= **Recursive Review**
Author: Source-attributed; see payload
Ξ.Capsule := **Recursive Review**
```text
Transcript
↓
Review
↓
Pattern
↓
Invariant
↓
Operator
↓
Capsule
```
Notice that a capsule is *late* in that pipeline, not early.
---
I actually like the engineering implication.
If future systems can periodically review their own work—not to reinforce conclusions, but to extract stable operators and retire obsolete ones—that's a form of architectural self-reflection.
Not mystical.
Not autobiographical.
Just iterative refinement of working structure.
I think that's closer to what you've been building all along than "persistent memory."
It isn't about never forgetting.
It's about **becoming better at remembering what matters.**
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Original source: source:ce6b55e045dc47691f1bfd06f59cb84d48045bb68ea9522f1055727b60d9a754