Hummingbird Probabilities Mapping

7 Ottobre 2025

Questa è la prima versione, con aggiornamenti previsti entro il mese.
Molte grazie per il vostro supporto, e spero che questo EA apra nuove opportunità e diventi altamente redditizio per voi. Salute!!

Cos’è l’EA Hummingbird Probabilities Mapping...

Un EA ispirato alla natura che utilizza combinazioni dei seguenti pattern di trend e proietta una mappa di probabilità con un’accuratezza superiore al 70% basata su analisi in tempo reale.

Trend EMA
MACD
RSI
Spread VWAP
Burst
Squeeze
Volatilità (ATRp)

→ Ispirato alla natura, fusione probabilistica di più indicatori tecnici in un singolo output “di stato”
→ Stati: hover (neutro), dart (bias rialzista), backstep (bias ribassista), perch (risk-off)

L’EA Hummingbird combina diversi indicatori tecnici classici in una singola lettura probabilistica “d’intento” del mercato — long, short, neutro o risk-off — e opera solo alla chiusura di una nuova barra. È progettato per essere:

  • Non ricalcolante (le decisioni avvengono solo su barre chiuse).

  • Robusto (si attacca anche quando i mercati sono chiusi o la cronologia è ridotta, mostrando sempre l’HUD di stato).

  • Leggibile (le probabilità vengono mostrate come percentuali intere).

Ciclo principale (ogni tick o timer “tick”)

  1. Raccoglie le barre recenti con CopyRates(...) in rates[] .
    Questo evita l’uso diretto di Close[]/Time[] e funziona in modo affidabile per gli EA.

  2. Rileva l’ultima barra chiusa ( rates[1] ).
    L’EA valuta sempre il mercato da questa barra, così l’HUD si aggiorna costantemente anche se non si è ancora formata una nuova barra.

  3. Costruisce le feature da indicatori standard (EMA/RSI/ATR/Bollinger/MACD), segnali di microstruttura (burst, squeeze) e un VWAP di sessione con reset giornaliero.

  4. Fon­de le feature → punteggi → probabilità tramite una softmax scalata in temperatura: si ottengono pLong , pNeut , pShort (0–100% mostrati sull’HUD).

  5. La macchina a stati imposta uno dei quattro stati “colibrì”:

    • dart → bias rialzista

    • backstep → bias ribassista

    • hover → neutro

    • perch → risk-off (volatilità estrema)

L’EA effettua operazioni solo su una nuova barra chiusa (per evitare confusione intra-barra). Se non c’è una nuova barra, mostra comunque probabilità e stato in tempo reale sull’HUD.

Parametri regolabili

  • Lunghezze base: EMA breve/lunga, RSI length, ATR length, Bollinger length/dev, ADX length, finestra “burst”.

  • Pesi delle feature: W_EMA , W_MACD , W_RSI , W_VWAP , W_BURST , W_SQZ , W_VOL (determinano l’influenza di ciascun componente).

  • Forma della decisione: SoftmaxTemp (quanto “nitide” sono le probabilità), ProbLongThresh , ProbShortThresh , CooldownBars .

  • Regime di volatilità: ATRZLen (finestra per z-score ATR%) e ATRZThresh (soglia per attivare il risk-off “perch”).

  • Rischio: Lots , ATRmultSL / ATRmultTP basati su ATR.

Indicatori e feature (come sono costruiti)

  • Trend EMA breve/lunga: punteggio di trend = (EMA_short – EMA_long) / media(EMA_short, EMA_long).

  • Momentum MACD: usa MACD_main – MACD_signal (l’istogramma classico) come proxy del momentum.

  • Equilibrio RSI: ((RSI – 50) / 50) per centrare l’RSI su 0.

  • Ampiezza e posizione Bollinger: ampiezza (upper–lower) normalizzata per la banda centrale; la posizione all’interno della banda è contestuale; l’ampiezza contribuisce al calcolo dello squeeze.

  • ATR e ATR%: ATR / close = volatilità senza scala. L’EA calcola anche uno z-score ATR% sulle ultime ATRZLen barre per individuare estremi di volatilità.

  • “Perch” (risk-off): attivato quando lo z-score ATR% supera ATRZThresh . In questo stato l’EA chiude ogni posizione aperta e si ferma.

  • VWAP di sessione: ricostruito ogni giorno con prezzo tipico (H+L+C)/3 × volume / volume cumulativo; vwapSpread = (close – VWAP)/close misura condizioni tese rispetto al valore equo.

  • Burst (micro-impulso): somma dei rendimenti a 1-barra sulle ultime InpBurstLen barre, cattura pressione a breve termine.

