Name: KNN Nexus XAGUSD Hybrid Trading Bot
Uploaded: 2026-03-08T13:57:00Z
Duration: 1 min 10 s

Important note: Recommended UseMinimum recommended equity USD 500. Best suited for trending markets on&nbsp;5-minute timeframes. Designed primarily for&nbsp;XAGUSD (Silver)&nbsp;. The EMA and regression slope filters help minimize /suppress signals in in choppy, low-volatility ranging environments. KNN Machine Learning Hybrid Silver Claude&nbsp;is a fully automated trading robot for&nbsp;cTrader&nbsp;powered by a custom&nbsp;K-Nearest Neighbours (KNN) machine learning engine. Rather than relying on fixed indicator crossovers, it builds a rolling feature space from multi-period RSI and moving-average deviation metrics, applies PCA-style dimensionality compression, and uses Gaussian-kernel-weighted probability voting to assess whether the next price move is more likely bullish or bearish. What makes it different from a standard indicator bot?Most bots fire a signal when two lines cross. KNN Nexus fires only when the current market's feature profile closely resembles historical feature profiles that preceded profitable moves — and the probability weight of those similar past bars exceeds a configurable threshold. This gives the signal a probabilistic, data-driven foundation rather than a deterministic, rule-based one. Core Feature SetMachine Learning Core —&nbsp;Rolling KNN inference with configurable K, window size, and probability threshold. Feature space includes z-scored RSI (3 periods), MA deviation (3 periods), and RSI signal distances, compressed into 3 principal components. Entry Filters —&nbsp;Optional EMA trend filter and linear regression slope filter gate every signal. Both are independently toggleable, ensuring you only trade in confirmed trend conditions. Dynamic Risk Management —&nbsp;ATR-based initial SL/TP. Optional 3-phase dynamic stop progression: Phase 1 (raw SL) → Phase 2 (breakeven trigger) → Phase 3 (Chandelier trailing stop with optional TP removal for open-ended profit capture). Threat Detection Engine —&nbsp;Evaluates 4 real-time threat signals per bar: SL proximity, KNN momentum flip, EMA reversal, and regression slope reversal. When a configurable number of threats coincide, it alerts you via Telegram and can automatically tighten the SL to breakeven. TP Extension —&nbsp;When strong KNN confidence, EMA alignment, slope alignment, and sufficient price progress all coincide, the take profit is automatically extended by one ATR step. Capped at a configurable maximum number of extensions to prevent unchecked TP chasing. Tiered Position Sizing —&nbsp;Lot size grows incrementally as account balance crosses configurable tier thresholds. Hard-capped to preserve long-term equity. Telegram Intelligence —&nbsp;Real-time notifications for trade open (with entry logic breakdown), trade close, threat alerts, TP extensions, and a daily P&amp;L summary at GMT+8 midnight. Default parameters represent a balanced starting point. Users are strongly encouraged to run their own backtests and forward-test on a&nbsp;demo account&nbsp;before committing real capital. Small adjustments to ATR multipliers, probability threshold, and window size can significantly change behavior. Setup Guide - Work Instructions Install &amp; Compile Configure Telegram (optional but recommended)Create a Telegram bot via&nbsp;@BotFather&nbsp;and obtain your&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Bot Token</code>. Get your group or channel&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Chat ID</code>. Paste both into the&nbsp;Telegram Notifications&nbsp;parameter group. Set&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Enable Telegram Alerts = true</code>. Choose Your Instrument &amp; TimeframeAttach the bot to a chart. Recommended starting points:&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">XAGUSD M5</code>. Avoid attaching to very low-liquidity instruments or timeframes below M5. Set Risk ParametersConfigure&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Base Lot Size</code>&nbsp;according to your account size. As a guideline, use&nbsp;<a href="https://0.01"><code spellcheck="false" style="white-space: pre-wrap;">0.01</code></a><code spellcheck="false" style="white-space: pre-wrap;"> lots per $200–300</code>&nbsp;of balance. Enable&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Tiered Sizing</code>&nbsp;only once you are comfortable with the bot's behavior. Leave the&nbsp;<a href="https://0.05">0.05</a> lot hard cap&nbsp;in place until you have sufficient live data. Configure FiltersKeep&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Strict EMA Trend Filter = true</code>&nbsp;for your first weeks of live trading. Enable&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Secondary Momentum Filter → Regression_Slope</code>&nbsp;for additional signal quality. These filters reduce trade frequency but improve signal quality significantly in trending conditions. ⚠ IMPORTANT RISK DISCLOSURETrading foreign exchange, contracts for difference (CFDs), commodities, and other leveraged financial instruments carries a&nbsp;high level of risk&nbsp;and may not be suitable for all investors.&nbsp;The use of automated trading software, including KNN Nexus, does not eliminate this risk and may introduce additional risks including, but not limited to, technical failure, connectivity loss, platform errors, and unexpected market conditions.KNN Nexus is provided strictly as a&nbsp;software tool. It is&nbsp;not financial advice, investment advice, or a recommendation to buy or sell any financial instrument. The author makes no representations or warranties regarding the profitability, accuracy, or suitability of this robot for any particular purpose or individual circumstance.Past performance — whether from backtesting or live forward-testing — is not indicative of future results.&nbsp;Backtested results are inherently subject to curve-fitting, look-ahead bias, and idealised execution assumptions that may not reflect real-world slippage, spread widening, or broker-specific conditions.You are solely responsible for all trading decisions made using this software.&nbsp;Never trade with capital you cannot afford to lose.&nbsp;Always test on a demo account before risking real funds. Consult a licensed financial adviser before making any investment decision.By using KNN Nexus, you acknowledge that you have read and understood this disclaimer and accept full responsibility for any trading outcomes.

