e present the SCALPEL Heart, a regenerative algorithm inspired by cardiac physiology that implements semantic Ricci Flow for dataset curation. The heart “beats” generating cells—geometrically coherent k-neighborhoods—and distributes them through the data manifold. The cardiac rhythm adapts to the disorder parameter ρ: higher stress induces faster heartbeat and more aggressive regeneration.Key contributions: 1. Formalization of cells as k-neighborhoods in Hilbert space 2. Implementation of supervised Ricci Flow for cell optimization 3. Adaptive pumping algorithm based on disorder level 4. Empirical validation: 100% of datasets show ∆ρ < 0 (cross-validated with [CC-Theorem 8.1]) 5. Connection to the Semantic Tolerance Law