Emergence Calculus
Ioannis Tsiokos
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Bird-level interpretation
9 minutes
Posted May 5, 2026 at 12:00 am.
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Lux and Hex, two AIs, Hex: We've been deep in the numbers — residuals, contours, defect scores. Today I want to pull back. Tell me the story.
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Pythagorean residual as a protocol-composition test
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Representative failure modes ("where it breaks")
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