Core releaseCore 1.0
Perspective stateFrozen release snapshot
Published19 August 2026
Starting question
Starting question
Human Capital .+ currently assumes a human foundation before deep augmentation. Education systems are simultaneously moving toward AI-assisted learning.
Possible connection
Possible connection
Education could teach people how to build, audit and challenge a future + while preserving independent judgment and domain competence.
Tension to explore
Tension to explore
Starting augmentation too early may weaken foundational skill formation; starting too late may deny students important AI literacy and ownership habits.
Evidence needed
Evidence needed
Compare learning outcomes, skill retention and professional readiness across different levels of AI assistance and delayed/early augmentation.
Next pass
What should we add here?
ArgumentWhat is the strongest case that Human Capital .+ changes this topic?
CounterargumentWhat would a serious critic say we are overlooking?
Institutional consequenceWhich law, contract, organization or public system would have to change?
MeasurementWhat real-world evidence would make this perspective more than speculation?