ONLINE LEARNING
Learns from every closed candle
Each agent warms up on ~2,000 historical bars, then runs replay-buffered online gradient steps on every new candle. Checkpoints autosave — learning survives restarts.
ALWAYS-LEARNING DEEP-Learning AGENTS · ONLINE 24/7
AI agents that learn from every candle
and call the market's next move.
One PyTorch LSTM agent per symbol, wired straight into your MetaTrader 5 terminal. Each agent warms up on 2,000 bars, then fine-tunes on every single closed candle — and tells you the likely direction, confidence %, and the exact reasons behind the call.
Real MT5 data only — no simulator CPU-friendly, GPU auto-detected Analysis only — never places orders
dashboard/agents/XAUUSD · H4
LEARNINGXAUUSD · GOLD
2,352.4 +0.82%
NEXT ~12H CALL
UP · 71%
AI FORECAST ZONE →
DOWN12%
FLAT17%
UP71%
WHY — GRADIENT×INPUT ATTRIBUTION
EMA20 slope
21.3%
MACD histogram
14.8%
Volatility regime
9.1%
Volatility:EXPANDING · p78online step #14,203
EURUSD1.0842+0.21%GBPUSD1.2673-0.12%USDJPY151.82+0.34%XAUUSD2,352.4+0.82%US3039,214-0.28%NAS10018,412+0.57%BTCUSD67,902+1.24%ETHUSD3,481-0.44%UKOIL84.12+0.19%AUDUSD0.6621-0.07%
0
engineered features
momentum · trend · volatility · structure · sessions
0×
LSTM layers + attention
DirectionNet — one dedicated agent per symbol
0
warm-up bars per agent
then online gradient steps on every closed candle
0
symbols out of the box
FX · gold · indices · crypto · oil — add any broker symbol
Capabilities
Not a static indicator. A system that studies.
Nine capabilities that make the difference between a tool that guesses and agents that keep learning from every bar the market prints.
FORECAST
Calls the next move — with confidence
3-class swing forecast (UP / FLAT / DOWN) for the next N candles, with calibrated confidence, expected move, target and invalidation prices.
EXPLAINABLE
Explains itself
Gradient×input attribution ranks which features — RSI, MACD, EMA distance, volatility regime, sessions — pushed each decision. No black box.
ACCOUNTABLE
Tracks its own accuracy
Every prediction is journalled, settled against the real outcome, and scored: rolling accuracy, per-class stats and Brier score. It grades its own homework.
SECOND NET
Volatility radar
A second network forecasts ATR expansion. Alerts fire when volatility enters top percentiles — the market is about to get interesting.
ZERO FAKE DATA
Real data only — by design
Connects straight to your MetaTrader 5 terminal. No simulator, no synthetic fallback. If MT5 isn't running, it says so and exits. It never fabricates market data.
TELEGRAM
Signals to your pocket
High-confidence calls and volatility alerts pushed to Telegram. Text the bot: /status, /predict EURUSD, /accuracy EURUSD — it answers in seconds.
NO AUTO-TRADING
Analysis only — never trades
The system never places orders. It tells you what it thinks the market will do next, and why — you make the decision. Your keys stay in your hands.
LIGHTWEIGHT
Runs on a modest machine
GPU welcome (auto-detected) but not required — a regular CPU handles the default 10-agent setup comfortably. Windows 10/11, Python 3.10+.
The learning loop
Warm-up once. Learn forever.
A continuous loop of predicting, settling, and fine-tuning — running for every symbol, on every closed candle, for as long as your machine is on.
01WARM-UP
2,000 historical bars per symbol are transformed into 33 engineered features, cut into sequences of 32 bars, and fed to a class-weighted LSTM×2 + attention network for 24 epochs.
2000 bars → 33 features → seq(32)02SETTLE
When a candle closes, the prediction made horizon bars ago is settled against what actually happened — and scored into the rolling accuracy journal and Brier stats.
prediction[n-3] vs reality → score03LEARN
Freshly-labelled sequences are pushed into a replay buffer and the agent takes a few small, clipped gradient steps. Every closed candle makes the model slightly sharper.
replay buffer → SGD steps (lr 4e-4)04PERSIST
Model checkpoints, journals and accuracy records autosave to disk — kill the process, reboot the machine, learning resumes exactly where it left off.
checkpoint → data/ → resumeZero lookahead bias — verified by design
- Labels use only future closes that have already materialised
- Features are strictly causal — no peeking ahead
- Rolling per-bar normalisation window
The command deck
A holographic HUD you can watch think.
The live dashboard renders every agent's neural pathway — features → LSTM ×2 → attention → outputs — with animated synapse traffic, probability bars and a gold attention orbit. Every online gradient step fires a synchronized learning wave across the whole interface.
