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Research stage Research-stage project: no live trading, no investment products, and no performance results. Read the risk disclosures
MAA

Roadmap

Four stages, each gated on the last.

The order matters more than the speed. A stage begins only when the previous one has met its exit criteria. No dates are committed.

  1. Stage 1: Research

    Research

    Define the problem space, data schemas, and methodology. Prototype the agent harness and policy engine.

    Focus

    • Data schemas and provenance model
    • Agent harness prototype and MCP server interfaces
    • Written research methodology
    • Initial research notes

    Exit criteria

    A documented methodology and reproducible demonstration experiments, reviewed for look-ahead and leakage risks.

  2. Stage 2: Backtesting

    Planned

    Build point-in-time datasets and a simulation harness with explicit cost models and validation.

    Focus

    • Point-in-time datasets
    • Transaction-cost and liquidity models
    • Experiment registry
    • Out-of-sample validation procedures

    Exit criteria

    Reproducible simulations whose assumptions and limitations are published with every result, always labeled as historical simulation.

  3. Stage 3: Paper trading

    Planned

    Forward-test research outputs against live data feeds with no real capital.

    Focus

    • Sandbox order-simulation endpoint
    • Forward-test monitoring and reporting
    • Operational runbooks and alerting

    Exit criteria

    Stable operation, with divergences from simulation analyzed and documented.

  4. Stage 4: Controlled deployment

    Gated

    Possible limited, supervised use under strict policy limits, only after independent review.

    Focus

    • Independent technical and risk review
    • Legal and regulatory assessment
    • Policy limits and kill-switch verification

    Exit criteria

    Not scheduled. This stage requires the reviews above, and no outside capital is solicited or accepted.

This roadmap describes intended sequencing. Plans can change, stages can be skipped or stopped, and nothing here is a commitment or a promise of any outcome.