Trading intelligence
Two-sided decisions, one shared market view, evidence-gated learning.
This page describes what the RSForex platform actually does on every evaluation, how customers share the same market decision while executing it individually, and how the system improves without ever modifying itself unchecked.
Every evaluation
What is scored, for BUY and for SELL, on each pass.
The engine reads the live tape from your terminal, classifies the regime, looks for validated setup families and then asks the same question of both sides: given this session, this regime and this setup, what does the evidence say?
Selection is by utility: the expected value per trade shrunk toward its pessimistic bound by how much history backs the context. Thin evidence is treated cautiously; strong evidence earns the trade. WAIT is chosen whenever neither side qualifies, and every WAIT carries its reason.
- P(success)
- Estimated probability that a BUY (or SELL) in this context wins, from the account's realised history and the fleet's evidence
- Expected value and pessimistic bound
- Average win and loss in the context, combined with P(success); the pessimistic bound uses a lower-confidence probability
- Expected MFE / MAE
- How far comparable trades typically ran in favour and against, from live outcomes
- Confidence and uncertainty
- How much history backs the estimate; thin samples widen the interval and lower utility
- Regime and setup family
- Trend, range, chop, extremes; setups such as range-extreme fades and trend pullbacks
- Execution conditions
- Spread, session, market state, broker stop levels; a bad tape blocks both sides
- Opportunity quality
- Structure, confirmation and location within the day's range
- Result
- BUY, SELL or WAIT, plus the rejected side and why, written to the decision record
Shared decision, individual execution
One MARKET_DECISION_ID. One ACCOUNT_EXECUTION_ID per customer.
Because the market decision is one object, learning treats it as one prediction. The many account executions of the same decision are execution observations: they teach the system about spread, slippage, latency, broker behaviour, fill quality, sizing and management, not about whether the market call was right.
Customers therefore never compete for a signal and never see anyone else's data; they receive the same intelligence and execute it within their own limits.
Fleet learning
What is collected, how it is protected, and what it teaches.
Market evidence
Regime, setup family, both direction scores, price, spread, timing and the reason for every WAIT. One row per market decision.
Execution evidence
Fill price versus proposed, slippage, latency, size, account constraints and blocks. One row per account execution.
Outcome evidence
MFE, MAE, capture ratio, giveback, exit reason, management actions and the post-trade autopsy.
- Identity
- Internal account identifiers and hashed logins only. Names, emails, passwords and payment details are never part of training data.
- Isolation
- A customer sees only their own account; aggregate evidence is shown without account attribution.
- Data quality
- Freshness, completeness, timestamp order, duplicate detection and lifecycle completeness are scored; low-quality rows are excluded from training.
- Where it runs
- On the RSForex server. No customer PC is used for training and no paid third-party AI service is required.
Self-learning, governed
Observe, decide, execute, measure, learn, validate, improve.
Machine learning may improve direction selection, setup ranking, entry and management quality and opportunity thresholds. It has no authority over authentication, customer isolation, licensing, maximum-loss protections, prop-firm hard rules, drawdown controls or security. Those remain deterministic governors that no model can weaken.
Today production runs the deterministic Tier-0 intelligence; candidate models are trained only once enough labelled live executions exist and stay in research or shadow until the gates are met.
Production evidence, last 30 days
See it run on your own account.
Six months complimentary. Setup takes minutes; verification is automatic.