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THE-08

Future Resilience & Societal Adaptation

Long-horizon resilience: how people, organisations and societies adapt as AI capability keeps compounding.

8 topics · 64 subtopics.

Stories from Future Resilience & Societal Adaptation

Scenario narratives — not empirical findings.

Future Resilience

Societal Resilience

The first evacuation happened on a cloudless Saturday. It was a simulation. Schools, aged-care homes, farmers, volunteers and emergency services tested how information, transport and care would hold together when the usu

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Future Resilience

Technological Resilience

At 09:17, the dashboards stopped updating. Warehouses could still move goods, but routing, documentation and customer communication depended on services no single operator controlled. Recovery exposed which capabilities

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Future Resilience

Institutional Resilience

Nobody remembered the first forty-six minutes of the meeting. Everyone remembered the question asked in minute forty-seven: ‘What evidence would change our mind?’ The organisation had thousands of reports but almost no a

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Future Resilience

Infrastructure Resilience

“It works,” one person said. “For whom, for how long, and compared with what?” Ama replied. Emerging AI, institutional and societal change creates a material need to understand and govern infrastructure resilience.

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Future Resilience

Psychological Resilience

The nearest specialist was four hours away, so the community had become expert at making imperfect systems work. Emerging AI, institutional and societal change creates a material need to understand and govern psychologic

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Future Resilience

Adaptive Capacity

Keiko finished the task faster than anyone in the room and could not explain how the answer had been reached. Emerging AI, institutional and societal change creates a material need to understand and govern adaptive capac

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Future Resilience

Resilience Measurement

The family called it “the second shift”: the hours spent reconciling what different services believed about the same person. Emerging AI, institutional and societal change creates a material need to understand and govern

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Future Resilience

Recovery from Systemic Shock

The exercise began with a simulated outage and became a test of whether people could still coordinate when the dashboards disappeared. Emerging AI, institutional and societal change creates a material need to understand

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Workforce Evolution

Role Broadening

Lucas had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern role broadening.

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Workforce Evolution

Smaller Teams with Agents

Melissa finished the task faster than anyone in the room and could not explain how the answer had been reached. Emerging AI, institutional and societal change creates a material need to understand and govern smaller team

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Workforce Evolution

Human–Agent Workforce Design

The nearest specialist was four hours away, so the community had become expert at making imperfect systems work. Emerging AI, institutional and societal change creates a material need to understand and govern human–agent

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Workforce Evolution

Job Displacement

At the remote site, a plausible alert could stop production, while a missed alert could put a life at risk. Emerging AI, institutional and societal change creates a material need to understand and govern job displacement

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Workforce Evolution

Job Creation

The system crossed the border in a day. Its assumptions about language, authority and trust did not travel nearly as well. Emerging AI, institutional and societal change creates a material need to understand and govern j

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Workforce Evolution

Skills Transition

The organisation could reach more people with automation, but Nala worried that reach was becoming a substitute for relationship. Emerging AI, institutional and societal change creates a material need to understand and g

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Workforce Evolution

Worker Agency

The prototype impressed every investor in the room. The unanswered question on the whiteboard was whether it improved a human outcome. Emerging AI, institutional and societal change creates a material need to understand

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Workforce Evolution

Workforce Planning Under Automation

Anika had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern workforce planning under automation.

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Economic Adaptation

Productivity Distribution

“It works,” one person said. “For whom, for how long, and compared with what?” Lucas replied. Emerging AI, institutional and societal change creates a material need to understand and govern productivity distribution.

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Economic Adaptation

AI-Driven Inequality

At the remote site, a plausible alert could stop production, while a missed alert could put a life at risk. Emerging AI, institutional and societal change creates a material need to understand and govern ai-driven inequa

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Economic Adaptation

New Value Models

The exercise began with a simulated outage and became a test of whether people could still coordinate when the dashboards disappeared. Emerging AI, institutional and societal change creates a material need to understand

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Economic Adaptation

Automation Dividends

The nearest specialist was four hours away, so the community had become expert at making imperfect systems work. Emerging AI, institutional and societal change creates a material need to understand and govern automation

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Economic Adaptation

Labour Market Transition

The system crossed the border in a day. Its assumptions about language, authority and trust did not travel nearly as well. Emerging AI, institutional and societal change creates a material need to understand and govern l

