Mastering QClaw Memory: How AI Learns Your Preferences
Introduction
The best assistant isn't just powerfulβit's personal. QClaw's Memory System enables your AI agent to learn your preferences, habits, and work style over time, becoming increasingly helpful with every interaction.
This guide explains how Memory works, what it learns, and how to manage it for the best experience.
Experience personalized AI: https://qclawsg.qq.com
Understanding QClaw Memory
What is Memory?
QClaw Memory is a sophisticated system that captures and utilizes information about you:
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β QClaw Memory System β
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β β
β βββββββββββββββ βββββββββββββββ βββββββββββββββ β
β β Session ββββββΆβ Short-Term ββββββΆβ Long-Term β β
β β Memory β β Memory β β Memory β β
β βββββββββββββββ βββββββββββββββ βββββββββββββββ β
β β β β β
β βΌ βΌ βΌ β
β Current task Recent context Your profile β
β Active work Last 10 exchanges Learned preferences β
β β
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Memory Layers
| Layer | Duration | Content | Example |
|---|---|---|---|
| Session | Current task | Active context | Current project details |
| Short-Term | Last hour | Recent exchanges | "You asked about budget templates earlier" |
| Long-Term | Persistent | Learned preferences | "You prefer concise email drafts" |
What QClaw Remembers
1. Personal Preferences
Communication Style:
| Preference | What QClaw Learns | Example |
|---|---|---|
| Tone | Formal/casual | "You prefer professional but friendly" |
| Length | Brief/detailed | "Concise responses work best" |
| Format | Bullet/prose | "Use bullet points for lists" |
Example Memory Entry:
Preference: Communication Style
Observed: User uses short sentences
Learned: User prefers concise, direct communication
Confidence: 85%
Last Updated: April 28, 2026
2. Work Patterns
Habits and Routines:
| Pattern | What QClaw Learns | Example |
|---|---|---|
| Work Hours | When you're active | "Most productive 9 AM - 12 PM" |
| Response Times | How quickly you reply | "Usually responds within 2 hours" |
| Peak Productivity | Best work times | "Complex tasks better in mornings" |
Example Memory Entry:
Pattern: Work Schedule
Observed: Task submissions consistently around 5 PM
Learned: User prefers evening task completion
Confidence: 92%
Last Updated: April 27, 2026
3. Project Context
Ongoing Work:
| Context | What QClaw Remembers | Example |
|---|---|---|
| Active Projects | Current initiatives | "Working on Q2 marketing campaign" |
| Recent Decisions | Choices made | "Decided on blue color scheme" |
| Stakeholders | People involved | "Marketing lead is Sarah" |
Example Memory Entry:
Project: Q2 Marketing Campaign
Status: Active
Key Details:
β’ Launch date: May 15, 2026
β’ Primary channel: Social media
β’ Budget: $50,000
β’ Stakeholders: Sarah (lead), Marketing team
Last Updated: April 29, 2026
4. File and Data Organization
Personal Systems:
| Category | What QClaw Learns | Example |
|---|---|---|
| Naming Conventions | How you name files | "Use dates as YYYY-MM-DD" |
| Folder Structure | How you organize | "Projects by client, then by year" |
| Important Locations | Key folders | "All drafts in Documents/Drafts" |
Example Memory Entry:
File Organization: Projects
Structure: Client Name > Year > Project Type
Naming: YYYY-MM-DD_description
Important: Always backup before major changes
Confidence: 88%
Last Updated: April 25, 2026
How Memory Works
Learning Process
Step 1: Observation
You: "For our marketing team, use the blue branding we decided on"
QClaw notes: Brand color preference established
Step 2: Pattern Recognition
You: "Same blue for the product launch email"
QClaw recognizes: Blue branding applies to all marketing materials
Step 3: Generalization
You: "Create the investor presentation template"
QClaw applies: Blue branding + Marketing folder structure +
Professional tone + Recent stakeholder names
Memory Activation
When QClaw Uses Memory:
| Situation | Memory Used | Example |
|---|---|---|
| New task in active project | Project context | "Continuing your Q2 campaign..." |
| Recurring request | Learned pattern | "Like last time, I'll summarize..." |
| Preference-relevant | User style | "I'll keep this brief as you prefer" |
| Pattern mismatch | Anomaly detection | "This differs from your usual..." |
Memory Examples in Action
Example 1: Email Composition
Without Memory:
You: "Help me draft an email to the team"
QClaw: "I'd be happy to help. What would you like to say?"
With Memory:
You: "Help me draft an email to the team"
QClaw: "Sure! Drafting to the team about the Q2 campaign update.
Based on your preferences:
β’ Professional but friendly tone
β’ Under 200 words
β’ Include action items at the end
[Email draft generated]
Shall I adjust the length or add anything specific?"
Example 2: File Organization
Without Memory:
You: "Organize my downloads folder"
QClaw: "I'll organize your downloads. How would you like them sorted?"
With Memory:
You: "Organize my downloads folder"
QClaw: "Organizing downloads now!
Applying your organization style:
β’ Documents β Documents folder
β’ Images β Pictures folder
β’ Archives β Archives subfolder
β’ Recent (7 days) β Keep in Downloads
I'll also rename files using YYYY-MM-DD format per your preference.
[Organization complete]
Example 3: Meeting Preparation
Without Memory:
You: "Prepare for my meeting with Sarah"
QClaw: "I don't have context about this meeting. What would you like?"
With Memory:
You: "Prepare for my meeting with Sarah"
QClaw: "Preparing for your meeting with Sarah (Marketing Lead).
Based on our conversations:
β’ Q2 Campaign is the main focus
β’ Budget discussion expected
β’ Sarah prefers data-backed recommendations
I can:
1. Summarize recent campaign metrics
2. Pull up the project timeline
3. Draft agenda points
4. Prepare relevant files
What would be most helpful?"