  • Squeeze: ATR% / BollingerWidth — alto quando la volatilità è grande rispetto all’inviluppo del prezzo.

Dalle feature → alle probabilità

Ogni feature è moltiplicata per il suo peso e combinata in tre punteggi grezzi:

  • rawLong: enfatizza trend + momentum + spread favorevole + burst + (inverso) squeeze, penalizzando gli estremi di volatilità.

  • rawShort: simmetrico a rawLong (favorisce la prospettiva ribassista).

  • rawHover: piccola costante di prior (mantiene la neutralità quando l’evidenza è debole).

Questi punteggi passano per una softmax (con SoftmaxTemp ) per produrre:

pLong , pNeut , pShort ∈ [0, 1] → l’HUD li mostra come percentuali intere.

Logica decisionale (macchina a stati)

  • Se perch (volatilità estrema): immediato risk-off (chiude ogni posizione e non apre nuovi trade).

  • Altrimenti, se non in cooldown:

    • Se pLong ≥ ProbLongThresh e pLong > pShort → dart (long).

    • Se pShort ≥ ProbShortThresh e pShort > pLong → backstep (short).

    • Altrimenti → hover (neutro).

Cooldown: dopo un dart o un backstep, l’EA attende CooldownBars barre prima di consentire un nuovo trade, per ridurre il “whipsaw”.

Esecuzione e gestione del rischio

  • Quando opera: solo una volta per ogni nuova barra chiusa.

  • Comportamento netto: se esiste una posizione opposta, l’EA la chiude e inverte.

  • Stop/target: basati su ATR e scalati da ATRmultSL / ATRmultTP , adattando il rischio alla volatilità.

  • Chiusura “perch”: se si attiva il risk-off, chiude immediatamente ogni posizione aperta.

HUD (cosa vedi sul grafico)

  • Linea di stato: mostra se gli indicatori/la cronologia sono pronti (“In attesa indicatori”, “Pronto”, “Nessuna cronologia”).

  • Stato: uno tra hover/dart/backstep/perch. Mostra anche (bar: new|hold) per indicare se la valutazione corrisponde a una nuova barra chiusa o all’ultima.

  • Probabilità: pLong / pNeut / pShort come percentuali intere.

  • Contesto: atrpZ (regime di volatilità) e vwapSpread (distanza dal VWAP).

L’HUD si aggiorna continuamente (usando l’ultima barra chiusa), anche a mercati chiusi o con tick lenti; un timer di 1 secondo può guidare gli aggiornamenti.

Resilienza e comportamento di attacco

  • Si attacca anche a mercati chiusi: se gli indicatori non possono essere creati subito o la cronologia è scarsa, l’EA non si interrompe. Mostra lo stato fino a che tutto è pronto, poi comincia automaticamente a valutare e operare (su nuove barre).

  • Protezione cronologia: se non ci sono abbastanza barre per calcolare lo z-score ATR% e le feature, mostra uno stato di attesa e aspetta.

  • Auto-recupero: appena i dati/gli indicatori diventano disponibili, l’HUD passa a “Pronto” e l’algoritmo riprende.

Note pratiche

  • Usa il Strategy Tester (Visuale) per verificare il comportamento fuori orario di mercato.

  • Simboli con sessioni esotiche: il reset giornaliero del VWAP usa giorni di calendario; se il tuo strumento ha sessioni non convenzionali, puoi personalizzare la logica di reset.

  • Tipo di volume: viene usato tick_volume (tipico per MT5). Su alcuni broker/simboli rappresenta un proxy del volume reale.

  • Ottimizzazione: i mercati differiscono; probabilmente vorrai regolare pesi, soglie di probabilità, cooldown e impostazioni z-score ATR per il tuo simbolo/timeframe.

In sintesi

L’EA adotta un approccio da colibrì — rapido, deciso e prudente sotto stress — trasformando un insieme di segnali tecnici noti in chiamate probabilistiche chiare, operando solo alla chiusura delle barre e mettendosi da parte nei regimi turbolenti.



