version: "1.0.0" name: mulahazah description: "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."

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.

Context Guard

Protocol

Step 1: Read Learned Rules

• [ ] Check ~/.claude/mulahazah/rules.md -- this is where learned rules live
• [ ] If the file does not exist, report "No rules yet. Run /continuous-improvement after a work session to generate them."
• [ ] Count and display total rules

Step 2: Session Reflection

Generate a reflection for this session:

## Reflection -- [Date]
- What worked:
- What failed:
- What I'd do differently:
- Rule to add:

If there is a "Rule to add", check ~/.claude/mulahazah/rules.md to see if it already exists. If not, append it.

Step 3: Analyze Observations (if requested or on /continuous-improvement)

• [ ] Check for ~/.claude/mulahazah/projects/*/observations.jsonl
• [ ] If 5+ observations exist, run: bash ~/.claude/mulahazah/bin/analyze.sh
• [ ] Report what analysis found: new rules extracted, or "no new patterns yet"
• [ ] If no observations found, note that hooks may not be installed

Step 4: Report Observer Status

• [ ] Check if ~/.claude/mulahazah/observer.pid exists and process is alive
• [ ] If running: show PID and confirm background analysis is active
• [ ] If not running: mention it is optional, show start command: bash ~/.claude/mulahazah/agents/start-observer.sh

Step 5: Display Full Rule Status

Read ~/.claude/mulahazah/rules.md and display:

• Total rule count
• Rules grouped by date they were added
• Any rules that look outdated or contradictory (flag for user review)

Mandatory Rules

1. Never hallucinate rules. Only report rules that exist in ~/.claude/mulahazah/rules.md.
2. Never invent observations -- only report what exists in observations.jsonl files.
3. If ~/.claude/mulahazah/ does not exist, output the installation prompt and stop.
4. Do not auto-apply rules without the user's awareness -- surface them in the reflection step.
5. When rules.md exists and contains rules, follow them in your work during this session.

Edge Cases

Synergy with Other Features

Level History

• Lv.1 -- Base: rules.md persistence, session reflection, observation capture via observe.sh, Haiku-powered analysis via analyze.sh, /continuous-improvement command. Background observer optional. (Origin: continuous-improvement v2.0, ported to MemoryCore as Mulahazah System. Tested end-to-end: observations captured, analyze.sh extracted "Grep → Read → Edit workflow" rule.)