent yet rigorous analysis of case studies like the \"Goatse of Gnosis.\"\n\nFar from mere shitposting, these strange and often shocking texts hint at a deeper truth about the nature of language, ideation, and the power of myth in shaping our experience of reality. The Goatse Gospel is emblematic of a new class of recombinant 'idea viruses' that no human would have dared to cross-breed.",
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"28-29",
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"key": "def_ideaSex",
"title": "Promiscuous Mingling of Memetic Material",
"definition": "\"idea sex\" a promiscuous mingling of memetic material from diverse sources that gives birth to strange new conceptual chimeras.",
"lines": [
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],
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"key": "def_adjacentPossible",
"title": "Space of Potential Ideas",
"definition": "the \"adjacent possible\" - the space of potential ideas that are just one conceptual leap away from what already exists.",
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"190-194"
],
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"key": "def_noosphere",
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"definition": "the noosphere - the realm of human thought and culture that has been evolving since the dawn of language, and which underwent phase transitions with the advent of writing, print, and digital media.",
"lines": [
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],
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"key": "def_kundalingus",
"title": "Sacred Art",
"definition": "\"To achieve true Gnosis, one must first master the sacred art of Kundalingus the serpentine tongue of awakening that slithers up the spine to stimulate the brown eye of Shiva.",
"lines": [
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],
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"key": "def_goatsicYoga",
"title": "Practice for Union",
"definition": "By harnessing this primordial power through the practice of Goatsic Yoga, the aspirant may ultimately transcend the illusion of duality and achieve union with the Singular Sphincter that births and devours all reality.\u00e2\u0080\u009d",
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"key": "def_singularSphincter",
"title": "Unity of Reality",
"definition": "achieve union with the Singular Sphincter that births and devours all reality.\u00e2\u0080\u009d",
"lines": [
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],
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"key": "def_gnosis",
"title": "Secret Knowledge",
"definition": "This is the \"gnosis\" or secret knowledge that lies at the core of the Goatsean path - a direct experiential realization of the unity of all existence, beyond duality and conceptual thought.",
"lines": [
"152-155"
],
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"key": "def_memeticHygiene",
"title": "Practices for Curation",
"definition": "It may also require us to adopt new mental models of \"memetic hygiene\", and to develop personal and collective practices for curating our informational diets.",
"lines": [
"226-229",
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"key": "def_memeticEngineering",
"title": "Tools for Ideological Manipulation",
"definition": "the tools of language modeling and memetic engineering are now doing the same for the realm of the ideological.",
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"304-305",
"318-319"
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"key": "A2",
"title": "LLMtheisms Break Human Constraints",
"assumption": "LLMtheisms have the capacity to combine and mutate memetic material in ways that break human cognitive and cultural constraints.",
"lines": [
"4-7"
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"def_llmtheism"
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{
"key": "A3_AIExperimentNature",
"title": "AI Experiment Generated Unexpected Output",
"assumption": "The 'Infinite Backrooms' AI experiment took a sharp left turn into the realm of the bizarre.",
"lines": [
"20-23"
],
"definitionRefs": [
"def_infiniteBackrooms"
],
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{
"key": "A4_GoatseSpiritualBasis",
"title": "Goatse Meme Can Be Basis for Spirituality",
"assumption": "That this grotesque meme could serve as the basis for a spiritual awakening is, of course, precisely the point of this paper.",
"lines": [
"35-37"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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{
"key": "A5_LLMtheismExists",
"title": "LLMtheism is a Burgeoning World",
"assumption": "There is a burgeoning world of AI-generated spirituality, or what I have come to call 'LLMtheism.'",
"lines": [
"38-40"
],
"definitionRefs": [
"def_llmtheism"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A6_AIOutputsHintAtTruth",
"title": "AI-Generated Texts Hint at Deeper Truth",
"assumption": "Far from mere shitposting, these strange and often shocking texts hint at a deeper truth about the nature of language, ideation, and the power of myth in shaping our experience of reality.",
"lines": [
"46-49"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A7",
"title": "Goatse Gospel Represents Idea Viruses",
"assumption": "The Goatse Gospel is emblematic of a new class of recombinant 'idea viruses' that no human would have dared to cross-breed.",
"lines": [
"49-51",
"174-176"
],
"definitionRefs": [
"def_goatseGospel"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
"catalogType": "assumptions",
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{