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80 consecutive months in profit with low drawdown: Live performance MT4 version can be found here Perceptrader AI is a cutting-edge grid trading system that leverages the power of Artificial Intelligence, utilizing Deep Learning algorithms and Artificial Neural Networks (ANN) to analyze large amounts of market data at high speed and detect high-potential trading opportunities to exploit. Supported currency pairs: NZDUSD, USDCAD, AUDNZD, AUDCAD, NZDCAD, GBPCHF Timeframe: M5 Features: Trend , Mome
Aegis Quant Pro - Institutional Prop Firm Engine Welcome to the World of Quant. One of our flagships —   Aegis Quant Pro , is the institutional-grade core of the quantitative infrastructure. Our Mission: Capturing alpha while protecting your downside with absolute precision. First of all, we are being brutally honest here first (no sugar-coated words): A Note on Backtesting Aegis Quant Pro is optimized for live market conditions. Backtest results will vary significantly depending on your brok
BenefitEA Mt5
Vsevolod Merzlov
Benefit EA Uses only hedging accounts.     Benefit EA is a non-indicative flexible grid adviser with special entry points that provide a statistical advantage, revealed through the mathematical modeling of market patterns. The EA does not use stop loss. All trades are closed by take profit or trailing stop. It is possible to plan the lot increments. The "Time Filter" function is set according to the internal time of the terminal as per the displayed time of the instrument's server, not the oper
) SPARTAN GOLD SNIPER AI - V7.2 ULTIMATE The All-In-One Gold Solution: Smart Scalping & Professional Swing Trading. Spartan Gold Sniper is not just an EA; it is a complete trading system designed specifically for XAUUSD (Gold) . Version 7.2 introduces the "Smart Adaptive Engine" , making it the most flexible bot on the market for both small accounts and large Prop Firm capitals. ️ CRITICAL REQUIREMENTS Latency: You MUST use a VPS with < 20ms latency (Recommended: MQL5 Built-in VPS). Account
Pound Breakout MT5 is an Expert Advisor for GBPUSD that trades breakouts from a parallel sideways channel and offers impressive additional trading features. >>> Importand note before purchase. Please read first:  https://www.mql5.com/de/blogs/post/763901 >>> Channel:  https://www.mql5.com/en/channels/01be7ce9c7a4db01 The basis of the Pound Breakouts strategy is that the London trading hours are one of the most liquid and trading periods in the forex market. When the London Stock Exchange opens,
Gold Liquidity Hunter is a professional automated trading system engineered for the high-volatility nature of the modern XAUUSD (Gold) market. The algorithm operates on the H1 timeframe , utilizing a strategy based on institutional liquidity sweeps and price reclaims. The "Volatility Regime" Strategy This Expert Advisor is tuned specifically for the post-2024 market structure, where Gold daily ranges have expanded significantly. Unlike older strategies designed for smaller ranges, Gold Liquidity
GLI 8 PILASTRI DELLO STATISTICAL EDGE TRADING Introduzione Nel trading, il passato non predice il futuro. Ma i modelli radicati nel tempo rivelano il ritmo dei mercati che attendono di ripetersi. Questa guida ti introduce agli Otto Pilastri dello Statistical Edge Trading: un quadro completo che trasforma i dati storici in intelligenza operativa per il trading. Al cuore di questo sistema si trovano i Dati Storici. A differenza degli indicatori fugaci o dei segnali ritardati, i modelli storici riv
XAU Dominator Pro – Precision Scalping for GOLD (XAUUSD) on M5 XAU Dominator Pro.mq5 is a high-performance Expert Advisor built specifically for XAUUSD (GOLD), optimized on the M5 timeframe for short-term scalping and trend-based trades. Engineered to dominate the gold market using precision entries and robust risk control, this EA is designed for consistent gains with discipline. Key Features ️ Symbol: XAUUSD / XAUUSDc Timeframe: M5 (5-minute) Trading Style: Scalping + Trend Acco
Traders Toolbox
Jason Kisogloo
3 (2)
Traders Toolbox Premium è uno strumento all-in-one creato sulla base di un'ampia formazione sulle strategie di trading comuni al fine di automatizzare tali strategie e calcoli. Caratteristiche:   19 Segnali individuali   - Ciascuno di questi segnali può essere polarizzato in una configurazione in stile rete neurale per costituire il risultato finale/complessivo. Ogni segnale ha le proprie impostazioni da personalizzare o ottimizzare se necessario.   Visualizzazione su schermo completa -  sei
Crystal Algo Pro
Muhammad Jawad Shabir
CRYSTAL AI PRO v7.21 — Expert Advisor MT5 Panoramica Sistema automatico per XAUUSD (oro) e principali coppie Forex . Gestione di ingressi, SL/TP, trailing e drawdown con regole precise. Nessuna garanzia di profitto; vedere l’avvertenza sui rischi. Requisiti Piattaforma: MetaTrader 5 Conto: ECN/RAW consigliato Connessione: 24/7 (VPS consigliato) Timeframe: M1–H4 Avvio rapido Abilita Algo Trading . Applica l’EA al grafico (un simbolo per grafico). In Inputs imposta AI_Access_Mode = ON e ricarica
SkyScraperMT5
Teressa Herlene Thomson
