skills/smithery.ai/prediction-outcome-recording

prediction-outcome-recording

Installation
SKILL.md

Prediction Outcome Recording Pattern

Experiment Overview

Item Details
Date 2024-12-29
Goal Complete the prediction lifecycle by recording outcomes when positions close
Environment live_trader.py, prediction_metrics.py, db_manager.py
Status Success

Context

The system was logging predictions when positions opened but never recording outcomes when positions closed. This broke:

  • Accuracy calculations (no outcomes to compare against)
  • Model evaluation (can't measure prediction quality)
  • Retraining decisions (no performance data)

Root cause: Predictions were being made and logged, but no code existed to update them with actual results.

Installs
1
First Seen
Apr 13, 2026