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mulahazah

MUST use when user says 'continuous-improvement', 'instinct status', 'what have you learned', 'show learned rules', 'mulahazah status', 'what patterns have you noticed', 'behavioral learning', 'show rules', or when user asks about session learning, accumulated rules, or patterns Claude has observed.

Feature/Mulahazah-System/SKILL.md

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Last checked
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Repository last updated
Oct 24, 2026
License
MIT

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# Mulahazah -- Behavioral Learning System
*The AI that remembers how you work.*

## Activation

When this skill activates, output:

`Mulahazah active -- reading learned rules for this project...`

Then execute the protocol below.

## Overview

Mulahazah is a passive observation layer built into your AI companion. It captures every tool call as structured data, analyzes patterns with Haiku, and writes actionable rules to `rules.md`. Those rules persist across sessions -- silently shaping how your AI works with you, without needing to be reminded each time.