Backtesting & Monitoring

Backtesting is one of the core safeguards in the Orien product model.

Why Backtesting Matters

Orien is explicitly designed to move away from fragile prompt-only trading. Backtesting is part of that philosophy:

validate strategy behavior before live deployment
inspect strategy traces over historical periods
compare factor combinations and parameter choices
reduce reliance on intuition alone

How Backtest Mode Works

In backtest mode, the agent:

loads historical K-line data
replays the strategy one cycle at a time
applies the same runtime concepts used in deployment
records actions, trades, positions, and summary metrics

What You Can Inspect

The platform can surface:

K-line charts with trade markers
PnL evolution
win rate and drawdown
Sharpe-like performance indicators
cycle-by-cycle reasoning traces

Monitoring Pipeline Agents

Monitoring is not only for backtests. For pipeline agents, the same mindset continues in production:

inspect cycle output
track trade execution
observe position drift
review runtime status
identify risk rejections and abnormal behavior

This is part of the value of the second layer of the architecture. Autonomous agents should not be opaque.