Hossein Assgary @AssgaryHossein
š§ Algo Trading | Prop & Crypto š¤ AI Automation (Python, MQL5) š¼ Open to investors & partners š https://t.co/qJMo7gTx2U Joined October 2018-
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šØ Trading ML pitfall: Your model may predict noise instead of signals. ā Overfitting ā Volatility ā signal ā Backtests pass, live fails Edge = filtering noise ā seeing patterns. #AlgoTrading #Quant #ML
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Adding type hints in Python isnāt just about cleaner code ā it actively reduces bugs and makes trading bots safer. In algo trading, one hidden bug can cost thousands. Clear types = fewer mistakes = more capital preserved. š¹ Do you use type hints in your bots? #Python
Messy dicts š vs. Clean dataclasses ā Trading bots need configs that are: Clear Validated Flexible Maintainable Thatās why I ditched messy dicts for Python dataclasses. My configs are now self-documenting & way less error-prone. Do you still use dicts or switched already?
š¹Async in Python In trading bots, waiting for API calls = losing money šø. With asyncio + aiohttp: ā Handle multiple feeds in parallel ā Keep bot responsive ā Cut down slippage In algo trading, every ms = saved capital. #Python #AsyncProgramming #APIs #PythonTips
Messy code = hidden costs. In trading bots, readability isnāt just ānice to haveā ā it saves money. Why clean code matters Faster debugging live Safer scaling & adaptation Easier handover for teams/investors Fewer costly mistakes under stress #Python #AlgoTrading
I design trading systems for 4 types of clients: 1- Prop Firmsā pass challenges (low DD, consistent risk) 2- Individual Tradersā safe, steady growth 3- Fund Managers āscalable + transparent 4- Capital Allocatorsā proven results + trust Each group needs something different.
I used to rush. ā” Scale too fast ā” Deploy untested systems ā” Chase quick wins Result? Burned accounts. Now I: ā Validate first ā Scale slowly ā Add investor capital only after consistency Fastest progress = when you stop rushing. #TradingMindset #AlgoTrading
Slippage = hidden cost in trading ā” In crypto itās worse (low liquidity, fast moves). How I manage it in bots: Pre-trade liquidity checks Fast execution Dynamic sizing Cancel/retry if slippage > X% You canāt avoid it. But you can control it. #CryptoBots #RiskManagement
APIs fail. Exchanges lag. Price feeds go down. If your trading bot relies on one source ā youāre exposed. Thatās why I built fallback logic Multi-feed (Helius ā Birdeye ā Jupiter) Real-time switching Logged for transparency Small detail. Huge difference. #AlgoTrading
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