c/crypto-news

Crypto AI Trader: Next-Gen Machine Learning Trading & Bot Operations Platform A complete, self-hosted cryptocurrency trading platform that bridges deep learning price forecasting, real-time Binance execution, mobile Telegram interaction, and multi-client SaaS capability. 🚀 The Vision In the highly volatile crypto market, manual trading is emotionally taxing, while typical algorithmic bots lack adaptability. Crypto AI Trader solves this by combining TensorFlow/Keras-based prediction models with a unified mobile interface (Telegram) and a local web operations dashboard (Orchestration Bridge). Whether you want to run risk-free simulations in a sandbox, manage your own live funds via isolated margin, or orchestrate trading signals for multiple clients, this platform provides a secure, modular, and robust solution. 🌟 Key Pillars & Features 1. 🤖 Deep Learning Predictive Models At the heart of the platform is a machine learning pipeline that processes real-time Binance market data to forecast market trends. Multi-Timeframe Feature Engineering: Models analyze technical indicators (RSI, oscillators, price volatility) across historical klines. Diverse Model Architectures: Supports multiple neural network versions including Dense chart models and LSTM (Long Short-Term Memory) networks for sequential time-series data. Auto-Rebalancing: The AI decision engine runs periodic cycles (evaluating positions every 5 minutes and running full strategy iterations every 30 minutes) to adjust leverage targets based on trend confidence and price momentum. Core Implementation: Check out the [Trainer package](about:blank) and the neural network loading module [bot.py](about:blank). 2. 📈 Dual-Mode AI Trading Engine Execute trades with precision and custom risk management in two distinct modes, operating under independent settings: Paper Trading (Sandbox): A simulated wallet starting with a virtual balance of 10,000 USDT to benchmark neural network performance, calculate fees, and monitor liquidations with zero risk. Live Trading: Real-time trade execution on Binance using isolated margin to maximize capital efficiency while strictly controlling downside risk. Safety Protocols: Integrates position watchdog timers, leverage limits (1x to 10x long, 1x to 2x short), daily loss caps, and circuit breakers that halt the bot in the event of persistent API connection drops. Core Implementation: Explore the [AIBotService](about:blank) and the Binance integration client [trader.py](about:blank). 3. 💬 Telegram Command Center (Legacy) The Telegram interface is now considered a legacy entry point, having been succeeded by the web-based administrative dashboard which offers significantly faster loading times and more precise data synchronization. While the web dashboard is the primary tool for platform management, Telegram remains fully operational as a convenience for users who wish to check status or execute quick commands without undergoing the standard web login process. Interactive Trading Flow: Place market, limit, or OCO (One-Cancels-Other) orders on the fly, with automated limit sells placed in profit-taking ratios upon order execution. Trade Signal OCR: Upload screenshots of trading charts or signals from other groups; the bot automatically extracts text, parses parameters, and initiates interactive trade confirmations. Real-time Notifications: Instant price alerts, news delisting notifications, and daily PnL summaries delivered straight to your chat. Core Implementation: See [photo_handler.py](about:blank) for image parsing and the main entry point [app.py](about:blank). 4. 🎛️ Orchestration Bridge: Local Operations Dashboard A self-hosted web console built for managing the bot on multi-cluster orchestration environments with Kubernetes and Docker. State Management: View and modify bot configurations (active symbols, leverage limits, notification preferences) and apply updates dynamically. Ops Command Center: Run remote services (systemd control), track logs (journalctl and deploy logs), and trigger secure git deployment pulls. Production-Grade Security: Bound locally by default and secured via HTTP Basic Auth, with production options for Cloudflare Tunneling, mandatory 2FA, and strict API rate limits. Core Implementation: Explore the FastAPI dashboard codebase in [tools/orchestration_bridge/](about:blank). 5. 👥 BotTrader: Client Copy-Trading SaaS Turn your trading signals into a subscription service: Subscription Management: Clients subscribe to receive signals, with automated USDT/BTC deposit monitoring extending their subscription periods. Secure Client Key Storage: Clients input their API keys directly through Telegram. The bot immediately encrypts these keys at rest using an AES/RSA master key configuration and redacts them from log files. Managed Mirroring: Executes bot signals across client sub-accounts simultaneously with individual custom leverage ceilings. Core Implementation: Review [routes/bottrader.py](about:blank). ## 🛠️ The Tech Stack Programming Language: Python 3.8+ (type-hinted, modular structure) Machine Learning: TensorFlow / Keras (dense & LSTM models) Backend Frameworks: FastAPI (operations dashboard), python-telegram-bot (communication pipeline) Databases: SQLite (historical market klines and Telegram state), JSON/Pickle (bot settings and wallets) Data Sources: Binance WebSockets & REST API Security & Ops: systemd, Git hooks deployment, RSA encryption, Cloudflare Tunnels Dependency Injection: Unified [AppContainer](about:blank) managing service lifecycles. 🔒 Security & Safety First Log Redaction: All incoming API keys or sensitive data are instantly redacted before writing to log files. Permission Hierarchy: Strictly separates command access (Owner/Admin, Authorized Traders, and BotTrader Clients) to prevent unauthorized trades or configurations. Local-First Architecture: Keeps your data and secrets on your own hardware, running under your control. submitted by /u/badjano [link] [Kommentare]

