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Nov 6, 2025
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Update mem_production.md #185

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18 changes: 9 additions & 9 deletions content/en/overview/quick_start/mem_production.md
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Expand Up @@ -44,17 +44,17 @@ As a result:
**Example**:

```json
User: I want to go on a trip during the summer vacation. Can you recommend something?
AI: Sure! Will you be traveling alone or with family and friends?
User: Of course with kids. Our family always travels together.
AI: Got it. So, you travel with both kids and parents, right?
User: Yes, we usually bring the kids and elders—traveling as a whole family.
AI: Understood. I’ll recommend destinations suitable for family trips.
User: I’ve planned to travel to Guangzhou this summer. What chain hotels are available for accommodation?
Assistant: You can consider options like 7 Days Inn, All Seasons, Hilton, etc.
User: I’ll choose 7 Days Inn.
Assistant: Alright, feel free to ask me if you have any other questions.
```

```json
Memory: The user usually travels with the whole family (children and parents)
Metadata: timestamp=2025-06-10, source=Conversation A…
Fact Memory: The user has planned to travel to Guangzhou during the summer of 2024 and has chosen to stay at 7 Days Inn for accommodation.

Preference Memory: Preference for budget-friendly accommodations.
Reasoning: The user's choice of 7 Days Inn over other options like Hilton suggests a potential preference for more budget-friendly accommodations. 7 Days Inn is known for being an economical option compared to Hilton, which is a higher-end hotel chain. This choice indicates that the user might prioritize cost-effectiveness in their accommodation decisions.
```

> For you, this means: as long as you store raw conversations, you don’t need to write your own “keyword extraction” or “intent recognition” logic—you can directly obtain reusable long-term user preferences.
Expand All @@ -75,7 +75,7 @@ In MemOS, **memory production** is the full process of converting raw input into
Learn more about MemOS core capabilities:

- [Memory Scheduling](/overview/quick_start/mem_schedule)
- [Memory Recall & Instruction Completion](/overview/quick_start/mem_recall)
- [Memory Recall](/overview/quick_start/mem_recall)
- [Memory Lifecycle Management](/overview/quick_start/mem_lifecycle)

## 4. Contact Us
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