Managing Your Memory
Viewing Memory
Check What QClaw Knows:
You: "What do you remember about me?"
QClaw: "Here's what I've learned about you:
PERSONAL PREFERENCES:
β Communication: Concise, professional
β Email length: Under 200 words
β Meeting prep: Data-focused
WORK PATTERNS:
β Most productive: Mornings (9 AM - 12 PM)
β Task style: Batched by project
β File naming: YYYY-MM-DD format
ACTIVE PROJECTS:
β Q2 Marketing Campaign (with Sarah)
β Product Launch - May 15
β Client Presentation - June 1
Want me to review or update any of these?"
Editing Memory
Update Specific Information:
You: "Actually, I prefer longer emails for external stakeholders"
QClaw: "Updated!
Email Length Preference:
β’ Internal: Concise (<200 words)
β’ External: Detailed (300-500 words)
I'll apply the appropriate length based on the recipient."
Add New Information:
You: "My manager is Michael Chen, and he prefers brief updates"
QClaw: "Got it! I've added:
Manager: Michael Chen
Preference: Brief updates only
Context: Reports directly to Michael
I'll adjust my communication style for Michael accordingly."
Deleting Memory
Remove Specific Memories:
You: "Forget what I told you about my salary"
QClaw: "Deleted. I've removed all information about salary from my memory.
Note: If this topic comes up again, I won't have that context.
If you'd like to set a new preference for discussing compensation, let me know."
Clear All Memory:
You: "Clear all my memory data"
QClaw: "This will reset all learned preferences and context.
What will be cleared:
β’ Personal preferences
β’ Work patterns
β’ Project history
β’ File organization style
What will be kept:
β’ Security settings
β’ Account information
β’ Installed integrations
To confirm, please say: "Yes, clear all memory"
Privacy and Control
Your Data, Your Rules
| Control | Description |
|---|---|
| View Memory | See exactly what QClaw knows |
| Edit Memory | Update or correct information |
| Delete Memory | Remove specific or all data |
| Disable Memory | Turn off learning temporarily |
| Export Data | Get a copy of your data |
Memory Settings
Configure Memory Behavior:
Settings β Memory β Configuration
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β Memory Settings β
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β β
β Learning: [Enabled βΎ] β
β How much QClaw learns from you β
β β
β Memory Access: [Ask before using βΎ] β
β When QClaw references your memory β
β β
β Auto-delete after: [1 year βΎ] β
β Automatically remove old memories β
β β
β [View All Memories] [Export Data] [Clear All] β
β β
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Learning Levels
| Level | What QClaw Learns | Best For |
|---|---|---|
| Minimal | Task outcomes only | High privacy needs |
| Balanced | Preferences + patterns | Most users |
| Full | Everything possible | Power users |
Best Practices
Getting the Most from Memory
DO:
- β Be explicit about important preferences early
- β Correct QClaw when it misinterprets
- β Share context about ongoing projects
- β Review memory periodically
- β Update when things change
DON'T:
- β Share sensitive personal information unnecessarily
- β Assume QClaw remembers everything perfectly
- β Ignore incorrect memoryβfix it
- β Share credentials or passwords
Privacy Tips
- Start with Basics: Let QClaw learn communication style first
- Add Context Gradually: Build project knowledge over time
- Review Regularly: Check memory monthly
- Delete Unnecessary: Remove info you don't need remembered
Memory and Security
Protected Information
QClaw is designed to be careful with sensitive data:
| Category | Default Behavior | User Control |
|---|---|---|
| Financial | Minimal learning | Full delete |
| Health | No learning | Complete exclusion |
| Credentials | Never stored | Always blocked |
| Personal ID | Not learned | Protected |
Security Measures
Automatic Protections:
β’ Credentials never enter memory
β’ Financial specifics require confirmation
β’ Personal identifiers protected
β’ External sharing never occurs
Success Stories
From Users
Marcus, Project Manager:
"After a month with QClaw, it knows my project structure, stakeholder preferences, and even how I like my status updates formatted. It's like having an EA who's been with me for years."
Sarah, Content Creator:
"QClaw remembers my brand guidelines, writing style, and client preferences. When I start a new project, it already knows half the context. Game changer for productivity."
David, Developer:
"I was worried about privacy, but the memory controls are excellent. QClaw knows my code style and project patterns without me sharing anything sensitive. The delete feature is there if needed."
Troubleshooting
Memory Not Working?
Check:
- Is Memory enabled in settings?
- Have you used QClaw enough for learning?
- Is the information relevant to tasks?
- Have you recently cleared memory?
Common Fixes:
If QClaw forgets:
You: "Remember that I prefer bullet points"
QClaw: "Got it! I'll use bullet points going forward."
If QClaw misremembers:
You: "That's not quite right, I actually prefer [corrected info]"
QClaw: "Corrected! Thank you for the update."
Frequently Asked Questions
Q: How long does it take for QClaw to learn my preferences?
A: Basic preferences form in 1-2 weeks. Deep understanding develops over 1-2 months of regular use.
Q: Can I export my memory data?
A: Yes. Settings β Memory β Export Data. You'll receive a JSON file with all stored information.
Q: What happens to memory if I uninstall QClaw?
A: Memory is stored locally and deleted with the app. To keep memory, use the backup feature first.
Q: Can QClaw share my memory with others?
A: Never. Memory is private to your account and never shared.
Q: How do I prevent QClaw from learning something?
A: Disable Memory in settings, or explicitly tell QClaw to not remember specific information.
Getting Started
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Start your personalized AI journey: https://qclawsg.qq.com
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