ValthorLabs

Research Systems

System portfolio structured by evidence maturity.

Valthor Labs separates active validation systems from experimental research lines. The systems page is a research inventory, not a sales catalogue. Commercial access remains closed until evidence quality, execution behavior and risk controls pass release review.

Portfolio postureResearch before exposure
PRE-COMMERCIAL
Active candidateMMO-X
Frozen demo candidateXRM5
Research labXAU-RL
Release ruleNo evidence mixing

Portfolio

Three tracks, three different evidence states.

The purpose is comparability. MMO-X, XRM5 and XAU-RL should be shown under one structure without pretending they are equally mature or equally validated.

01MMO-XActive

Multi-regime trading research

Portfolio-oriented system research separating regime selection, risk control, execution handling and dashboard telemetry.

Markets
Forex / CFD / Metals
Primary question
Does the edge persist across regimes and execution conditions?
Current stage
Controlled demo-forward observation
Commercial status
Not available
BacktestOOSStressForwardRelease
Open system profile
02XRM5Demo eligible

XAUUSD regime matrix research

Gold-focused research line studying session filters, compression/expansion behavior and regime-specific candidate quality.

Market
XAUUSD / Gold
Primary question
Can the selected historical candidate survive genuinely unseen demo data?
Current stage
Frozen validation candidate
Commercial status
Not available
BacktestOOSStressDemo nextRelease
Open system profile
LABXAU-RLExperimental

Adaptive state research

Exploratory AI-assisted market classification and reinforcement-learning framework research. No production performance claim is attached.

AI role
Classification and research filtering
Primary question
Can adaptive state classification improve filtering without opaque overfitting?
Current stage
Research phase
Commercial status
Not available
HypothesisBacktestOOSStressRelease
Inventory only

Profile Structure

Every system profile should answer the same questions.

This creates a professional comparison standard and prevents the site from becoming a collection of disconnected strategy pages.

01

Overview

System thesis, target market, operating assumptions and current maturity.

02

Architecture

Strategy modules, risk engine, execution control and dashboard telemetry layer.

03

Validation

Historical, OOS, stress, forward and release-gate status as separate records.

04

Analytics

Equity, drawdown, distribution, execution costs and evidence quality diagnostics.

05

Research notes

Dated decisions, weak windows, rejected assumptions and unresolved issues.

06

Disclosures

Risk warnings, non-advice language and evidence-category limitations.

MMO-X Validation Runs

Research checkpoints by tested change.

Each run is a dated checkpoint or implementation change. The charts show evidence used for research decisions, not public performance claims.

MMO-X 0.3.17

Candidate validation before implementation.

Interaction candidates were screened across independent validation suites. Three families passed the negativity test and became candidates for soft penalties.

MMO-X 0.3.17 candidate validation chart
MMO-X 0.3.18-exp

Degradation penalty checkpoint.

P1 and P2 confidence penalties improved several validation suites, but tail-risk windows were still not solved.

MMO-X 0.3.18 degradation penalty validation chart
MMO-X 0.3.21-exp

P1-only validation against baseline.

The P1-only change improved Full, Stress and random validation suites while leaving the 2026 live-execution test unchanged.

MMO-X 0.3.21 P1-only validation chart
MMO-X forward package

Controlled demo-forward pre-flight.

Infrastructure gates passed before observation. Profitability evaluation remains pending until a clean forward segment exists.

MMO-X controlled forward pre-flight gate chart

XRM5 Validation Runs

XAUUSD research checkpoints by date.

The XRM5 checkpoints show selected validation windows from available history. Stronger and weaker runs are shown together to keep the research trail balanced.

XRM5 RC1.2

Demo/live execution sanity check.

Cleaned January-May execution sample used to compare observed trade handling with tester assumptions. This is an execution check, not a public performance record.

XRM5 RC1.2 demo live clean validation chart
XRM5 RC13

London-session quality filter.

Focused validation of the London-long candidate after narrowing the session and quality assumptions around XAUUSD behavior.

XRM5 RC13 London long quality validation chart
XRM5 RC13

Expanded historical window.

Broader historical run across available validation data. The chart helps separate stable monthly contribution from periods of larger drawdown.

XRM5 RC13 full historical validation chart
XRM5 RC13

Stress-window review.

An intentionally visible weak checkpoint. It marks a period that needs additional review before any commercial positioning or performance claim.

XRM5 RC13 stress window validation chart
XRM5 Router RC / 6 July 2026

Historical candidate frozen for monitored demo.

Controlled removals improved total R, profit factor and maximum closed-trade drawdown at unchanged risk. This remains hypothetical historical evidence.

XRM5 Router RC quality progression across three historical iterations

Validation Matrix

Different research tracks, separate evidence status.

Progress is tracked by evidence type. Internal logic, parameters and strategy-specific rules remain protected.

SystemHistoricalOOSStressForwardLiveLast Update
Core SystemMMO-XIn progressIn progressActiveActive demoNo14 Jun 2026
Focused SystemXRM5Candidate frozenCompleteCompleteDemo pendingNot started6 Jul 2026
Research LabXAU-RLExperimentalN/AN/ANoNo12 Jun 2026

Publication standard

One evidence structure across every system.

System profiles use the same overview, architecture, validation, analytics and disclosure categories so status changes remain comparable.