Framework Documentation
Part 1 · Foundation & Philosophy

Part 1 · A visual essay · 7 exhibits

Foundation in Pictures

Each chart makes one claim and shows the mechanism. Hover, tap, or pin for the deeper explanation; sources sit behind each Details toggle.

01 · Diversification · Fragility ◇

The Hedge Broke

Stocks, bonds, and the 60/40 blend indexed together through an inflation shock

The Hedge Broke Indexed total return: stocks, bonds, and the 60/40 blend all decline together through the inflation shock; the bonds line falls with the stocks line. base = 100 inflation shock · pressure enters the system hedge fails · bonds fall with stocks stocks 60/40 bonds

Stocks and bonds are not always true diversifiers.

Indexed through the inflation shock, the bonds line falls with the stocks line, and the 60/40 blend falls with both. The diversification assumption failed exactly when it was needed.

When inflation drives the regime, the hedge can fall with the risk.

02 · Correlation · Regime ◇

Correlation Turns

A rolling stock–bond correlation crossing from negative to positive through an inflation shock

Correlation Turns A rolling correlation line sits below zero for years, then crosses to positive as inflation becomes the dominant stress. 0 +1 −1 negative · the hedge regime positive · bonds move with stocks inflation becomes the dominant stress

Stock–bond correlation changes when inflation becomes the dominant stress.

The negative correlation that made 60/40 work was a property of the disinflationary regime, not a law of markets. Under inflation stress both assets fall together.

The diversifier did not disappear. The regime that produced it did.

03 · Inflation · Measurement ◇

Inflation Was Bigger

Assets vs CPI as indexed lines; the widening gap between them is the claim

Inflation Was Bigger CPI and a broad-asset blend indexed together; the asset line pulls far above CPI and the shaded gap between them widens. base = 100 assets that store capital CPI the gap is the claim

CPI alone does not capture the full inflation story.

Indexed from the same base, consumer prices grind upward while the assets that store capital reprice several times over. The widening gap is the inflation that portfolios actually had to outrun.

Consumer prices roughly doubled. The assets that store capital did far more.

04 · Policy · Constraint ◇

The Bill Came Due

The same debt backdrop in both states; the interest cost is revealed beneath it

The Bill Came Due Federal debt to GDP rises for decades while falling rates hide the interest cost; beneath the same backdrop, the interest burden inflects upward once rates normalize. Surface Hidden cost debt / GDP · rising for decades burden threshold interest cost · faint while rates fall the cost is no longer hidden

Debt rose for decades while falling rates hid the cost.

One backdrop, two readings. On the surface, debt to GDP grinds upward while the carrying cost stays faint. Beneath the same backdrop, normalized rates reveal the interest burden inflecting toward a structural constraint on policy.

For decades, debt rose while falling rates hid the cost. The cost is no longer hidden.

05 · Path dependency · Withdrawals ◇

Path Changes Everything

One shared return deck, two orders; both portfolio paths are generated from those exact returns

Path Changes Everything The same ten annual returns shown in two orders drive two withdrawal portfolios: the good-order path survives, the bad-order path slides to the depletion line. The return deck · same ten returns good order bad order same blocks, reversed · green = positive year, gray = negative year start = 100 · level withdrawals every year depletion good order · survives bad order · depleted

Same returns, same withdrawals: different order, opposite survival.

The deck and the paths are the same math. Ten annual returns are shown in two orders, and each portfolio path below is generated from exactly those returns with identical level withdrawals.

Withdrawal-phase capital does not care about the average. It cares about the order.

Representative simulation · Built to show path dependency, not a historical backtest

Details, sources & methodology
  • methodologyAuthor simulation · One return set, opposite order; paths generated from the returns

S1 · Payoff shape · Signature ◌

Shape the Payoff

The payoff shape the whole framework is built to produce

Shape the Payoff A conceptual payoff curve with a capped left side and a free right side, above a symmetric reference line. downside capped upside left free to run symmetric reference Adverse outcome Base Favourable outcome

ACF shapes exposure: the left side is capped, the right side is left free to run.

A symmetric position gives back on the left what it makes on the right. ACF caps the downside and keeps the upside open, so being roughly right occasionally still compounds. The whole system exists to defend that shape.

Survive the left tail; stay convex on the right tail.

Conceptual diagram · Illustrative framework exhibit, not historical data

Details, sources & methodology
  • verifies-conceptACF · Part 1 · Survivable compounding under uncertainty
  • verifies-conceptACF · Part 6 · Convexity Integrity Score

06 · Convexity · Endurance ◇

Survive the Path

A representative portfolio path that compounds through a drawdown rather than around it

Survive the Path A portfolio path rises, passes through a deep shaded drawdown, and continues compounding to a far higher level. deep drawdown · same asset compounds through, not around sized to survive

Upside only matters if sizing lets you survive the path.

The path does not route around the drawdown; it goes through it. Constant accumulation, no leverage, no forced exit: the volatility is endured, and the compounding continues on the other side.

Volatile assets can still compound: through, not around, the drawdown.

Representative framework exhibit · Sources support the underlying concept

Details, sources & methodology
  • verifies-conceptACF · Part 3 · Bitcoin convexity and multi-cycle drawdowns
  • methodologyAuthor calculation · Constant DCA, no rebalancing, no leverage