Our Approach

Resilience is designed, not diversified away.

Portfolios built in four layers and sized as one, then validated out of sample against the paths that would break them rather than against average periods.

The premise

Correlation is a property of the regime, not the portfolio.

Holdings chosen because they moved independently in ordinary conditions tend to do the opposite in severe downturns. A portfolio built on those correlation assumptions is defenseless in exactly the conditions it was built to withstand, leaving you with drawdowns that severely impair the power of compounding.

Philosophy

Design from the loss, not the forecast

The firm does not begin by asking what will happen. It begins by asking what the portfolio has to survive.

Most construction starts with a balanced return objective and the risk considered acceptable in pursuit of it. That ordering makes the loss a residual: whatever falls out of the allocation once the target is set. Resilient portfolios invert it. The loss the portfolio cannot afford is fixed first, and the growth exposure is whatever the resulting structure can support.

The inversion matters because the two approaches produce different portfolios from identical inputs. Fixing the return and tolerating the drawdown produces a false sense of security: give up upside, hoping that an allocation labeled diversified behaves like one. Fixing the drawdown and hedging it explicitly produces the opposite: measurable protection at a known cost. The portfolio holds more of the assets actually expected to compound, alongside a position whose only job is to pay when those assets do not.

Neither is free, and the second is not cheaper. A hedge costs money in every period it is not needed, and that cost is continuous and visible rather than probabilistic and deferred. What it buys is a limit on the size of a loss instead of a reduction in its likelihood. The firm takes that trade because a sizable loss is the one thing that erodes compounding for years to come.

The hedge is not accepted at face value, and working on it is where a substantial portion of the firm’s research and technology effort goes. The cost of protection is not a fixed premium: option premiums are priced in real time across the universe of names, strikes and expiries. The firm analyzes and measures how each option position is rolled, and what is given up elsewhere to fund it. That cost has to come down without weakening what the protection layer exists to do. It is the difference between a hedge that can be carried through a full cycle and one that gets abandoned in the year before it was needed.

Portfolio construction

Four layers, each with one job

The four are sized together rather than chosen separately and summed. Sizing them separately is how a portfolio ends up with four positions that are individually defensible and collectively exposed to one thing: the case that looks diversified on a holdings report and behaves as separate single positions in a decline.

What the sizing solves for is the aggregate loss under a severe move, not the volatility of the whole. Volatility treats an upward surprise and a downward one as the same event, and they are not the same event. Only the downward one forces a portfolio to be reduced, and a portfolio reduced near the bottom compounds from there, not from where it started.

Order matters, and the drawdown limit is the first decision rather than the last. That limit fixes the protection the portfolio has to carry, and what the protection costs is the budget the other three layers are then maximized against.

The layers

What each one is for

Diversification

Diversify by regime, not by asset class

Classical diversification spreads capital across asset classes at arbitrary percentages set by subjective risk preferences, then relies on the chosen assets to deliver as expected. In a market crash they do not, and the allocation meant to cushion the fall adds to it instead.

However, certain commodities still provide asset-class diversification, through a correlation the firm measures rather than assumes: near zero in ordinary conditions, negative under stress. They are held to partially diversify equity beta, not to provide downside protection.

Resilient portfolios diversify by regime instead, specifically by the regimes that do the damage: crashes and tail events. That calls for exposure that is negatively correlated by structure rather than by expectation. A long convexity position using out-of-the-money options has a payoff fixed by contract; historical correlation does not.

Protection is a separate layer with a single objective: structural negative correlation, at strikes and tenors chosen on price. That is what makes it the layer relied on when the decline is severe.

Compounding

The arithmetic is asymmetric

The gain needed to overcome a drawdown is always larger than the drawdown itself. So what is worth solving for is not the average outcome but the worst plausible path. Two portfolios with the same average return and different drawdown paths do not finish in the same place.

A deep enough drawdown also forces a decision, and that is where the arithmetic gets locked in. Reducing after a loss leaves a smaller position doing the heavy lifting, and its recovery path is slower by construction. That depth is what the loss-mitigation layer is sized against.

None of this is a claim about what the process produces. It is a description of what it is built to avoid.

Evidence

A structure clears a high bar before it is funded

Every test starts with its thresholds written down: what result would count as evidence, what would not, and what would leave the question open. They are recorded before the test runs and are not revised once a number has been seen. A threshold chosen afterwards describes the result rather than testing it.

Results are reported as bootstrapped confidence intervals rather than point estimates, because a single number invites a confidence the sample does not support. Fills are modeled against the historical bid and ask at the moment a decision would have been made, never at the midpoint, which is a price nobody trades at.

The test is not an ordinary period. A structure that survives one has been asked an easy question. What matters is the sequences where correlations converged and the decline was fast, because those are the paths the design exists to answer.

An inconclusive verdict is a permitted outcome, and treating it as one matters more than it sounds. A process in which every investigation must produce an answer is a process that will produce answers whether or not they are there.

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We built the system, not just the strategy.

The firm builds and runs its own system. Market data, research, risk and execution, under one roof and one standard.