Skill Retention
Skill Retention examines skill retention within the broader domain of retention, development, transfer and recovery of human skill under automation.
THE-07 · TOP-006
Human Capability Preservation
Skill Retention can materially affect human agency, capability, belonging, livelihoods, culture, trust, resilience and long-term societal outcomes.
8 canonical Subtopics in this Topic.
De-Skilling Risk
De-Skilling Risk examines de-skilling risk within the broader domain of retention, development, transfer and recovery of human skill under automation.
Capability Transfer
Capability Transfer examines capability transfer within the broader domain of retention, development, transfer and recovery of human skill under automation.
Practice and Mastery
Practice and Mastery examines practice and mastery within the broader domain of retention, development, transfer and recovery of human skill under automation.
Human Learning Under Automation
Human Learning Under Automation examines human learning under automation within the broader domain of retention, development, transfer and recovery of human skill under automation.
Critical Thinking Preservation
Critical Thinking Preservation examines critical thinking preservation within the broader domain of retention, development, transfer and recovery of human skill under automation.
Craft and Expertise
Craft and Expertise examines craft and expertise within the broader domain of retention, development, transfer and recovery of human skill under automation.
Capability Recovery
Capability Recovery examines capability recovery within the broader domain of retention, development, transfer and recovery of human skill under automation.
Stories from Human Capability Preservation
Scenario narratives — not empirical findings.
Skill Retention
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
Read the full story →De-Skilling Risk
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
Read the full story →Capability Transfer
“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 capability transfer.
Read the full story →Practice and Mastery
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
Read the full story →Human Learning Under Automation
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
Read the full story →Critical Thinking Preservation
By the third lesson, Ravi 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
Read the full story →Craft and Expertise
Day 19, 16:40. Ama 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 c
Read the full story →Capability Recovery
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 capability
Read the full story →