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reflect-performance-review

Reflect, Evaluate, Fine-tune, Learn, Evolve, Correct, Transform — nightly automated performance review

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# REFLECT — Reflect, Evaluate, Fine-tune, Learn, Evolve, Correct, Transform

Nightly automated performance review engine. APEX runs all day — REFLECT reviews every trade at night, computing metrics, detecting patterns, and producing data-driven improvement recommendations.

## Architecture

```
trades.jsonl → ReflectEngine.compute() → ReflectMetrics → ReflectReporter.generate() → report.md
```

1. **Load**: Read trade log from `data/cli/trades.jsonl`
2. **Pair**: FIFO round-trip matching (buys to sells per instrument)
3. **Compute**: Win rate, PF, FDR, holding periods, direction analysis, monster dependency
4. **Recommend**: Rule-based recommendations from metrics