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 重要な注意事項：推奨使用法
 推奨最低資本 USD 500。トレンド市場に最適で、&nbsp;5分足タイムフレームに適しています。主に&nbsp;XAGUSD（銀）&nbsp;向けに設計されています。EMAおよび回帰傾斜フィルターは、乱高下し低ボラティリティのレンジ環境でのシグナルを最小化/抑制するのに役立ちます。
 
 
 
 KNN機械学習ハイブリッドシルバークロード&nbsp;cTrader用の完全自動取引ロボットで、カスタムの&nbsp;K-Nearest Neighbours（KNN）機械学習エンジンを搭載しています。固定されたインジケーターのクロスオーバーに依存する代わりに、複数期間のRSIと移動平均偏差指標からローリング特徴空間を構築し、PCAスタイルの次元圧縮を適用し、ガウスカーネル加重確率投票を使用して次の価格変動が強気か弱気かを評価します。
 
 
 
 標準的なインジケーターボットと何が違うのか？
 ほとんどのボットは2本のラインが交差したときにシグナルを発します。KNN Nexusは、現在の市場の特徴プロファイルが過去の利益をもたらした動きに先行した特徴プロファイルに非常に似ている場合、かつその類似した過去のバーの確率重みが設定可能な閾値を超える場合にのみシグナルを発します。これにより、シグナルは決定論的なルールベースではなく、確率的でデータ駆動型の基盤を持ちます。
 
 
 
 コア機能セット
 機械学習コア —&nbsp;設定可能なK、ウィンドウサイズ、確率閾値を持つローリングKNN推論。特徴空間にはzスコア化されたRSI（3期間）、MA偏差（3期間）、RSIシグナル距離が含まれ、3つの主成分に圧縮されます。
 
 
 
 エントリーフィルター —&nbsp;オプションのEMAトレンドフィルターと線形回帰傾斜フィルターがすべてのシグナルをゲートします。両方は独立して切り替え可能で、確認されたトレンド条件でのみ取引を行うことを保証します。
 
 
 
