Amplifier Learner Tools

Overview

The Learner Tools are 4 specialized learner engines that extract patterns from recipe execution feedback, enabling self-improving metacognitive recipes. Each learner logs executions and feedback, then learns patterns to provide actionable recommendations.

The 4 Learners

1. Decision Historian

Learn which decisions work best in specific contexts.

When to use: When your recipe makes strategic choices that affect outcomes

• Log context (situation parameters)
• Log decision (what you chose)
• Log outcome (what resulted)
• Get recommendations for future decisions in similar contexts