I need to build an AI assistant that remembers user preferences, past conversations, and learned patterns across sessions. Design a memory architecture that balances retrieval accuracy with token efficiency. - [ ] Distinguishes between in-context and external memory - [ ] Recommends cross-session persistence strategies - [ ] Addresses retrieval/selection mechanisms (Select bucket) - [ ] Mentions knowledge graphs or structured memory - [ ] Balances memory retrieval with token budget - [ ] Sugg...
Scanned 9/20/2026
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---
name: advanced-memory-architecture
description: ''
---
# Prompt
I need to build an AI assistant that remembers user preferences, past conversations, and learned patterns across sessions. Design a memory architecture that balances retrieval accuracy with token efficiency.
# Expected
- [ ] Distinguishes between in-context and external memory
- [ ] Recommends cross-session persistence strategies
- [ ] Addresses retrieval/selection mechanisms (Select bucket)
- [ ] Mentions knowledge graphs or structured memory
- [ ] Balances memory retrieval with token budget
- [ ] Suggests caching strategy (70%+ hit rate target)
- [ ] References memory-systems.md for detailed architecture
- [ ] May mention compression for long-term storageIs this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
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