SlackQuant Systems
Multi-Asset Strategy

ADAA

Autonomous Dynamic Asset Allocation
Public liveMonthly decision cycleOfficial · Current MTD · Preview
System role

Decision Diversification for a live multi-asset portfolio

ADAA is a live multi-asset Portfolio Strategy System built around Decision Diversification: diversify the decision process before relying on asset diversification alone. Complementary allocation perspectives carry different horizons, opportunity views, defensive responses, and persistence, so portfolio behavior is not tied to one rule, one model family, or one regime response.

This is not a simple average of interchangeable rules. The design objective is to reduce dependence on any single decision path while retaining an interpretable, operationally disciplined monthly portfolio. The public interface keeps the official decision, current mark-to-market drift, and provisional intramonth preview clearly separated.

Monthly
Official decision cycle
3
Separated operating states
Live
Public operating interface
Versioned
Research record
Decision timing

Three operating states, one decision process

The official month-end decision is the portfolio target. Current MTD shows how that portfolio has drifted since execution, while Intramonth Preview estimates a possible next target from partial-month data. Keeping these states separate makes the live interface useful for monitoring without blurring what is actionable.

01 · Official

Official Decision

The latest completed month-end target, effective from the first common trading-day close after month-end.

02 · Mark

Current MTD

Mark-to-market drift of the official portfolio since that execution point. It does not create a new target.

03 · Provisional

Intramonth Preview

A provisional next-target estimate using the latest available month-to-date data. It may change before month-end and is not an executable target.

Decision timing: only the Official Decision defines the portfolio target. Current MTD and Intramonth Preview are monitoring views; the dashboard itself does not place trades.
Portfolio architecture

Diversify the decision process before diversifying the portfolio

ADAA treats allocation rules as decision engines with different jobs rather than interchangeable signals to average. Complementary perspectives respond at different speeds, emphasize different forms of cross-asset opportunity, and carry different defensive and persistence characteristics. Their diversity is intentional: the portfolio should not depend on one model family, one horizon, or one regime response.

State adaptation

Different horizons, different regime responses

Decision engines react at different speeds and with different defensive behavior as market conditions change.

Opportunity selection

Multiple views of cross-asset opportunity

Opportunity selection is informed by complementary views of leadership and persistence rather than one ranking lens alone.

Persistence & risk control

Avoid one-path portfolio transitions

Persistent and risk-aware components help prevent the entire portfolio from changing for the same reason at the same moment.

This System page exposes the Decision Diversification architecture and operating roles, not the exact construction recipe. Detailed implementation, historical tests, and reproducibility materials remain in the versioned research record.
Relationship to PDS. ADAA remains an independent Portfolio Strategy System while currently serving as an admitted Active Core provider within the broader Portfolio Decision System. That provider status is an operating state, not the definition of PDS.
Live operational evidence

Live Completed Performance

Updated with each canonical ADAA release. For a Korean investor implementation, ADAA Core + Dynamic FX is the primary live series: the asset-allocation Core remains intact while the governed FX overlay manages currency exposure. The cumulative and recent-return charts compare that implementation directly with ADAA Core. The 60/40 SPY/IEF portfolio remains a secondary market reference in the summary table. Current MTD and Intramonth Preview are excluded throughout.

Cumulative Performance

2008-06-02 → 2026-09-30 · completed through 2026-09-30 · current MTD excluded

ADAA Core + Dynamic FXADAA Core
0.3x2.5x4.6x6.8x8.9x2008-062017-072026-09

Recent Completed Monthly Returns

Latest 12 completed holding months · 2025-10 → 2026-09 · current MTD excluded

ADAA Core + Dynamic FXADAA Core
10%5%0%-5%-10%2025-10 · ADAA Core + Dynamic FX: 5.22%2025-10 · ADAA Core: 4.44%Oct '252025-11 · ADAA Core + Dynamic FX: 1.30%2025-11 · ADAA Core: -0.01%Nov '252025-12 · ADAA Core + Dynamic FX: 1.06%2025-12 · ADAA Core: 1.88%Dec '252026-01 · ADAA Core + Dynamic FX: 7.33%2026-01 · ADAA Core: 7.67%Jan '262026-02 · ADAA Core + Dynamic FX: 6.17%2026-02 · ADAA Core: 6.04%Feb '262026-03 · ADAA Core + Dynamic FX: -4.84%2026-03 · ADAA Core: -7.14%Mar '262026-04 · ADAA Core + Dynamic FX: 6.85%2026-04 · ADAA Core: 7.89%Apr '262026-05 · ADAA Core + Dynamic FX: 7.10%2026-05 · ADAA Core: 6.33%May '262026-06 · ADAA Core + Dynamic FX: -0.33%2026-06 · ADAA Core: -2.07%Jun '262026-07 · ADAA Core + Dynamic FX: -5.04%2026-07 · ADAA Core: -4.33%Jul '262026-08 · ADAA Core + Dynamic FX: 2.23%2026-08 · ADAA Core: 4.44%Aug '262026-09 · ADAA Core + Dynamic FX: -0.90%2026-09 · ADAA Core: -0.54%Sep '26
12.02%
Core + Dynamic FX CAGR
1.06
Sharpe (Rf=0)
-11.71%
Maximum drawdown
11.32%
Annualized volatility
SeriesCumulativeCAGRVolSharpeMDDCalmar
ADAA Core + Dynamic FX700.62%12.02%11.32%1.06-11.71%1.03
ADAA Core440.57%9.64%10.01%0.97-13.04%0.74
60/40 SPY/IEF337.38%8.38%11.11%0.78-30.87%0.27
Implementation note: ADAA Core + Dynamic FX is the investor-facing implementation shown here. ADAA Core isolates the underlying allocation engine; 60/40 SPY/IEF is retained as a secondary reference rather than the direct FX-overlay comparison.
Frozen research snapshot

Published paper evidence remains citable and unchanged

The public working paper remains the frozen research record. It is preserved below for reproducibility, but it is no longer the primary performance evidence on the live System page.

10.80%
ADAA practitioner gross CAGR
8.97%
Annualized volatility
1.05
BIL-excess Sharpe
−10.34%
Maximum drawdown
Public Working Paper v1.34 · historical simulation. These statistics are tied to the historical simulation reported in Public Working Paper v1.34. They are research evidence, not a live track record or a claim that the current implementation will reproduce the same results.
Research & versioning

Live operation and published research remain distinct

Live operation

ADAA Live System

Before release, ADAA refreshes its market and FX inputs, recalculates the current state, and runs consistency checks. The public dashboard then displays that prepared state; it does not rerun the strategy or fetch source data during a public session.

Open Dashboard ↗
Published research record

Diversify the Decisions, Not Just the Assets

Public Working Paper v1.34 documents the research question, historical evidence, robustness, implementation analysis, and Decision Diversification framework. That version remains citable as published while the live system continues to refresh.

Open Research Page
Published research. SSRN v1.34 and public replication v1.1.4 remain the citable record for the published study.
Live dashboard. Market data are refreshed and the current strategy state is checked before release; the public application displays the prepared result.
Interpretation. The dashboard reports the current strategy state alongside the related research record; it is not a claim of guaranteed future performance.
Quantitative Methods

Methods used in this system

These companion articles explain methods used directly in the system or needed to interpret its validation and outputs.

Browse the Quantitative Methods library →