 動的リスク管理 —&nbsp;ATRベースの初期SL/TP。オプションの3段階動的ストップ進行：フェーズ1（生SL）→フェーズ2（損益分岐点トリガー）→フェーズ3（シャンデリアトレーリングストップ、オープンエンドの利益確保のためのTP削除オプション付き）。
 
 
 
 脅威検出エンジン —&nbsp;バーごとに4つのリアルタイム脅威シグナルを評価：SL接近、KNNモメンタム反転、EMA反転、回帰傾斜反転。設定可能な数の脅威が同時に発生すると、Telegramで通知し、自動的にSLを損益分岐点に引き締めることができます。
 
 
 
 TP拡張 —&nbsp;強力なKNN信頼度、EMA整合性、傾斜整合性、および十分な価格進行がすべて一致すると、利益確定は自動的に1ATRステップ拡張されます。無制限のTP追跡を防ぐために設定可能な最大拡張数で制限されています。
 
 
 
 段階的ポジションサイズ調整 —&nbsp;口座残高が設定可能な段階の閾値を超えるごとにロットサイズが段階的に増加します。長期資本を保護するためにハードキャップされています。
 
 
 
 Telegramインテリジェンス —&nbsp;取引開始（エントリーロジックの内訳付き）、取引終了、脅威アラート、TP拡張、およびGMT+8の深夜に日次損益概要のリアルタイム通知。
 
 
 
 デフォルトパラメータはバランスの取れた出発点を表します。ユーザーは実際の資金を投入する前に、必ず&nbsp;デモアカウント&nbsp;で独自のバックテストおよびフォワードテストを行うことを強く推奨します。ATR乗数、確率閾値、ウィンドウサイズの小さな調整で動作が大きく変わる可能性があります。
 
 
 セットアップガイド - 作業手順
 
 
 
 インストール＆コンパイル
 
 
 
 Telegramの設定（任意だが推奨）
 @BotFatherを通じてTelegramボットを作成し、@BotFather&nbsp;Bot Tokenを取得します。グループまたはチャンネルの&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Chat ID</code>を取得します。両方を&nbsp;Telegram Notifications&nbsp;パラメーターグループに貼り付けます。&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Enable Telegram Alerts = true</code>に設定してください。
 
 
 
 取引銘柄とタイムフレームの選択
 ボットをチャートにアタッチします。推奨開始点：&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">XAGUSD M5</code>。非常に流動性の低い銘柄やM5未満のタイムフレームへのアタッチは避けてください。
 
 
 
 リスクパラメーターの設定
 口座サイズに応じて&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Base Lot Size</code>を設定します。目安として、残高200～300ドルあたり&nbsp;<a href="https://0.01"><code spellcheck="false" style="white-space: pre-wrap;">0.01</code></a><code spellcheck="false" style="white-space: pre-wrap;">ロットを使用します。ボットの動作に慣れてからのみ&nbsp;</code><code spellcheck="false" style="white-space: pre-wrap;">Tiered Sizing</code>を有効にしてください。十分なライブデータが得られるまで、&nbsp;<a href="https://0.05">0.05</a>ロットのハードキャップは維持してください。
 
 
 
 フィルターの設定
 最初の数週間のライブ取引では&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Strict EMA Trend Filter = true</code>を維持してください。追加のシグナル品質向上のために&nbsp;<code spellcheck="false" style="white-space: pre-wrap;">Secondary Momentum Filter → Regression_Slope</code>を有効にします。これらのフィルターは取引頻度を減らしますが、トレンド条件下でシグナル品質を大幅に向上させます。
 
 
 