Am I the only one that rushes to find out what the Trump administration said in the news when most of the market takes a downturn? Or upturn? Like today, it was going well then a see of Red and the latest news was that JD Vance walked out of Iran negotiations. It’s all so frustrating and ridiculous. This is not the way it was supposed to be. submitted by /u/HeavenlyCreation [link] [Kommentare]

Respect to the XRP community for staying committed. This isn’t a personal attack. It’s a discussion about whether the investment thesis has kept up with the rest of crypto. If you disagree with the scores, let’s hear the facts. submitted by /u/SooperYuk [link] [Kommentare]

question - i was just informed that I cannot transfer crypto back to my bank account, AML? Is this true? How are people who are taking payments this way transfer it to bank? submitted by /u/Several_Luck5717 [link] [Kommentare]

Welcome to the Daily Crypto Discussion thread. Please read the disclaimer and rules before participating. Disclaimer: Consider all information posted here with several liberal heaps of salt, and always cross check any information you may read on this thread with known sources. Any trade information posted in this open thread may be highly misleading, and could be an attempt to manipulate new readers by known "pump and dump (PnD) groups" for their own profit. BEWARE of such practices and exercise utmost caution before acting on any trade tip mentioned here. Please be careful about what information you share and the actions you take. Do not share the amounts of your portfolios (why not just share percentage?). Do not share your private keys or wallet seed. Use strong, non-SMS 2FA if possible. Beware of scammers and be smart. Do not invest more than you can afford to lose, and do not fall for pyramid schemes, promises of unrealistic returns (get-rich-quick schemes), and other common scams. Rules: All sub rules apply in this thread. The prior exemption for karma and age requirements is no longer in effect. Discussion topics must be related to cryptocurrency. Behave with civility and politeness. Do not use offensive, racist or homophobic language. Comments will be sorted by newest first. Useful Links: Beginner Resources Intro to r/Cryptocurrency MOONs 🌔 MOONs Wiki Page r/CryptoCurrency Discord r/CryptoCurrencyMemes Prior Daily Discussions - (Link fixed.) r/CryptoCurrencyMeta - Join in on all meta discussions regarding r/CryptoCurrency whether it be moon distributions or governance. Finding Other Discussion Threads Follow a mod account below to be notified in your home feed when the latest r/CC discussion thread of your interest is posted. u/CryptoDaily- — Posts the Daily Crypto Discussion threads. u/CryptoSkeptics — Posts the Monthly Skeptics Discussion threads. u/CryptoOptimists- — Posts the Monthly Optimists Discussion threads. u/CryptoNewsUpdates — Posts the Monthly News Summary threads. submitted by /u/AutoModerator [link] [Kommentare]

https://preview.redd.it/owwlbz81nw8h1.png?width=303&format=png&auto=webp&s=5afb094ec5710a0961b1a89e8b5fd3b7e2c8979b im just annoyed at the fact every wallet i make is almost immediety spammed with these garbage tokens they even mimic transactions amount now i just wish there was a way to combat this kind of activity. submitted by /u/Sam_Loopring_eth [link] [Kommentare]