Khamlichi Risk Strategy is built on original research into decision quality, survival constraints, and systemic instability.
The primary decision framework asks when a portfolio is truly carryable once a House View has been translated into market scenarios and assessed through a survival-aware lens. Depending on the decision context, this may range from testing the portfolio against already-defined constraints to a deeper review in which relevant wealth assumptions are made explicit and, where needed, stressed. DDEM remains a separate research line.
Traditional portfolio metrics often evaluate risk and return separately. This framework evaluates decisions relative to horizon, maximum tolerable loss, strategic coherence and the contextual scenarios constructed when market shocks are combined with stressed wealth assumptions.
Cases in which standard metrics describe a portfolio but do not resolve the strategic question: which contextual scenarios should be constructed for this mandate, which allocation is more coherent within that scenario set, and which wealth assumptions most influence the answer.
It does not treat contextual elements as standalone forecasts or certainties. It formalizes decision quality once market scenarios, stressed wealth assumptions, bounded downside and carryability are treated explicitly.
At a high level, the framework proceeds through House View, Market Scenario, Contextual Assumption Stress Testing, Contextual Scenario, Wealth Contextual Risk Assessment, Survival Assessment, Portfolio Evaluation, and Portfolio Redesign.
Market scenarios alone rarely determine outcomes. Results emerge from the interaction between external conditions and the assumptions on which a specific wealth system depends. The framework matters because it makes that interaction decision-relevant.
DDEM focuses on macro-financial fragility, liquidity dynamics, regime shifts, and concentration-sensitive forms of instability. It complements the platform's research identity without being the core advisory metric.
Endogenous instability, leverage-sensitive fragility, delayed recognition, liquidity stress, and the amplification channels that turn localized weakness into systemic disturbance.
The framework is especially suited to questions involving AI concentration, geopolitical fracture, funding sensitivity, and other structural sources of macro-financial imbalance.
The Survival-Constrained Payoff Metric is the primary reference for the advisory layer. DDEM remains a separate systemic research contribution.
Foundational research paper on survival-aware strategic evaluation and portfolio decision quality.
Systemic framework paper on fragility accumulation, crisis dynamics, and regime structure.
Applied research on risk evaluation under regime-sensitive market states.