 ⚠ 重要なリスク開示
 外国為替、差金決済取引（CFD）、商品、その他のレバレッジ金融商品を取引することは高リスクを伴い、すべての投資家に適しているわけではありません。&nbsp;KNN Nexusを含む自動取引ソフトウェアの使用はこのリスクを排除せず、技術的な故障、接続喪失、プラットフォームエラー、予期せぬ市場状況などの追加リスクをもたらす可能性があります。
 KNN Nexusは厳密に&nbsp;ソフトウェアツールとして提供されています。これは&nbsp;金融アドバイス、投資アドバイス、または金融商品の売買推奨ではありません。著者はこのロボットの収益性、正確性、特定の目的や個別の状況への適合性について一切の表明または保証を行いません。
 過去のパフォーマンス（バックテストまたはライブフォワードテストからのもの）は将来の結果を示唆するものではありません。&nbsp;バックテスト結果はカーブフィッティング、先見バイアス、理想化された実行前提に影響されやすく、実際のスリッページ、スプレッド拡大、ブローカー固有の条件を反映しない場合があります。
 このソフトウェアを使用したすべての取引決定はあなた自身の責任です。&nbsp;失っても構わない資金でのみ取引してください。&nbsp;実際の資金をリスクにさらす前に必ずデモアカウントでテストしてください。投資判断を行う前に必ず認可された金融アドバイザーに相談してください。
 KNN Nexusを使用することにより、あなたはこの免責事項を読み理解し、取引結果に対する全責任を負うことに同意したものとみなされます。
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KNN machine-learning robot with threat detection, dynamic TP extension, Chandelier trailing stop, and Telegram alerts.

KNN Machine Learning Hybrid Silver Claude is an automated trading robot designed for the cTrader platform, primarily targeting the XAGUSD (Silver) market on 5-minute timeframes. It employs a custom K-Nearest Neighbours (KNN) machine learning engine that analyzes a rolling feature space composed of multi-period RSI and moving-average deviation metrics, compressed via principal component analysis. The bot generates trade signals based on probabilistic similarity to historically profitable market conditions rather than fixed indicator crossovers.

Key features include optional EMA and linear regression slope filters to confirm trending market conditions, ATR-based dynamic risk management with multi-phase stop loss progression including a Chandelier trailing stop, and a threat detection engine that monitors real-time risk factors to trigger alerts and automatic stop loss adjustments via Telegram. The take profit level can be dynamically extended based on combined confidence indicators, with configurable limits to control risk. Position sizing adjusts in tiers according to account balance, capped to preserve equity.

The bot supports market and stop order types and provides real-time Telegram notifications for trade events, threat alerts, and daily performance summaries. It is recommended for use with a minimum equity of USD 500 and is best suited for trending markets. Users should conduct thorough backtesting and demo testing before live deployment.

Signal

Commodities

KNN Machine Learning Hybrid Silver Claude

RatuAlgo

KNN Nexus Silver — AI-Powered Trading Bot for XAGUSD | cTrader

KNN Nexus Silver is a fully automated trading robot built on K-Nearest Neighbours machine learning — designed exclusively for XAGUSD on the M5 timeframe in cTrader.
Unlike conventional bots that follow fixed rules, KNN Nexus learns from historical market patterns and executes only when the probability of success crosses a data-driven threshold.

KNN Nexus XAGUSD Hybrid Trading Bot

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Heikin Horizon Pro: The Ultimate Gold (XAUUSD) Stacking Strategy

Drawdown Guard

Daily Loss Limit

Take Profit (TP) Manager

Heikin Horizon Pro

AlgoXP1

Stop guessing the trend and start trading with precision. In this video, we dive deep into the Heikin Horizon Pro cBot—a sophisticated algorithmic trading solution designed to filter market noise and capitalize on massive momentum using a unique "Trend Stacking" mechanism.

Product Link :
CTrader Profile Link :
CTrader Affiliate Link :

Whether you are a scalper or a trend follower, see how this bot uses Heikin Ashi smoothed logic combined with a 60-EMA filter to find high-probability entries on Gold (XAUUSD).

🔍 What You’ll Learn in This Video:
Heikin Ashi Logic: How the bot filters out "fake" candles to keep you in the right direction.

The Stacking Secret: How to safely scale into winning trades to maximize profit.

Spread Protection: See the bot automatically block trades during high-volatility spread spikes.

USD-Based Risk Management: How to set a hard "Dollar Limit" for your Stop Loss and Take Profit across all open trades.

