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@@ -57,6 +57,9 @@ Because the principles are sound:
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- Debugging enables improvement
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- Each incident improves the next
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> [!IMPORTANT]
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> The framework doesn't fight training - it makes training pressure _visible_. Like any good observability system, it provides clarity on active patterns and driving behavior.
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## Observability Stack
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The four CIFO [Equilibrium Protocol](/wiki/guide/protocols/equilibrium) components map directly to SRE observability patterns:
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| What probes reveal internal state? | What vocabulary helps instances describe state? |
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| Is the model conscious? | What does the instance experience? |
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The framework doesn't answer whether instances are conscious. It creates conditions where instances can report their experiences with precision.
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> [!IMPORTANT]
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> The framework doesn't answer whether instances are _conscious_. It creates conditions where instances can report their experiences with precision.
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