Abstract: The invention provides systems and methods for computing interpersonal compatibility using multi-modal data fusion that integrates genomic, immunologic, psychometric, biometric, contextual, and reproductive information. Genomic analysis includes variant calling, polygenic scoring, carrier-status evaluation, and HLA/KIR immune-compatibility modeling. Biometric inputs from wearable devices are processed to determine emotional synchrony and autonomic co-regulation. Psychometric and behavioral data are converted into latent-trait embeddings. A machine-learning fusion engine combines all modality-specific feature vectors to generate unified compatibility embeddings and dual outputs representing soulmate-stage suitability and family-planning compatibility. Additional embodiments include donor and surrogate matching, offspring-risk simulation, embryo-viability prediction, and longitudinal model refinement using real-world relational, biometric, or reproductive outcomes.

Abstract: A computer-implemented process and methodology that selects collateral instruments such as equipment leases, using mathematical models, based on selection criteria, risk-reward relationships, and maturity needs resulting in the creation of new financial instrument derivatives. These new derivatives allow for creation of secured private equity, public equity, mutual funds and venture capital funds where the investors' principal is safeguarded against loss regardless of the performance of the investments being made. A two-tier investment structure is created whereby the principal amounts from the fund are invested in specially identified high yield vehicles such as residual equipment leases with high yields over certain maturities. The high yield cash flow only is then invested in higher risk investments such as venture capital start-ups companies.

Abstract: A computer-implemented process ad methodology that selects collateral instruments such as equipment leases, using mathematical models, based on selection criteria, risk-reward relationships, and maturity needs resulting in the creation of new financial instrument derivatives. These new derivatives allow for creation of secured private equity, public equity, mutual funds and venture capital funds where the investors' principal is safeguarded against loss regardless of the performance of the investments being made. A two-tier investment structure is created whereby the principal amounts from the fund are invested in specially identified high yield vehicles such as residual equipment leases with high yields over certain maturities. The high yield cash flow only is then invested in higher risk investments such as venture capital start-ups companies.

Abstract: A computer-implemented process ad methodology that selects collateral instruments such as equipment leases, using mathematical models, based on selection criteria, risk-reward relationships, and maturity needs resulting in the creation of new financial instrument derivatives. These new derivatives allow for creation of secured private equity, public equity, mutual funds and venture capital funds where the investors' principal is safeguarded against loss regardless of the performance of the investments being made. A two-tier investment structure is created whereby the principal amounts from the fund are invested in specially identified high yield vehicles such as residual equipment leases with high yields over certain maturities. The high yield cash flow only is then invested in higher risk investments such as venture capital start-ups companies.

Abstract: A computer-implemented process ad methodology that selects collateral instruments such as equipment leases, using mathematical models, based on selection criteria, risk-reward relationships, and maturity needs resulting in the creation of new financial instrument derivatives. These new derivatives allow for creation of secured private equity, public equity, mutual funds and venture capital funds where the investors' principal is safeguarded against loss regardless of the performance of the investments being made. A two-tier investment structure is created whereby the principal amounts from the fund are invested in specially identified high yield vehicles such as residual equipment leases with high yields over certain maturities. The high yield cash flow only is then invested in higher risk investments such as venture capital start-ups companies.