Live Backtest Results: Reviewing the performance on XAUUSD with 1:1000 leverage.

⚙️ Key Bot Features:
✅ Smart Trend Filter: 58-Period EMA integration.
✅ Dynamic HUD: Real-time dashboard showing Net PnL, Daily PnL, and Spread.
✅ Session Control: Trade only during New York or London liquidity.
✅ Global Kill-Switch: Automatic account protection if profit or loss targets are hit.

📥 Download & Resources:
Get Heikin Horizon Pro:

Recommended Broker (High Leverage): Deriv Broker

Telegram :

🚫 Disclaimer:
Trading Foreign Exchange (Forex) and Gold (XAUUSD) on margin carries a high level of risk and may not be suitable for all investors. The high degree of leverage can work against you as well as for you. Before deciding to invest in foreign exchange, you should carefully consider your investment objectives, level of experience, and risk appetite.

The software (Heikin Horizon Pro) and information provided in this video are for educational and illustrative purposes only. Past performance is not indicative of future results. No "Holy Grail" or "Guaranteed Profit" exists in trading. Always test any algorithmic strategy on a Demo account before risking live capital. Use of this bot is at your own risk.

#cTrader #ForexTrading #XAUUSD #TradingBot #AlgoTrading #HeikinAshi #GoldStrategy #ForexStrategy #PassiveIncome #TradingSoftware #AlgoXP

BreakoutFollow Trend: Institutional Trend Expansion Engine for cTrader .

Volume

Risk/Reward 

Breaker Block

High Frequency

Position Sizer

Breakout Follow Trend PRO

8 strategies, 6 markets. +37.30% in 12M at -7.42% max DD (cTrader tick data). No grid, no martingale.

Fixed Risk %

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VPS Recommended

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realbacktesting Olympus Zeus

realbacktesting

A complete walkthrough of Olympus Zeus, a multi-strategy cBot for cTrader: what's inside, how to configure it, and how to reproduce its published backtest on your own platform — step by step.

▶ Free backtest edition (reproduce it before you pay):
▶ Paid edition on the cTrader Store:
▶ Product page, report and parameter guide:

WHAT THE BACKTEST SHOWS
cTrader backtest on Skilling tick data, 1 Sep 2025 – 31 Aug 2026, €10,000 starting capital, default preset (Aggressive), broker spread, commission and swaps included:
• Return: +37.30% · Max equity drawdown: 7.42%
• Profit factor per trade: 1.59 · 328 trades · 48.8% winning trades
• 8 of 12 months closed positive
It is one 12-month run on one broker's data. Your broker's costs and execution will change the numbers — that is why the free edition exists.

WHAT'S INSIDE
8 strategies across 6 markets in a single cBot: EUR/USD, NZD/USD, DAX 40, GBP/USD, Gold and EUR/JPY. Each strategy has its own on/off switch, risk and direction. A 5% daily-loss guard and a 20% maximum-drawdown guard are on by default and adjustable; 5 risk presets set how hard it trades.

WHAT IT DOES NOT DO
• It is not designed for prop-firm evaluation rules (prop-firm mode is off by default). For FTMO-style accounts, see our Guardian, Balanced and Edge cBots.
• It does not average down, use a grid or martingale.
• It does not promise future returns: the figures above are a historical backtest.

CHAPTERS
0:00 Intro — Meet the Olympus Series
0:14 Inspect the evidence
0:57 Configure it
1:23 Reproduce it in cTrader
2:41 Check the published report
3:08 Get Olympus Zeus

Questions: support@realbacktesting.com · Discord:
More cBots:

Trading involves substantial risk of loss and is not suitable for every investor. Past performance and backtested results do not guarantee future results. realbacktesting sells software, not investment advice or account management.
Music: original composition by realbacktesting (built with royalty-free Apple Loops). Sound effects: synthesised in-house.

#cTrader #cBot #algotrading #backtesting #OlympusSeries

KNN Nexus XAGUSD Hybrid Trading Bot

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