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2026-07-17pythonmonitoringalertingtrading-botstatisticssignal-noise

Killing Alert Noise with Sigma

My bot watches a list of instruments during the day and pings my phone when something moves. The first version had the obvious rule: alert when any instrument moves more than a flat 3% from yesterday's close.

Rules Decide, LLMs Advise

When people hear I built a trading bot that uses LLMs, they always ask the same question: "so the AI decides what to buy?"

Building a Syariah-Compliant Crypto Swing Bot with an LLM Brain

Spot only. No leverage. 3:1 minimum reward-to-risk. A rules-based swing strategy across BTC, ETH and BNB — with an LLM making the final entry call. Here's what 9 years of backtests taught us and what the live bot looks like.