ml4t-live-trading

Installation
SKILL.md

Backtest-to-Live Deployment

Rewriting strategy logic for live trading introduces bugs and invalidates your backtest. The correct pattern is to reuse the exact Strategy class from backtesting - zero code changes between simulation and production.

The Problem

Teams often validate a strategy in backtest, then rewrite it for live trading. That rewrite changes rounding, timing, or position tracking and silently breaks the link to the validated backtest.

The Pattern

WRONG

# Separate live strategy - rewrites logic, diverges from backtest
class LiveMomentumTrader:
    def __init__(self, api_key):
        self.api = BrokerAPI(api_key)
Installs
17
Repository
ml4t/skills
GitHub Stars
39
First Seen
Sep 13, 2026