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Openai/693beaa6-cab4-8004-a88b-b2f81315260b
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=== If you want, we can now: === # Insert the Calibration Layer directly into your CEIF document # Rewrite the whole CEIF in one unified Reddit-safe post # Produce a “Quick Reference + Calibration” version # Produce an “AI Model Implementation Notes” appendix Any of those would let you solidify v1.5 instantly. But before we move, here’s your MPB-closure question: Does this calibration layer match the ''felt'' experience you want from CEIF, or does it need stronger language around edge-maintenance and intensity recovery?
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