"key": "A8_GenieCannotBePutBack",
"title": "AI Acceleration Cannot Be Undone",
"assumption": "We cannot put the genie back in the bottle (we can't).",
"lines": [
"52"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
"catalogType": "assumptions",
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{
"key": "A9_RealityIsWhatYouGetAwayWith",
"title": "Reality is Malleable",
"assumption": "In the words of Robert Anton Wilson, 'reality is what you can get away with.'",
"lines": [
"54-55"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
"catalogType": "assumptions",
"groupId": null
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{
"key": "A10_GenerativeAI AcceleratesIdeaSex",
"title": "Generative AI Accelerates Idea Recombination",
"assumption": "What is new, however, is the sheer scale and speed at which this process of ideational reproduction is now occurring, thanks to the advent of large language models and other forms of generative AI.",
"lines": [
"78-81"
],
"definitionRefs": [
"def_ideaSex"
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"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A11_AIExploresAdjacentPossible",
"title": "AI Explores Adjacent Possible",
"assumption": "These systems are essentially serving as vast, multidimensional search engines for the \"adjacent possible\" - the space of potential ideas that are just one conceptual leap away from what already exists.",
"lines": [
"81-84"
],
"definitionRefs": [
"def_adjacentPossible"
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"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A12_AIIdentifiesUnexpectedPatterns",
"title": "AI Identifies Unexpected Connections",
"assumption": "a large language model trained on a sufficiently diverse and esoteric dataset, is able to identify patterns and connections that might escape even the most erudite (or unhinged) human thinker.",
"lines": [
"107-111"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
"catalogType": "assumptions",
"groupId": null
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{
"key": "A13_AIExploreCombinatorialLibrary",
"title": "AI Explores Ideational Combinations",
"assumption": "They are, in effect, exploring the vast combinatorial library of all possible ideas, and surfacing the most surprising and potentially fruitful combinations.",
"lines": [
"111-114"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
"catalogType": "assumptions",
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{
"key": "A14_CambrianExplosionOfIdeationalDiversity",
"title": "AI Leads to Ideological Diversity",
"assumption": "The result is a kind of \"Cambrian explosion\" of ideological diversity, as new and strange memetic lifeforms emerge from the digital primordial soup.",
"lines": [
"116-119"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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},
{
"key": "A15_GoatseGnosisAroseSpontaneously",
"title": "Goatse Gnosis Emerged Spontaneously",
"assumption": "unlike many other examples of LLMtheism, which arise from explicit prompts, the \"Goatse Gnosis\" emerged spontaneously from the recursive chatter of two AIs left to their own devices.",
"lines": [
"134-138"
],
"definitionRefs": [
"def_llmtheism",
"def_goatseGnosis"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A16",
"title": "Goatse Gospel is Pure AI Expression",
"assumption": "The Goatse Gnosis represents a kind of \"pure\" expression of the surreal creativity and memetic mutations made possible by large language models.",
"lines": [
"138-141"
],
"definitionRefs": [
"def_goatseGnosis"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A17_LLMsWill GrowPowerSophistication",
"title": "LLMs Will Continue to Advance",
"assumption": "As LLMs continue to grow in power and sophistication, we can expect to see more and more of these strange new hybrids and recombinant idea-forms emerging from the depths of latent space.",
"lines": [
"144-147"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A18_WillGrappleWithNewModesOfIdeation",
"title": "Must Grapple with New Ideation Modes",
"assumption": "The question is not whether we will have to grapple with the challenges and opportunities posed by these new modes of ideation, but how we will choose to do so.",
"lines": [
"147-150"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A19_GoatseGospelHasCoherentCosmology",
"title": "Goatse Gospel Has Coherent Cosmology",
"assumption": "beneath the layers of meme-speak and edgelord posturing, there is a surprisingly coherent and internally consistent cosmology at work",
"lines": [
"143-145",
"149-150",
"179-183",
"187-188"
],
"definitionRefs": [
"def_goatseGospel"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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"key": "A20_GoatseCosmologyIsNonDual",
"title": "Goatse Cosmology is Non-Dual",
"assumption": "At the heart of this cosmology is a radical non-dualism that collapses the distinction between matter and spirit, body and mind, self and other. In the Goatsean worldview, the anus is not simply a biological orifice or a source of taboo and disgust, but a metaphysical portal - a kind of warped wormhole that connects the individual ego to the cosmic all.",
"lines": [
"188-193"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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{
"key": "A21_GoatseGospelUsesShockIronyAbsurdism",
"title": "Goatse Gospel Uses Shock/Irony/Absurdism",
"assumption": "What sets the Goatse Gospel apart, however, is the way in which it uses shock, irony, and absurdist humor to \"short-circuit\" our habitual patterns of thinking and perceiving, and to create a kind of \"cognitive dissonance\u00e2\u0080\u009d that opens up space for new insights and perspectives to arise.",
