Framework Lineage
From the Economy of Survival to The Two Literacies
One framework. Two environments.
The Claim
The Economy of Survival (3 vols., 2026) established a general framework — decision-making under environmental cognitive load — demonstrated first in financial and recovery environments. The Two Literacies (2026) is that framework’s application to the newest load environment: AI-mediated knowledge work. The continuity is verifiable at the construct level, stated explicitly in the book’s own front and back matter, and built into the book’s internal historical argument. This is extension, not departure.
Stated Lineage, In Print
Preface, p. 6: “This book did not start with AI. It started with a framework I spent years building… decision quality is set less by character or skill than by the structure of the environment a decision is made in, and the remedy is not more willpower but better structure… A spec is exactly that move, carried into a new room… The structure underneath turned out to be the same.”
About the Author, p. 313: the M.I.N.D. framework is described as “a general framework for decision-making under environmental cognitive load — which underpins The Two Literacies.” Publisher page, p. 315: “The Economy of Survival is the author’s framework, published under SK Scholarly Works.”
Construct-Level Descent
| Economy of Survival construct | The Two Literacies mechanism | Evidence |
|---|---|---|
| Stability-First Sequencing Principle (Vol. I) — structure must precede change | SPEC before generate — the first literacy; structuring conditions precedes the act | Preface p. 6 (“getting the sequence right”); ~40 sequencing references across chapters |
| Functional Replacement Theory (Vol. I) — failure is structural, not willpower | Practice breaks “do not heal through willpower or vague resolve… [but] through specific operational action” | Ch. 14, pp. 265, 268; preface p. 6; mirrors Vol. I back cover |
| Boundary Drift Model (Vol. I) — incremental erosion as early indicator of destabilization | The five “breaks”: “a quiet erosion… lost a specific component without registering its absence,” caught by monthly audit before consolidation | Ch. 14, p. 265 — same mechanism, re-instantiated for practice maintenance |
| Plateau as Load-Balancing Phase (Vol. III) — consolidation is function, not stagnation | Month-Three Slump; library “shrinks 30–60% then compounds” | Ch. 14, p. 268 |
| Contribution as Structural Outcome (Vol. III) — standing as byproduct of load reduction, not motivation | Year-five professional standing arrives as a structural byproduct of the installed practice | Introduction, p. 12 |
Five of the trilogy’s thirteen constructs have direct functional descendants here — one framework, a second environment.
The Book’s Own Historical Argument
Chapter 1’s Historical Parallel (p. 20) classifies the AI shift as the second instance of a phenomenon whose first instance was the post-2008 financial-literacy transition — when “the institutions that had absorbed the cognitive load of household financial decisions” receded and a whole working population needed a literacy no one taught — the trilogy’s subject matter. The book’s own theory of AI is a recurrence of the event class the Economy of Survival examined.
Methodological Signature
One thesis appears, in variant form, on the Vol. I back cover, in the Two Literacies preface (p. 6), and in Chapter 14 (pp. 265, 268): failure is structural, not a willpower deficit; the remedy is designed conditions, not resolve. A through-line written before the question was asked.
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