01 Autonomous alpha research

Autonomous
research for
tradable alpha.

Ghostdance is an asset-agnostic alpha research engine that turns investment hypotheses into research-validated, deployable systematic strategies.

Research workspace Illustrative
StrategyMomentum / Regime 04
ScopeAsset-agnostic
ValidationWalk-forward
HYPOTHESIS / TEST / REJECT / SELECT
Scroll to trace the system
◆ Hypothesis generation ◇ Signal research ◆ Cost modeling ◇ Adversarial validation ◆ Strategy selection
02The research problem

Alpha research
is still painfully
manual.

A promising idea is only the beginning. Turning it into a strategy means formalizing rules, modeling costs, testing robustness and regimes, validating out of sample, and monitoring what happens next. That work remains fragmented across notebooks, spreadsheets, terminals, and scripts.

ONE HYPOTHESIS / MANY TESTS / ONLY WHAT SURVIVES

03 / One research loop

From hypothesis
to evidence.

Ghostdance is built around the research loop, not just the backtest: define the claim, test the evidence, attack the assumptions, and prepare what survives for deployment.

01FORMALIZE

Formalize the thesis

Translate an investment idea into explicit signals, portfolio rules, constraints, and assumptions.

Hypothesis → specification
02RESEARCH

Research market history

Test clearly defined strategy logic against historical market data and realistic assumptions.

Specification → backtest
03VALIDATE

Attack the result

Challenge costs, slippage, parameter sensitivity, regime dependence, drawdowns, and unseen data.

Backtest → research evidence
04PREPARE

Prepare for deployment

Package what survives for deployment and define how expected behavior will be monitored in market.

Evidence → observable strategy
04 / Autonomous alpha research

Toward autonomous
alpha
discovery.

The end state of quantitative research is not a faster backtester. It is a system that can generate hypotheses, run experiments, challenge its own results, reject weak strategies, and learn from market outcomes. Ghostdance is building toward that loop.

  • TodayAI-assisted strategy specification and research
  • NextAgentic experimentation and robustness testing
  • VisionContinuous autonomous alpha discovery
GD / AGENT
ILLUSTRATIVE WORKFLOW
GHOSTDANCE / 08:42:16

This result is concentrated in one regime. Keep it in research until cost sensitivity and unseen-data checks are complete.

Cost stressDONE
Regime checkDONE
OOS validationNEXT
Research resultIllustrative simulation
Challenge an assumption in this run
05 / Asset-agnostic research

Markets change.
The research loop persists.

Ghostdance is designed to search for systematic alpha without being defined by a single asset class. Research is organized around hypotheses, signals, portfolio rules, costs, and evidence — then applied wherever data quality and liquidity meet the strategy’s requirements.

01

Investment hypotheses

Market-independent research questions

EXPLORE ↗
02

Systematic signals

Explicit, testable strategy logic

FORMALIZE ↗
03

Portfolio construction

Sizing, constraints, and risk rules

CONSTRUCT ↗
04

Adversarial validation

Costs, regimes, and unseen data

REJECT ↗
05

Research-backed alpha

Strategies that survive the process

SELECT ↗
06 / Research discipline

Reject bad alpha.

01

A backtest is the beginning

Every result remains a claim until it survives unseen data, realistic costs, and hostile regimes.

02

Attack every assumption

Interrogate parameters, transaction costs, regime dependence, and the assumptions driving the result.

03

Keep research traceable

Preserve the strategy specification, research decisions, and evidence behind every conclusion.

07 / The name we carry

Movement.
Memory.
Resilience.

Ghostdance is held as an homage to the spirit of movement and endurance associated with the historic Ghost Dance tradition. Our visual language draws on circular rhythm, earth pigments, and restrained geometry — with respect, never replication of sacred ceremonial symbols.

Research and partnership inquiries

Build the evidence.
Then build the strategy.

For product, research, partnership, and private-access inquiries, contact Ghostdance directly.