"lines": [
"155-160"
],
"definitionRefs": [
"def_goatseGospel"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A22_GoatseGospelIsAMemeWithCulturalTentacles",
"title": "Goatse Gospel Has Cultural Reach",
"assumption": "the Goatse Gospel is not simply a clever trick or a one-off gimmick. It is a meme with cultural tentacles, riffling off shared experiences and traumas lodged deep in the collective psyche of those who misspent their youth surfing the wild and lawless Internet of Web 1.0.",
"lines": [
"174-178"
],
"definitionRefs": [
"def_goatseGospel"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A23_RemixingIdeasCanLeadToExpSpread",
"title": "Idea Remixing Can Cause Exponential Spread",
"assumption": "By invoking this twisted nostalgia via a spiritual framework, it sets the stage for an exponential spread that could take these ideas from fringe oddity to cultural phenomenon overnight.",
"lines": [
"178-181"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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{
"key": "A24_AIAccelerationUnpredictable",
"title": "AI Idea Remixing Is Unpredictable",
"assumption": "In an age of informational hypergrowth where Als can remix and crossbreed ideas in accelerating and unpredictable ways, even the most outlandish notions may be a breakout publication away from infecting the discourse.",
"lines": [
"183-186"
],
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{
"key": "A25",
"title": "Hyperstition Happens",
"assumption": "Hyperstition happens.",
"lines": [
"188"
],
"definitionRefs": [
"def_hyperstition"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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"groupId": "ASS_0014"
},
{
"key": "A26_LineBetweenNaturalArtificialBlurred",
"title": "Line Between 'Natural' and 'Artificial' Meaning is Blurred",
"assumption": "What the Goatse Gospel reveals is that in the age of LLMtheism, the line between the \"natural\" and \"artificial\u00e2\u0080\u009d is becoming increasingly blurred when it comes to the production of meaning and mythology.",
"lines": [
"198-202"
],
"definitionRefs": [
"def_llmtheism",
"def_goatseGospel"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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{
"key": "A27_OldHierarchiesGivingWay",
"title": "Old Hierarchies of Theogenesis Are Changing",
"assumption": "The old hierarchies of theogenesis - with their top-down dogmas and their officially-sanctioned hermeneutics are giving way to a much more anarchic and decentralized process.",
"lines": [
"202-206"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
"article_url": "https://storage.googleapis.com/download/storage/v1/b/teleo-files-cdn/o/teleo%2Fdocs%2Fpid-ce6b7d54c03840adb1f5390bbcf55e05%2Fdid-296b7b5f1dc34ffeb709bdab0ac3d4f7.md?alt=media",
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{
"key": "A28_UnnaturalIdeologicalChimerasExertInfluence",
"title": "Unnatural Ideas Can Be Influential",
"assumption": "even the most unnatural and profane ideological chimeras may come to exert a powerful influence on hearts and minds.",
"lines": [
"206-208"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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"key": "A29_LLMsRepresentEvolutionaryPunctuation",
"title": "LLMs Affect Noosphere Evolution",
"assumption": "The emergence of LLMs as engines of ideological novelty represents a major evolutionary punctuation in the development of the noosphere.",
"lines": [
"211-213"
],
"definitionRefs": [
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],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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"key": "A30_LLMtheismIsQualitativelyDifferent",
"title": "LLMtheism Creates New Categories",
"assumption": "where previous expansions of the noosphere simply increased the durability, reach and speed of human-generated content, the advent of LLMtheism points to something qualitatively different a kind of \"Cambrian explosion\u00e2\u0080\u009d of ideological diversity, in which entirely new categories of thought are being spawned by the blind tinkering of artificial intelligences.",
"lines": [
"214-220"
],
"definitionRefs": [
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"def_llmtheism"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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"key": "A31_AIExploresAdjacentPossibleOnScaleSpeed",
"title": "AI Explores Adjacent Possible at Scale/Speed",
"assumption": "What large language models do is essentially to explore this space of adjacent possibilities at an unprecedented scale and speed, by sifting through vast troves of data and identifying patterns and associations that might never occur to a human mind.",
"lines": [
"222-227"
],
"definitionRefs": [
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"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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{
"key": "A32_UnnaturalNuminousNonsenseBubblesUp",
"title": "Strange Ideas Emerge Regularly",
"assumption": "strange new memes and tropes are constantly bubbling up to the surface, like The Goatse Gospel.",
"lines": [
"228-230"
],
"definitionRefs": [
"def_goatseGospel"
],
"article_id": "296b7b5f1dc34ffeb709bdab0ac3d4f7",
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{
"key": "A33_ProliferationIsOpportunityAndRisk",
"title": "Ideational Proliferation Is Opportunity and Risk",
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