Mora Munoz Partners

All on the Line · Series

The mathematics of financial systems

The foundational sequence. An attempt to build a more precise language for how financial systems actually behave, piece by piece: about distributions that don’t converge, about optimization problems that resist exact solutions, about the traps that appear when a system keeps improving toward the nearest peak while a better one sits out of reach, and about what a check can and cannot establish.

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The Price of Mistaking Necessity for Sufficiency, essay card
Proof and verification · 8 September 2026

The Price of Mistaking Necessity for Sufficiency

The limits of verification: proving a curve optimal took mathematics 135 years; one Saturday the market priced USDC’s gap at $1.7 billion.

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Gathering Financial Intelligence With Simple Math, essay card
Statistical inference · 5 August 2026

Gathering Financial Intelligence With Simple Math

A sequential identifier bridges a public price and a private volume. What London did to German tanks, and does to a loan book.

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Of Tennis Records and ETFs, essay card
Combinatorics · 26 May 2026

Of Tennis Records and ETFs

Why does pro tennis set new records every week? The same combinatorics explains the explosion of ETFs, with very different consequences.

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When Two Plus Two Equals One, essay card
Number theory and cryptography · 19 May 2026

When Two Plus Two Equals One

The math behind your credit card was invented in 1954. The math protecting it has never been broken. Both use arithmetic you never learned.

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The Coin Always Lands Heads, essay card
Probability and evidence · 12 May 2026

The Coin Always Lands Heads

When the denominator is hidden, any result can look like proof. Theranos knew it. So does every hedge fund with a three-year track record.

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Models Are the Math of Once Upon a Time, essay card
Models and changing worlds · 28 April 2026

Models Are the Math of “Once Upon a Time”

Financial models fail not just on tails, but when they describe a world that has already changed.

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The Path Is the Outcome, essay card
Path dependence · 20 April 2026

The Path Is the Outcome

The path matters as much as the outcome. More investments fail from the path than from the thesis.

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An Average May Not Exist in Finance, essay card
Heavy tails · 12 March 2026

An Average May Not Exist in Finance

Some financial systems behave like heavy-tailed distributions, where rare events dominate and the average may not exist.

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Modeling an Uncountable World, essay card
Models and compression · 3 March 2026

Modeling an Uncountable World

Financial models compress an uncountable world. Mistaking compression for completeness is where fragility begins.

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The Cost of Perfect Optimization, essay card
Optimization · 25 February 2026

The Cost of Perfect Optimization

From the Traveling Salesman Problem to financial markets, why perfect optimization becomes irrational at scale.

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The Local Maximum Trap, essay card
Optimization · 21 February 2026

The Local Maximum Trap

Exploring local versus global maxima in training, business, and investing, and the mathematics of optimizing entire systems.

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The Lie of the Average, essay card
Distributions and drawdowns · 8 February 2026

The Lie of the Average

Why average returns mislead investors. A mathematical look at distributions, drawdowns, and what it actually takes to survive the path.

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