The problem
Persistent AI memory can become stale, invasive, or internally inconsistent.
Q10 public overview
Memory, Context & Knowledge
Maintain useful long-term context without silent drift, contradiction loss, or uncontrolled retention.
Q's approach
Q uses layered memory, provenance, contradiction handling, expiration, promotion rules, and human correction.
What this area covers
- Layered memory
- Context provenance
- Contradiction and amendment handling
- Expiration and human correction
Human-control boundary
Memory should support people, not silently define them or become an unquestioned authority.
AI capability ≠ AI authority.
Consequential use stays subject to explicit human governance, evidence, and applicable professional or legal requirements.
More information
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