Atlas · Human Capital

Where human value concentrates when AI masters cognition

A 25-dimension framework on human capital redistribution. 125 attributes valued. Game-theoretic and Monte Carlo analyses on whether the next decade tilts toward neo-feudalism or liberation.

125
attributes valued
25
cognitive dimensions
13
publications in series

The thesis

As AI systems master cognitive tasks, human capital does not simply depreciate — it redistributes. Our 25-dimension attribute framework measures where the redistribution ends up.

The Human Capital Atlas (series human-capital-atlas-2026q1) publishes five interlocking analyses: a valuation framework, curriculum obsolescence and adaptation, the AI-Human cognitive frontier mapping, a game-theoretic neo-feudalism-vs-liberation projection, and a Monte Carlo capital reallocation analysis.

Five highest feudalism-risk attributes

The feudalism_indicator is bounded [0,1]: 1 means full path-dependence into feudal capture (AI productivity gains accrue entirely to capital owners; the human attribute holder loses leverage). The human_agency_score is the counter-bound: high values mean meaningful liberation paths exist conditional on policy / institutional response.

AttributeDomainPercentileFeudalism riskHuman agency
Digital Problem SolvingcognitiveP100.950.10
Processing SpeedcognitiveP100.950.05
Memory CapacitycognitiveP100.920.08
Creative SynthesiscognitiveP100.920.12
Verbal ReasoningcognitiveP100.920.08

Series publications

Human Capital Valuation Atlas: Where Human Value Concentrates as AI Transforms Labor

As AI systems master cognitive tasks, human capital does not simply depreciate -- it redistributes. Our 25-dimension attribute framework, validated against 125 occupational valuations and 10,000 Monte Carlo simulations, reveals that physical capability, creative synthesis, and in…

Curriculum Obsolescence and Adaptation: Instruction Weight Analysis of 2,325 CIP Programs

(thesis pending — see series for full publication)

Mapping the AI-Human Cognitive Frontier: A 25-Dimension Framework for Human Capability Assessment

(thesis pending — see series for full publication)

Neo-Feudalism or Liberation: Game-Theoretic Analysis of AI-Driven Social Restructuring

(thesis pending — see series for full publication)

Capital Reallocation in the Age of AI: A Monte Carlo Analysis of Human Attribute Valuation

(thesis pending — see series for full publication)

Policy Implications of Human Capital Depreciation: A Brief for Policymakers

(thesis pending — see series for full publication)

Human Capital Valuation Atlas: Complete Technical Report

(thesis pending — see series for full publication)

The Enhanced Human: Physical and Creative Capital Appreciation in an AI Economy

(thesis pending — see series for full publication)

The Moral Architecture of Post-AI Labor: Human Agency in an Automated World

(thesis pending — see series for full publication)

Human Capital in the AI Age: What Leaders Need to Know

(thesis pending — see series for full publication)

Human Capital Measurement for AI Governance: Assessment Framework Integration

(thesis pending — see series for full publication)

Human Capital Atlas: Key Findings Series (10 Posts)

(thesis pending — see series for full publication)

AI and Human Development: Mapping Capital Flows to Sustainable Development Goals

(thesis pending — see series for full publication)

Detail Capital flows · Intervention timing · Pay projections
Operational DaedArch HC operational tools
Methodology Anthropic vs Atlas contrast