Validation First
No strategy is considered viable without multi-period testing and forward observation.
Research
Methodology over marketing claims.
Research status, validation boundaries and limitations come before performance claims.
Risk Before Return
Drawdown, exposure and execution quality are treated as primary system constraints.
Separate Systems
MMO-X, XRM5 and XAU-RL remain separate research tracks with independent evaluation.
Continuous Review
Tester output, forward data and market behavior are reviewed before conclusions change.
Publication Boundaries
What we publish and what stays internal.
| Documented | Protected |
|---|---|
| Validation scope, methodology, data status, limitations and selected conclusions. | Source code, entry rules, execution parameters or material enabling strategy reconstruction. |
| Research notes, rejected hypotheses and status changes when ready for release. | Investment recommendations, trade signals or account-specific advice. |
Pipeline
Architecture can be documented. Strategy logic stays protected.
The pipeline describes how validation artifacts move through the EA architecture without exposing entry rules or execution parameters.
Market Snapshot
Context is collected and normalized before decision logic is evaluated.
Regime Selection
Systems separate market interpretation from execution readiness.
Risk Gate
Candidate behavior is constrained before any execution plan is considered.
Execution Review
Broker response, slippage and operational behavior remain part of validation.
Research Notes
Tests, decisions and limits.
Each note records the hypothesis, evidence, decision and current status.
Controlled-forward pre-flight
Forward demo environment prepared for observation. Performance record remains pending until source, method and limits are documented.
Status: active observation Read noteHistorical candidate selection
Controlled removals improved the historical replay profile at unchanged risk. The selected candidate is frozen for monitored demo observation.
Status: demo eligible / forward evidence pending Read noteForward observation protocol
Defines version freeze, environment records, execution evidence and publication boundaries before the unseen demo segment begins.
Status: preparation / no forward result Read protocolAI classification boundary
AI-assisted classification and RL concepts remain experimental. No production model or validated performance claim is attached to this line.
Status: experimental