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Economic Adaptation

Universal Basic Services

At the remote site, a plausible alert could stop production, while a missed alert could put a life at risk. Emerging AI, institutional and societal change creates a material need to understand and govern universal basic

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Economic Adaptation

Economic Concentration

The briefing room was full, but the first slide contained only one question: who carries the consequence if this fails? Emerging AI, institutional and societal change creates a material need to understand and govern econ

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Economic Adaptation

Regional Economic Adaptation

By the third lesson, Maya could see which students the new support helped and which students had simply learned to hide their confusion. Emerging AI, institutional and societal change creates a material need to understan

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Organisational Evolution

From Hierarchy to Networks

The briefing room was full, but the first slide contained only one question: who carries the consequence if this fails? Emerging AI, institutional and societal change creates a material need to understand and govern from

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Organisational Evolution

Liquid Intelligence

Lucas had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern liquid intelligence.

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Organisational Evolution

Agentic Operating Models

“It works,” one person said. “For whom, for how long, and compared with what?” Grace replied. Emerging AI, institutional and societal change creates a material need to understand and govern agentic operating models.

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Organisational Evolution

Organisational Memory

The project began properly only when the community asked who had defined the problem, who would hold the data and who could stop the work. Emerging AI, institutional and societal change creates a material need to underst

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Organisational Evolution

Distributed Decision Making

Mateo had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern distributed decision making.

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Organisational Evolution

Dynamic Capability Composition

The nearest specialist was four hours away, so the community had become expert at making imperfect systems work. Emerging AI, institutional and societal change creates a material need to understand and govern dynamic cap

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Organisational Evolution

Living Organisations

The family called it “the second shift”: the hours spent reconciling what different services believed about the same person. Emerging AI, institutional and societal change creates a material need to understand and govern

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Organisational Evolution

Organisation–Ecosystem Boundaries

Daniel finished the task faster than anyone in the room and could not explain how the answer had been reached. Emerging AI, institutional and societal change creates a material need to understand and govern organisation–

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Community Resilience

Local Capability Networks

By the third lesson, Fatima could see which students the new support helped and which students had simply learned to hide their confusion. Emerging AI, institutional and societal change creates a material need to underst

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Community Resilience

Mutual Aid Systems

By the third lesson, Jacob could see which students the new support helped and which students had simply learned to hide their confusion. Emerging AI, institutional and societal change creates a material need to understa

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Community Resilience

Community Intelligence

Thomas finished the task faster than anyone in the room and could not explain how the answer had been reached. Emerging AI, institutional and societal change creates a material need to understand and govern community int

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Community Resilience

Digital Inclusion

The prototype impressed every investor in the room. The unanswered question on the whiteboard was whether it improved a human outcome. Emerging AI, institutional and societal change creates a material need to understand

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Community Resilience

Community Preparedness

The demonstration succeeded inside the test range. The real question was whether it would remain dependable after communications, weather and command assumptions changed. Emerging AI, institutional and societal change cr

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Community Resilience

Civic Technology

The lesson plan looked personalised on screen. In the classroom, Priya saw that personalisation and understanding were not the same thing. Emerging AI, institutional and societal change creates a material need to underst

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Community Resilience

Place-Based Resilience

At 8:10 on Monday morning, Samira, the nurse unit manager, removed the word “successful” from the programme dashboard. Emerging AI, institutional and societal change creates a material need to understand and govern place

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Community Resilience

Community Recovery

The organisation could reach more people with automation, but Maya worried that reach was becoming a substitute for relationship. Emerging AI, institutional and societal change creates a material need to understand and g

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Futures and Scenario Planning

Long-Term Scenario Design

“Tell me what changed,” the interviewer said. Fatima paused. “First, tell me what you measured.” Emerging AI, institutional and societal change creates a material need to understand and govern long-term scenario design.

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Futures and Scenario Planning

Weak Signal Detection

At 8:10 on Monday morning, Mateo, the clinical researcher, removed the word “successful” from the programme dashboard. Emerging AI, institutional and societal change creates a material need to understand and govern weak

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Futures and Scenario Planning

Emerging Risk Identification

The prototype impressed every investor in the room. The unanswered question on the whiteboard was whether it improved a human outcome. Emerging AI, institutional and societal change creates a material need to understand

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Futures and Scenario Planning

Alternative Futures

The demonstration succeeded inside the test range. The real question was whether it would remain dependable after communications, weather and command assumptions changed. Emerging AI, institutional and societal change cr

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Futures and Scenario Planning

Backcasting

Keiko had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern backcasting.

