Technology

From raw ticks to disciplined decisions

Alpha Yazan AI is organized as a pipeline of clearly separated stages. Each stage has one job, a defined interface, and its own quality controls — so evidence, not architecture accidents, determines what moves forward.

The pipeline

Seven stages

  1. 01 · MARKET DATA

    Live and historical market data enters through a single ingestion layer with integrity checks — timestamps, gaps, and anomalies are detected at the boundary, not discovered downstream.

  2. 02 · MARKET STATE

    Raw data is distilled into a continuously updated internal representation of the market — the shared ground truth every later stage reads from.

  3. 03 · EVENT DETECTION

    The platform watches market state for conditions worth studying. Detected events, not wall-clock schedules, drive the research machinery.

  4. 04 · STRATEGY RESEARCH

    Candidate strategies are generated and refined by the AI from observed market behavior, then tested against historical data and faithful replays.

  5. 05 · QUALITY FILTERING

    Candidates pass through falsification and out-of-sample evidence gates. Most are rejected here — and the rejections are kept as research evidence.

  6. 06 · RISK & GOVERNANCE

    Surviving strategies operate under governance: frozen identities, authority limits, kill-switches, and fail-closed behavior when anything is uncertain.

  7. 07 · PAPER EXECUTION

    Approved strategies run prospectively with simulated execution. Their live-market paper record is the platform's final evidence layer — and its current authority ceiling.

This page is a deliberate abstraction. Specific strategy logic, parameters, thresholds, and internal component details are proprietary and are not published.

Engineering properties

Built like infrastructure, run like a lab

Deterministic identity

Once a strategy is validated, its definition is frozen. What was tested is exactly what runs — versioned, hashed, and reproducible.

Fail-closed by default

Degraded data, missed heartbeats, or unexpected states cause the platform to stand down rather than guess.

Everything auditable

Events, decisions, promotions, and rollbacks leave a durable trail. A result that cannot be traced is treated as no result.