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Money Under the Hood Series

Systems-First Financial Publications

Rigorous, fluff-free guides designed for engineers, founders, and analytical thinkers. Complete with equations, spreadsheets, and verifiable historical models.

Book 01Instant Access

The Money Loop

How compounding makes returns generate returns.

Deconstructs how investment returns become part of the base that generates future returns, why time sits in the exponent, and why Maya outperforms Leo.

36 pages12 min read
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Book 02Instant Access

Buy the Average

Dollar-cost averaging, turned into a simple investing system.

Dollar-cost averaging deconstructed as an algorithmic system. Fixed cash flow into variable prices, the harmonic mean, and the compounding crossover.

46 pages14 min read
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Book 03Instant Access

Fault Tolerant

How diversification protects your portfolio from a single point of failure.

How diversification protects your portfolio from a single point of failure. The Zero Test, position-size scaling, idiosyncratic vs. systematic risk, and damage containment.

48 pages16 min read
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Book 04Instant Access

Low Overhead

Why investment costs quietly eat your returns.

Why investment costs quietly eat your returns. How expense ratios, trading friction, and management overhead quietly drain long-term compounding over multi-decade horizons.

24 pages14 min read
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Book 05Instant Access

The Debt Loop

How borrowing turns the same math against you.

How borrowing turns the same math against you. Principal and interest, the minimum-payment trap, amortization, and how to systematically break the loop.

36 pages15 min read
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Book 06Instant Access

The Silent Leak

How inflation quietly erodes the money you're not investing.

Why cash in a drawer guarantees purchasing power loss. The inflation formula, nominal vs. real returns, the $100 basket experiment, and why 'safe' cash carries hidden risk.

42 pages13 min read
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Book 07Instant Access

The Buffer

Why cash reserves aren't wasted money — they're insurance.

How to calculate your emergency runway in months, where to park risk-free reserves (HYSA, Treasury bills, MMFs), and why cash buffers prevent catastrophic forced selling.

46 pages13 min read
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Book 08Instant Access

The Allocation Problem

A simple system for deciding where every dollar goes.

How to allocate monthly take-home income across essential bills, debt elimination, cash reserves, long-term investments, and current lifestyle.

44 pages11 min read
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Book 09Instant Access

Risk, Configured

Matching your portfolio settings to your actual timeline.

Book 9 of Money Under the Hood. Learn how to configure portfolio risk, understand asymmetric recovery math, and match settings to timelines.

42 pages10 min read
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Book 10Instant Access

The Tax Shield

How tax-advantaged accounts let compounding run faster.

How tax-advantaged accounts minimize tax drag, the mathematical equivalence between Traditional and Roth accounts, 401(k) employer matches, HSAs, and asset location.

40 pages11 min read
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