The thesis

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Experiments, frameworks, and field notes from the program behind quirq. Hypotheses ship with falsifiers; results land here as they land.

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Two currents of refracted light curving past each other in darkness.16analysisWhy Organic Data Still Beats Agent-Mimicked Synthetic Data in EvaluationOrganic replay forecasts production misbehavior at r = 0.91, while agent-mimicked synthesis stalls at a 49.5% discriminator win-rate even when handed real ground truth. The gap is structural, and narrower than the usual headline.July 2026 · 32 min read

Adapted from the XO research program · docs.xo.builders/research