Part 1 in Pictures

Part 1’s argument in eight pictures, in the order the chapter makes it. Hover, tap, or click any part of a chart for the explanation; each chart’s sources sit behind its footer link.

Consumer prices rose about 88 percent from the end of 1999 to the end of 2024.

01 · Assets Outran CPI: Consumer prices, US home prices and an equal mix of stocks, homes and gold, end of 1999 = 100

From the end of 1999 to the end of 2024, US homes and an equal mix of stocks, homes and gold outran consumer prices by a wide margin.

Three lines indexed to 100 at the end of 1999. Consumer prices rise steadily to about 188 by the end of 2024. US home prices climb to about 185 at the July 2006 peak, fall to about 135 at the February 2012 low, and reach about 325. An equal mix of stocks with dividends, homes and gold reaches about 617. The shaded area between that mix and CPI shows how far these assets outran CPI.

Drawn through the published figures at the marked points. The path between them is illustrative, not plotted data. Representative framework exhibit. Sources support the underlying concept.

Sources: FRED (BLS) · CPIAUCSL · Consumer Price Index for All Urban Consumers: All Items in U.S. City Average; FRED (S&P Dow Jones Indices) · CSUSHPINSA · S&P Cotality Case-Shiller U.S. National Home Price Index; Aswath Damodaran (NYU Stern) · Historical Returns on Stocks, Bonds and Bills: 1928-2024 (updated January 5, 2026): S&P 500 with dividends and gold.

By 2025 the federal interest bill was back at about 3.2 percent of GDP, level with its 1991 peak, on more than twice the debt.

02 · The Bill Came Due: Federal debt held by the public and federal interest outlays, as a percent of GDP, fiscal years 1980 to 2025

From 1991 to 2021 federal debt held by the public more than doubled as a share of GDP while falling rates cut the interest bill by more than half. By 2025 the bill was back at its 1991 peak, on more than twice the debt.

Two stacked line charts on a shared timeline, fiscal years 1980 to 2025, both in percent of GDP. Top: federal debt held by the public, about 25 percent in 1980 and 44 percent in 1991, down to about 31 percent in 2001, then up to 98 percent in 2020, 94 percent in 2021 and 98 percent in 2025. Bottom: federal interest outlays, 1.8 percent in 1980, rising to a 3.2 percent peak in 1991, falling to a 1.2 percent low in 2015 and 1.5 percent in 2021, then climbing to 3.0 percent in 2024 and 3.2 percent in 2025, level with the 1991 peak marked by a reference line.

Fiscal years 1980 to 2025, plotted as published by OMB via FRED (retrieved September 30, 2026). FRED divides each fiscal-year figure by calendar-year GDP. Historical data: plotted from a named public series.

Sources: FRED (OMB) · FYPUGDA188S · Gross Federal Debt Held by the Public as Percent of Gross Domestic Product; FRED (OMB) · FYOIGDA188S · Federal Outlays: Interest as Percent of Gross Domestic Product.

For about two decades, from roughly 2000 to 2021, stocks and bonds tended to move in opposite directions, so bonds cushioned equity losses.

03 · Correlation Turns: How US stocks and 10-year Treasuries moved together, 2014 to 2024. Below zero, bonds tended to cushion stocks; above it, they tended to fall together.

The stock-bond correlation turned positive when inflation became the main stress.

Line chart of the 24-month rolling correlation of monthly returns on US stocks and 10-year Treasuries, 2014 to 2024. The line stays below zero from 2014 through 2021, between about minus 0.2 and minus 0.55, deepest in 2020 and near minus 0.35 at the end of 2021. It crosses zero in early 2022, inside a shaded inflation-shock stretch, and stays between about plus 0.5 and plus 0.75 through 2023 and 2024.

Drawn through the published figures at the marked points. The path between them is illustrative, not plotted data. Shorter windows turned positive in mid-2021; the 24-month window drawn here crosses in early 2022. The 2023 and 2024 levels are drawn, bracketed by published 12-month and 36-month readings for 2024. Representative framework exhibit. Sources support the underlying concept.

Sources: Brixton, Brooks, Hecht, Ilmanen, Maloney and McQuinn (AQR) · A Changing Stock–Bond Correlation: Drivers and Implications. The Journal of Portfolio Management 49(4), 64–80 (2023); Marco Lombardi and Vladyslav Sushko (BIS) · The correlation of equity and bond returns. BIS Quarterly Review, December 2023, Box A; State Street Investment Management · Mind on the Market, Chart of the Week (October 2, 2025). S&P 500 and Bloomberg US Treasury Index, monthly: the 12-month stock-bond correlation peaked at 0.80 in July 2024, the 36-month at 0.66 in December 2024.

In 2022 a 60/40 mix of US stocks and bonds fell about 16 percent: stocks lost about 18 percent with dividends, and bonds, the part meant to cushion them, lost about 13 percent.

04 · The Hedge Broke: Total return of US stocks, US bonds and a 60/40 mix through 2022, indexed to 100 at December 2021

In 2022 the bonds in a 60/40 portfolio fell with the stocks instead of cushioning them.

