SlackQuant Systems
Portfolio Strategy System

ADAA

Autonomous Dynamic Asset Allocation
Public liveRule-Governed Multi-Asset Portfolio StrategyMonthly official decision cycleRelated research · SSRN 7251518

Overview

ADAA is an open, rules-based multi-asset portfolio strategy that combines several dynamic allocation rules into one operational portfolio. The design diversifies portfolio decisions, not only the assets those decisions ultimately hold.

The current implementation blends five complementary sleeves across an 18-ETF opportunity set. The live dashboard exposes the official monthly decision, current portfolio drift, and a provisional intramonth preview, while the supporting research evidence remains separately versioned.

5
Top-level sleeves
18
ETF opportunity set
Monthly
Official decision cycle
Open
Live dashboard access
Decision states

Official target, current drift, and preview are shown separately

The live dashboard separates the completed month-end target from mark-to-market drift and from a provisional estimate of the next target. This keeps a partial-month preview from being mistaken for an official portfolio decision.

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 official target.

Operational note: the dashboard supports portfolio monitoring and decision review. It does not place trades or convert the intramonth preview into an official target.
Portfolio architecture

Five complementary allocation sleeves

The current top-level weights are HAA 25%, BAA 15%, ADM 17.5%, FAA 17.5%, and LAA 25%. The design objective is decision diversification: each sleeve should contribute a meaningfully different allocation role rather than duplicate the same market view under a different label.

HAA

Regime-aware momentum

Uses canary and momentum signals to shift portfolio exposure across risk and defensive assets.

BAA

Aggressive balanced allocation

Adjusts risk exposure across market regimes while preserving a distinct allocation role within the composite.

ADM

Accelerating dual momentum

Adds a broader cross-asset momentum sleeve that emphasizes both relative strength and momentum change.

FAA

Flexible asset allocation

Combines momentum with volatility- and correlation-aware ranking inputs across the investable set.

LAA

Persistent allocation anchor

Provides a comparatively stable allocation component intended to moderate transitions across changing regimes.

These are the current implementation choices; the system does not claim that five sleeves or these exact weights are uniquely optimal.
Research and live system

Live operation and versioned research remain distinct

Live system

ADAA Live System

The live implementation refreshes current data and monitoring views, including portfolio state, drift, FX diagnostics, allocation history, and the intramonth preview.

Open Live Dashboard
Versioned research evidence

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. The paper remains fixed even as the live system changes.

Open Research Page
Citable research. SSRN v1.34 and public replication v1.1.4 remain the citable evidence record for the published study.
Live updates. Current data and implementation views may evolve without being presented as new research findings.
Interpretation. Historical validation does not establish guaranteed future outperformance, unique optimality, or predictive validity of the intramonth preview.
Scope: later research extensions and downstream portfolio systems are separate projects and do not retroactively validate ADAA. The platform links to derived outputs rather than redistributing source market or macroeconomic datasets.
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 →
Public resources

Resources & documentation

Public resources are separated by purpose: the live dashboard for current operation, the Investment Research page and SSRN paper for versioned evidence, the replication release and DOI for reproducibility, and Quantitative Methods for reusable methodology.