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Futures and Scenario Planning

Strategic Foresight

The system crossed the border in a day. Its assumptions about language, authority and trust did not travel nearly as well. Emerging AI, institutional and societal change creates a material need to understand and govern s

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Futures and Scenario Planning

Scenario Stress Testing

The first customer did not ask Priya for more features. They asked what would happen when the system was wrong. Emerging AI, institutional and societal change creates a material need to understand and govern scenario str

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Futures and Scenario Planning

Futures Literacy

The ward was not short of data. It was short of quiet moments in which somebody could decide what the data meant. Emerging AI, institutional and societal change creates a material need to understand and govern futures li

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Human–Machine Coexistence

Coexistence Norms

At the remote site, a plausible alert could stop production, while a missed alert could put a life at risk. Emerging AI, institutional and societal change creates a material need to understand and govern coexistence norm

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Human–Machine Coexistence

Human Control and Machine Autonomy

The demonstration succeeded inside the test range. The real question was whether it would remain dependable after communications, weather and command assumptions changed. Emerging AI, institutional and societal change cr

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Human–Machine Coexistence

Machine Social Roles

By the third lesson, Maya could see which students the new support helped and which students had simply learned to hide their confusion. Emerging AI, institutional and societal change creates a material need to understan

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Human–Machine Coexistence

Rights and Responsibilities of Artificial Agents

At the remote site, a plausible alert could stop production, while a missed alert could put a life at risk. Emerging AI, institutional and societal change creates a material need to understand and govern rights and respo

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Human–Machine Coexistence

Human Dependence on Machine Systems

“It works,” one person said. “For whom, for how long, and compared with what?” Owen replied. Emerging AI, institutional and societal change creates a material need to understand and govern human dependence on machine sys

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Human–Machine Coexistence

Shared Environments

The system crossed the border in a day. Its assumptions about language, authority and trust did not travel nearly as well. Emerging AI, institutional and societal change creates a material need to understand and govern s

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Human–Machine Coexistence

Conflict and Cooperation

Fatima had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern conflict and cooperation.

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Human–Machine Coexistence

Long-Term Coevolution

The headline dated five years from now called the programme a turning point. The smaller correction beneath it explained why that claim was premature. Emerging AI, institutional and societal change creates a material nee

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Ecosystem Organisations

Cross-Organisation Collaboration

Nala had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern cross-organisation collaboration.

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Ecosystem Organisations

Capability Marketplaces

“It works,” one person said. “For whom, for how long, and compared with what?” Thomas replied. Emerging AI, institutional and societal change creates a material need to understand and govern capability marketplaces.

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Ecosystem Organisations

Shared Agents and Infrastructure

At 8:10 on Monday morning, Daniel, the nurse unit manager, removed the word “successful” from the programme dashboard. Emerging AI, institutional and societal change creates a material need to understand and govern share

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Ecosystem Organisations

Interoperable Organisational Systems

Mateo finished the task faster than anyone in the room and could not explain how the answer had been reached. Emerging AI, institutional and societal change creates a material need to understand and govern interoperable

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Ecosystem Organisations

Trust Across Ecosystems

By the third lesson, Melissa could see which students the new support helped and which students had simply learned to hide their confusion. Emerging AI, institutional and societal change creates a material need to unders

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Ecosystem Organisations

Ecosystem Governance

The ward was not short of data. It was short of quiet moments in which somebody could decide what the data meant. Emerging AI, institutional and societal change creates a material need to understand and govern ecosystem

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Ecosystem Organisations

Shared Outcome Models

Day 19, 16:40. Lena wrote one sentence in the margin of the protocol: “The improvement may not belong to the intervention.” Emerging AI, institutional and societal change creates a material need to understand and govern

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Ecosystem Organisations

Networked Public Value

The demonstration succeeded inside the test range. The real question was whether it would remain dependable after communications, weather and command assumptions changed. Emerging AI, institutional and societal change cr

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