Line chart of total return through 2022, indexed to 100 at December 2021. Stocks fall to about 76 at the September low and end the year near 82. Bonds, the supposed hedge, fall alongside them to about 85 in September and 84 in October, and end near 87. The 60/40 mix falls to about 80 and ends near 84, marked by a line for its year-end loss of about 16 percent.

Drawn through the published figures at the marked points. The path between them is illustrative, not plotted data. Representative framework exhibit. Sources support the underlying concept.

Sources: Janus Henderson Portfolio Construction and Strategy Team · Reports of the death of 60/40 have been greatly exaggerated (2023). 2022, S&P 500 TR and Bloomberg US Agg TR: 60/40 −16.1%; Aswath Damodaran (NYU Stern) · Historical Returns on Stocks, Bonds and Bills: 1928-2024 (updated January 5, 2026). 2022, S&P 500 with dividends: −18.04%; Bloomberg · Bloomberg US Agg Total Return Value Unhedged USD (LBUSTRUU).

Same returns, same withdrawals, different order: at a 4 percent withdrawal, losses first ends with less than half what gains first ends with; at 6 percent it runs out in year 12.

05 · Path Changes Everything: The same 12 annual returns and the same withdrawals, in two orders: gains first or losses first

Same returns, same withdrawals, different order. At a 4 percent withdrawal, losses first ends with less than half what gains first ends with; at 6 percent it runs out in year 12.

A 12-year withdrawal simulation. A row of 12 annual returns is shown twice: gains first, and the same returns reversed, losses first. Below, two portfolio paths are computed from those returns, each starting at $1,000,000 and withdrawing $40,000 at the end of every year. Gains first rises to about $2.39 million in year 7 and ends near $1.16 million. Losses first falls to a low near $321,000 in year 8 and ends near $475,000, less than half as much. A line at zero marks where the money would run out.

A 12-year simulation. The twelve returns are illustrative, not a market record. Representative simulation. Computed from stated inputs, not a forecast or a historical backtest.

Sources: Author simulation · Twelve annual returns in two orders; both paths computed from them.

ACF sizes exposure so the left tail is survivable and leaves the right tail free to run, within the concentration limits.

S1 · Shape the Payoff: The payoff shape the whole framework is built to produce, and what it costs

Keep the left tail survivable and let the right tail run, within the concentration limits.

A conceptual payoff curve. A straight symmetric reference line loses on adverse outcomes as much as it gains on favorable ones. The ACF curve runs slightly below that line near the base case, which is the cost of the structure. On the left it flattens toward a level bounded by sizing; on the right it bends upward and accelerates.

Conceptual; the framework limits loss through sizing and exits, not a guaranteed floor. Conceptual diagram. Illustrative framework exhibit, not historical data.

Sources: Rule stated in Part 1 · The traditional playbook was built for a regime that has ended; Rule stated in Part 2 · The intellectual foundations, thesis-agnostic.

After a tripwire fires and its signal is verified, the response is one of four: watch, hedge, trim, or exit and redeploy.

L3 · Govern the Thesis: A thesis earns exposure, and tripwires decide when to stop and check

ACF is a closed-loop operating system, not a fixed set of weights.

A simple left-to-right path: thesis, exposure, risk, a tripwire checkpoint and a governed response, with a return arc showing that evidence updates the thesis. The tripwire triggers a check before any response is chosen.

Conceptual governance loop; the operating tripwires are in Part 5, and the signals the dashboard watches are on the Math page (as of September 2026). Conceptual diagram. Illustrative framework exhibit, not historical data.

Sources: Rule stated in Part 1 · The system at a glance; Rule stated in Part 5 · Governance through the cycle; ACF dashboard · Tripwire signals the dashboard watches (software behavior as of September 2026).

Buying a fixed amount of Bitcoin every month from January 2018 to December 2024, through falls of more than 70 percent in 2018 and again in 2021 and 2022, still ended at about seven times the money put in.

06 · Survive the Path: A fixed monthly purchase over seven years through two deep falls, against the total put in (100 = everything invested)

Buying a fixed amount of Bitcoin every month from January 2018 to December 2024, through two falls of more than 70 percent, still ended at about seven times the money put in.

Two lines over seven years. A straight line climbs to 100, the total put in by a fixed monthly purchase. The value of those purchases, drawn along a price path with two falls of more than 70 percent, starts at the first contribution, rises, drops about 70 percent from its peak in the second fall, and ends near 700, about seven times the money put in. Falls from the running peak are shaded.

A drawn price path with two falls of more than 70 percent, like those of 2018 and 2021 to 2022; it is not Bitcoin's price history. The dates and the seven-times multiple quoted above come from Coinbase prices and are not plotted. Representative framework exhibit. Sources support the underlying concept.

Sources: Rule stated in Part 3 · Optimizing for multi-cycle survivability; FRED (Coinbase) · CBBTCUSD · Coinbase Bitcoin. Source of the dates and the seven-times multiple quoted with this chart; not plotted; Author calculation · Fixed monthly purchase along the drawn price path.