he Bespoke Paradox Automated Discovery and the Irreducibility of Contextual Intelligence A Sovereign Methodology for Post-Industrial Combinatorial Research

AbstractWe introduce the Bespoke Paradox: the observation that automated meta-algorithmsgenerate not universal solutions, but hyper-specific, non-transferable local optima thatexceed in number and diversity the human bespoke methods they claim to transcend.Analysing the recent AlphaEvolve work on Ramsey number lower bounds (Nagda,Raghavan & Thakurta, 2026), we verify independently all five reported improvements whiledemonstrating that proprietary infrastructure was unnecessary for the mathematical results.The paper frames this episode as a decoherence state in science homeostasis—a failure ofthe self-regulating mechanisms that should balance novelty-seeking against replication,transparency, and stewardship. We propose a diagnostic framework grounded in theGeneral Theory of Regulated Stability (GTRS) and Ecological Homeostasis (EH)architectures, identifying the specific attractor deformation (success-oriented epistemology)that drives the pathology. The analysis offers a constitutional framework for SovereignMathematical Discovery: a methodology that embraces the irreducibility of contextualintelligence while maintaining rigorous Glassbox transparency.Keywords: Bespoke Paradox, Science Homeostasis, Novelty Bias, Failure-as-Gift,Sovereign IP, GTRS, Ramsey Theory, AlphaEvolve, HATI² Protocol, Glassbox Transparency