Liliana Model Portfolio -

| Asset Class | ETF Example | Allocation | |-------------|-------------|-------------| | US Total Market | VTI | 20% | | Developed International | VEA | 15% | | Emerging Markets | VWO | 10% | | Long-Term Treasuries | TLT | 20% | | Gold | GLD | 10% | | Managed Futures | DBMF | 15% | | Small-Cap Value | AVUV | 10% |

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Let's break down the Liliana portfolio down to its core components, risk exposures, and real-world applications. Unlike the classic 60/40 portfolio (60% stocks, 40% bonds) or the simplistic three-fund Boglehead approach, the Liliana Model is a multi-factor, risk-parity inspired asset allocation. | Asset Class | ETF Example | Allocation

For the disciplined investor who understands factor diversification, rebalancing, and long-term regime uncertainty, the Liliana model is one of the most robust, battle-tested portfolios available. In the ever-evolving world of investment strategies, few

In the ever-evolving world of investment strategies, few frameworks balance with practical elegance as effectively as the Liliana Model Portfolio.