How the Quantum AI Trading Engine Analyzes Markets

A deep dive into the signals, indicators, and dynamic lot scaling that power Quantum Finance’s automated trading decisions in real time.

The Quantum AI engine runs a continuous evaluation loop — reading live candle data, computing technical indicators, scoring market conditions, and firing trade signals — all without any manual input from you. Understanding how these layers work helps you calibrate your settings, interpret the live feed, and trust what the engine is doing on your behalf.

How the engine processes market data

Every second, the engine fetches the latest 1-minute candle data for your selected pair from CryptoCompare (primary) or Binance (fallback). It builds a rolling window of up to 80 candles before calculating any indicators. If fewer than 26 candles are available, the engine waits — no signal is generated until the data window is deep enough to be statistically meaningful.

Once the candle data is ready, the engine passes it through the signal evaluation pipeline:

1. Compute EMAs

   The engine calculates a fast EMA (9 periods) and a slow EMA (21 periods) over closing prices. If the fast EMA is above the slow EMA, the market trend is classified as BULLISH. If it is below, the trend is BEARISH. This is the primary directional filter.

2. Compute RSI

   RSI is calculated over 14 periods. Readings above 50 indicate bullish momentum; readings below 50 indicate bearish momentum. Extreme values (above 75 or below 25) suppress new entries to avoid chasing overbought or oversold conditions.

3. Check volume spike

   The engine compares the most recently completed candle’s volume against the 9-candle average. A volume spike — defined as volume at least 10% above the recent average — is required for entry signals in Conservative and Momentum strategies. Aggressive and Scalping strategies relax this requirement to allow faster entries.

4. Detect breakout structure

   The engine scans the last 8 closing prices to find the recent high and low. A bullish breakout is confirmed when the current price reaches or exceeds 99.9% of the recent high. A bearish breakout is confirmed when price falls to within 100.1% of the recent low.

5. Evaluate entry or exit

   With all indicators computed, the engine checks whether an open position should be closed (take profit, stop loss, or trend reversal) before looking for a new entry. If no position is open and entry conditions are met, a BUY or SELL signal is fired.

Technical indicators at a glance

RSI (Relative Strength Index)

Quantum uses a 14-period RSI to measure the speed and magnitude of recent price changes. The engine interprets RSI as follows:

• Above 50: Bullish momentum — eligible for LONG entries under loose strategies
• Above 75: Overbought — LONG entries are blocked to avoid buying at the top
• Below 50: Bearish momentum — eligible for SHORT entries under loose strategies
• Below 25: Oversold — SHORT entries are blocked
• Below 40 (during a LONG): Early exit signal; momentum has reversed downward
• Above 60 (during a SHORT): Early exit signal; momentum has reversed upward

EMA crossover (momentum direction)

Two exponential moving averages run simultaneously: a fast 9-period EMA and a slow 21-period EMA. When the fast EMA crosses above the slow EMA, the engine sees a bullish trend. When it crosses below, the trend is bearish.

The EMA crossover is not just an entry trigger — it is also a continuous exit condition. If you are in a LONG and the fast EMA drops below the slow EMA, the engine treats that as a momentum reversal and closes the position before the stop loss is reached.

Liquidity zone

Liquidity zone is derived from the RSI value and indicates where the market is likely to have concentrated orders:

• HIGH: RSI above 65 — the market is in a high-liquidity, potentially overextended zone
• LOW: RSI below 35 — thin liquidity, potential for sharp moves
• NEUTRAL: RSI between 35 and 65 — balanced market conditions

Order flow

Order flow is computed from the direction of the most recent price change. If the last close is higher than the previous close, order flow is BUY_PRESSURE. If lower, it is SELL_PRESSURE. If unchanged, it is NEUTRAL. This real-time signal supplements the EMA trend to confirm momentum direction at the point of entry.

Volume spike detection

The engine measures whether the last fully closed candle carried above-average volume. Volume is compared against a 9-candle rolling average, and a spike is defined as at least 1.10× the average. For Conservative and Momentum strategies, a volume spike is required to confirm that a breakout has real buying or selling pressure behind it.

Dynamic lot scaling

The engine does not trade a fixed size on every position. It starts each session at a baseline lot size of 0.05 and adjusts based on recent performance.

On a winning trade, the engine increments the consecutive win counter. After two consecutive wins, lot size increases by 0.02 per win, up to a maximum of 0.20. This gradual compounding lets you capture more when the engine is in a strong run.

On a losing trade, the consecutive win counter resets to zero and lot size returns immediately to the 0.05 baseline. This prevents a drawdown from compounding into a larger loss.

The actual dollar amount per trade is always lot size × your configured trade amount. So at a lot size of 0.05 and a $1,000 trade amount, each position is sized at$50. At lot size 0.20 after a streak of wins, it becomes $200.

Kill switch: The engine also monitors a dailyLossPercent accumulator. If cumulative session losses exceed −3%, the kill switch activates and the engine stops generating signals for the remainder of the session. You can reset this by stopping and restarting the engine.

Auto-reversal on trend shifts

The engine supports a REVERSE action, which closes the current position and immediately opens one in the opposite direction using a single on-chain swap. A LONG-to-SHORT reversal executes a sell swap; a SHORT-to-LONG reversal executes a buy swap. This minimizes the gap between exit and re-entry when the engine detects a sharp trend flip.

The HFT trading view

While the engine is running, the HFT Trading View shows you a live chart of your selected pair with open positions overlaid. Below the chart, the execution feed logs every signal the engine evaluates — entries, closes, stop-loss triggers, and sideways-market skips — with timestamps and reasons.

The chart and feed update every second. The engine evaluates signals on the same 1-second cadence, so you see actions reflected in the feed almost immediately after they happen.

Network requirements

Before the engine starts, Quantum checks your connection quality using the browser’s Network Information API. The engine requires:

• Latency (RTT): below 600 ms
• Download speed: above 0.5 Mbps

If either threshold is not met, the start button is blocked and you will see a warning with your current latency and speed readings. This check exists because the engine fires trades on every market update — a slow or unstable connection increases the risk of stale price data, missed signals, and failed transactions.

The “Stable Connection” indicator in the trading panel reflects these two checks in real time. A green indicator means your connection meets both thresholds. An amber or red indicator means you should switch to a more reliable network before starting.

Leverage in real mode

In real mode, floating PnL is calculated using 100× leverage applied to the price movement of your position. A 0.5% move in your favor at 100× leverage results in a 50% return on the position size. The same applies to losses, which is why the engine’s stop-loss and take-profit thresholds are set conservatively relative to the leveraged exposure.

100× leverage amplifies both gains and losses. A 1% adverse price move wipes out the entire position value at this leverage ratio. Use the Conservative or Momentum strategy if you want wider stop-loss buffers before starting with real funds.