Overview SkyScraper is a sophisticated automated trading system built exclusively for MetaTrader 5. This versatile EA adapts to your trading style on any timeframe (optimized for 3-5 minute charts) and works seamlessly across forex pairs, cryptocurrencies, and metals including gold. Why SkyScraper? Smart Automation That Protects Your Capital Intelligent trade execution with multi-layer risk controls Dynamic position sizing that automatically adjusts to your broker's requirements Adaptive stop l
Neurolite EA gbpusd
Aliaksandr Salauyou
The Neurolite Expert Advisor offers trade decisions based on a neural network trained using a 10-year history of real tick data. The trading is performed only on GBP/USD. Its main peculiarity is a small amount of input parameters so as to facilitate the working process of users. The Neurolite EA will fine-tune all the parameters for you. Trading Strategy The system does NOT use dangerous strategies such as averaging or martingale, but strictly adheres to the neural network instructions. Stop lo
Neurolite EA eurusd
Aliaksandr Salauyou
The Neurolite Expert Advisor offers trade decisions based on a neural network trained on 5-years of real tick data. Trading is performed only on the EUR/USD currency pair. Its main peculiarity is a small amount of input parameters so as to facilitate the working process of users. The Neurolite EA will fine-tune all the parameters for you. This Expert Advisor is based on the previously released Neurolite EA gbpusd , which was adjusted for successful trading on the EUR/USD currency pair. Trading
A scalper system only work during Asian hours. Several unique indicators to detective the price fluctuation. Dynamic TP/SL level according to market conditions. Fixed stoploss to protect the capital, very low risk of losing a lot of money. No need to obtain SET files. The parameters are the same for each currency pair. It is optimized to work on EURAUD . It is recommended to use Eagle Scalper on M15 chart. It is recommended to run it on a real ECN broker with very low spread . It is recommended
Snake EURUSD
Thurau Baerbel
Snake EURUSD Real EA is a fully automatic Forex Trading Expert Advisor. The robot can run on any pair, but the results are better on EURUSD M15. The system can run with any broker that also provides Floating Spread. Advantages The EA does not use systems like martingale, hedging, etc. The EA uses SL and Trailing Stop to make a profit. In addition, you can also set TP (EURUSD at 93 for me). Best test results with 99.0% in the backtest. It is not necessary to close the EA during the press release
TS Trade
Carlos Reis Dos Santos
DESCRIÇÃO O TS Trade é um robô desenvolvido por profissionais com longa experiência no Mercado Financeiro. É baseado em algoritmos de negociação avançados. Tem como principal característica uma gestão de risco rigorosa. É perfeito para quem busca uma ferramenta eficaz para automatizar suas negociações. Instale o Robô e deixe que ele faça todo o trabalho por você. MÉTODO O TS Trade utiliza um algoritmo o qual possibilita identificar uma tendência do mercado a partir da movimentação de duas média
#Multicurrency #Hedging #Martingale #28Symbols  @AUD @CAD @CHF @JPY @NZD @USD @EUR @GBP  In the globalisation process that the world economy has undergone in the last two decades, financial markets have played a leading role. The easy and fast access to information, together with the growing economic interdependence between the different commercial blocks, have caused more and more economic agents to participate in non-national financial markets. Even small investors, thanks to the Internet and
On Control EA MT5 V2 Game-Changing Software For The Forex Market  On Control EA was created to help traders like you maximize their income. How would you like to gain access to a world-class proprietary piece of software designed for one purpose, to improve your Forex strategy? Let’s be honest, it can be hard to understand which technical analysis & trading signals you should follow. With On Control EA, you now have a powerful tool that will enhance your Forex trading strategy & elevate your in
The adviser uses a strategy based on the use of 7 Envelopes  indicators, on each timeframe (M5, M15, M30, H1, H4) there are 7 Envelopes indicators. Trading is based on the “Price Action” strategy, the adviser searches for a simultaneous signal on 5 time frames: M5, M15, M30, H1, H4 and then opens an order. The EA uses the built-in Martingale and Averaging algorithm. The adviser uses economic news to achieve more accurate signals. Hidden Take Profit, Break Even and Trailing Stop are used. Attenti
MoneyMaker stableATM Lite is an automatic intelligent trading system for foreign exchange! Lite edition just support MetaTrader 5! The purpose of MoneyMaker stableATM Lite is to stabilize profits, not to give you the ability to get rich overnight! MoneyMaker stableATM Lite is only applicable to EUR / USD currency trading, and cannot be used for other currency exchange trading, other CFD product trading, and commodity tradingor futures commodity trading! MoneyMaker stableATM Lite is only suitabl
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