MT5 SELF-LEARNING AI · LIVE
http://127.0.0.1:880010 AGENTSCPU 34% · MEM 1.2 GBMT5: CONNECTED
AGENTS · H4 · HORIZON 3 learning waves on
SYMBOLCONFCALLTRAINING
EURUSD64%UPstep 14.2k
XAUUSD71%UPstep 14.1k
BTCUSD58%FLATstep 13.9k
NAS10066%DOWNstep 14.0k
USDJPY55%UPstep 13.8k
UKOIL——epoch 18/24
EVENT STREAM
14:32:08XAUUSD online step → loss 0.6831 (−0.42%)
14:31:55XAUUSD signal · UP @ 71% · above threshold 65%
14:30:02H4 candle closed on 10 symbols — settling forecasts
14:30:01BTCUSD volatility percentile p82 — EXPANDING
14:28:44EURUSD forecast settled · outcome UP · hit
14:26:12UKOIL agent warm-up epoch 18/24 · acc 52.4%
14:24:03NAS100 online step → loss 0.7012 (−0.18%)
sync wave on every gradient stepaudio + TTS ready
Plays well with everything
Your market intelligence, everywhere.
A dashboard is only the beginning. The system speaks REST, MCP and Telegram — so every forecast can reach you, your tools, or your AI agent.
REST API + Swagger
Every capability exposed over clean endpoints — /api/predict, /api/signals, /api/accuracy, /api/candles — with interactive docs at /docs.
GET /api/predict/XAUUSDMCP server for AI agents
Ships with a Model Context Protocol server. Register it in Claude Desktop and just ask: “What will EURUSD do next?” — it answers with live forecasts.
get_prediction("EURUSD")Telegram bot
Signals, volatility alerts and full command access in any chat — /status, /agents, /predict, /accuracy, /legal.
/predict XAUUSDWhat's in the box
Full source package
main.py · core/ · api/ · dashboard/
One-click Windows installer
install.bat + run.bat — Python 3.10+
Commercial EULA (v1.0)
license grant, restrictions, liability cap, indemnity
Risk disclaimer pack
DISCLAIMER.txt + first-run EULA gate + legal fields in API
One price, everything
$49. Everything included.
No tiers, no upsells, no subscriptions. One payment unlocks the complete system — every agent, every integration, every update.
FULL LICENSE · ONE-TIME
Buy Now$49one-time payment
The complete MT5 Self-Learning AI package — the same system, the same power, priced for every trader.
Personalise refund policy and jurisdiction in the shipped EULA before resale. Every license runs in analysis-only mode: the system never places orders on your behalf.
Mandatory reading
Risk warnings. Read them before you buy.
NOT FINANCIAL ADVICE — WE ARE NOT RESPONSIBLE FOR YOUR TRADING LOSSES
This is educational market-analysis software. Trading leveraged products (Forex, CFDs, indices, commodities, crypto) involves substantial risk of loss and is not suitable for every investor. You use this software entirely at your own risk.
You can lose money. Fast.
Leveraged trading can produce large losses in minutes. Never trade with money you cannot afford to lose entirely. Slippage, gaps, weekend moves and news spikes can exceed any stop-loss.
This is NOT financial advice
Every output — direction, confidence %, target prices, signals, narratives — is statistical model output from an educational tool. It is not investment advice, portfolio advice, or a solicitation to trade.
We are not responsible for your losses
The software is provided as-is, with no warranty of accuracy or profitability. Your trades are your decisions, executed on your account, at your sole risk. Full binding terms ship in EULA.txt.
Not suitable for everyone
If you are a retail trader without experience in leveraged products, do not use this software as a reason to start. Test on a demo account first — and stay there until the numbers convince you.
FULL RISK DISCLOSURE — SHIPS INSIDE THE PRODUCT
Trading leveraged products such as Forex, CFDs, indices, commodities and cryptocurrencies involves substantial risk of loss and is not suitable for every investor. You should never trade with money you cannot afford to lose.
This software is an educational market-analysis tool. Nothing it produces — including predictions, confidence scores, narratives, volatility alerts or signals — constitutes financial, investment or trading advice.
Past performance, simulated performance, or historical accuracy statistics are not indicative of future results. Deep-learning models on noisy market data are statistical tools, not oracles.
The publishers of this software are NOT responsible for any trading losses you may incur. You use this software entirely at your own risk. Always test on a demo account first.
The complete binding terms — license grant, restrictions, no-warranty, liability cap and indemnity — ship as EULA.txt and DISCLAIMER.txt with every copy, enforced by a first-run acceptance gate in the software and a disclosure modal in the dashboard.
Straight answers
Frequently asked questions
No — and that is by design. The system is analysis-only: it predicts, explains and alerts, but it never sends orders to your broker. You keep full control of execution; the software keeps full focus on learning.