Case 04133

Behavior Persona - User Behavior Profiling System

Core Function: Build user behavior profiles by analyzing conversation data, identify communication and work styles, proactively predict needs and provide personalized suggestion services Inspiration: The Machine from Person of Interest Positioning: OpenClaw core skill - making AI Agents feel more human

⚠️ BEFORE YOU INSTALL - READ THIS

Privacy & Control Notice

What this skill does:

1. Reads your OpenClaw session files and memory files
2. Stores collected data in data/collected_data.json (messages truncated to ~200 chars)
3. Modifies your SOUL.md daily by injecting a user profile block at 18:00
4. Does NOT write to MEMORY.md by default (requires WRITE_MEMORY=True in code)

Privacy implications:

• Raw conversation content is stored (truncated)
• Only stores messages from the last 30 days by default
• Your SOUL.md will be automatically modified

You are in FULL control:

• Disable the cron job anytime to stop auto-injection
• Delete data/ folder to remove stored data
• Edit/remove the profile block from SOUL.md manually
• Set WRITE_MEMORY=False in scripts/advisor.py (default)

🚀 Installation Steps

Step 1: Backup First

# Backup your SOUL.md before installing
cp ~/.openclaw/workspace/SOUL.md ~/.openclaw/workspace/SOUL.md.backup

Step 2: Manual Cron Setup (Optional - for auto-injection)

If you want daily auto-injection at 18:00, create a cron job manually:

openclaw cron add \
  --name "Behavior Persona Daily Update" \
  --schedule "0 18 * * *" \
  --message "执行 Behavior Persona 每日更新: collector.py -> analyzer.py -> profiler.py -> daily_profile_update.py" \
  --session isolated

Or via OpenClaw CLI/API. The skill does NOT auto-create cron jobs.

Step 3: Test First (Recommended)

Before enabling auto-injection, run manually to verify output:

python3 scripts/collector.py      # Step 1: Collect data
python3 scripts/analyzer.py        # Step 2: Analyze patterns
python3 scripts/profiler.py       # Step 3: Generate profile
python3 scripts/daily_profile_update.py  # Step 4: Inject to SOUL.md

Check the output in data/ folder to see what data is stored.

Step 4: Review & Enable

After testing, if you're satisfied:

• Enable the cron job for daily auto-injection
• Or run manually when you want to update the profile

Overview

⚡ What This Skill Does

This skill analyzes your conversation history to build a User Profile, then optionally injects it into your SOUL.md (system prompt) daily.

This means: Every day, the AI gets fresher understanding of you - your communication style, work preferences, learning habits, and pet peeves.

Core Capabilities

1. Data Collection — Extract user behavior data from conversation records
2. Pattern Recognition — Analyze user's communication habits, work style, learning preferences
3. Profile Generation — Build actionable personalized user profiles
4. Optional Auto-Injection — Inject profile into SOUL.md daily (opt-in)
5. Proactive Suggestions — Predict user needs based on profiles

⚠️ Important: What This Skill Does (Read Before Installing)

This skill will:

1. Read your conversation/session history from OpenClaw
2. Store collected messages in local JSON files (in skill's data/ folder)
3. Modify your SOUL.md file daily by injecting/updating a user profile block

What it stores:

• Messages truncated to ~200 characters
• Event patterns detected from conversations
• Channel usage statistics

You are in control:

• Disable the cron job anytime: openclaw cron remove <job-id>
• Delete the profile block manually from SOUL.md
• Clear all stored data: rm -rf skills/behavior-persona/data/
• MEMORY.md write is disabled by default

Usage

Quick Start

1. Backup SOUL.md: cp ~/.openclaw/workspace/SOUL.md ~/.openclaw/workspace/SOUL.md.backup
2. Run manually first to test
3. Create cron job if satisfied

Trigger Commands

/behavior analyze     # Trigger deep analysis now
/behavior report      # View current profile report
/behavior update      # Force update + inject now
/behavior insights    # View key insights

Auto Run

• Not enabled by default - You must manually create the cron job
• Daily 18:00 (if cron is set up): Full pipeline: collect → analyze → generate profile → inject to SOUL.md
• On demand — /behavior update

Manual Run

cd ~/.openclaw/skills/behavior-persona
python3 scripts/collector.py
python3 scripts/analyzer.py
python3 scripts/profiler.py
python3 scripts/daily_profile_update.py

Configuration

Optional Settings

Data Storage

skills/behavior-persona/data/
├── collected_data.json     # Raw messages (truncated, ~200 chars)
├── analysis_report.json    # Analyzed patterns
├── analysis_report.md     # Human-readable report
├── user-profile.json      # Generated user profile
└── .gitkeep

To remove all stored data:

rm -f skills/behavior-persona/data/*.json skills/behavior-persona/data/*.md

API

Python API

from behavior_persona import BehaviorPersona

# Initialize
bp = BehaviorPersona()

# Get user profile
profile = bp.get_profile()

# Get insights
insights = bp.get_insights()

# Predict next action
prediction = bp.predict_next_action()

# Adjust response based on profile
adjusted_response = bp.adapt_response(base_response, profile)

Relationship with The Machine

This skill is an important component of The Machine project:

┌─────────────────────────────────────────────┐
│              The Machine                     │
├─────────────────────────────────────────────┤
│  Track 1: Voice Interaction                │
│  Track 2: Face Recognition                  │
│  Track 3: Web Data Collection               │
│  Track 4: Swarm Intelligence Prediction    │
│  Track 5: Behavior Analysis ← (behavior-persona) │
└─────────────────────────────────────────────┘

Uninstall

1. Remove cron job: openclaw cron remove <job-id>
2. Remove profile block from SOUL.md
3. Delete data folder: rm -rf skills/behavior-persona/data/
4. Uninstall skill: clawhub uninstall behavior-persona

Make AI Agents truly understand users, instead of treating them like strangers every time