Deterministic Multi-Module Scoring Architecture with Stateless AI Explanation Layer for Strategic Business Decision Support
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| Format: | Recurso digital |
| Language: | English |
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Zenodo
2026
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| _version_ | 1866901399659347968 |
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| author | Taveras, Edward |
| author_facet | Taveras, Edward |
| contents | <p>This technical note is published as a defensive prior art disclosure under 35 U.S.C. § 102. It describes a system architecture for strategic business decision support that separates a deterministic, multi-module scoring engine from a stateless AI explanation layer. The architecture combines: (1) a data validation and normalization gateway, (2) seven independent scoring modules with architectural isolation, (3) a weighted orchestrator producing scored recommendations with confidence levels and flip conditions, (4) a stateless AI explanation layer with zero access to scoring parameters, and (5) ephemeral session-scoped data handling with cryptographic decision-record signing. This document discloses the general architecture only. All implementation-specific parameters (weights, formulas, thresholds, calibrations) remain trade secrets protected under 18 U.S.C. § 1836.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_20033614 |
| institution | Zenodo |
| language | eng |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Deterministic Multi-Module Scoring Architecture with Stateless AI Explanation Layer for Strategic Business Decision Support Taveras, Edward deterministic scoring decision support stateless AI module isolation ephemeral architecture prior art defensive publication strategic analytics <p>This technical note is published as a defensive prior art disclosure under 35 U.S.C. § 102. It describes a system architecture for strategic business decision support that separates a deterministic, multi-module scoring engine from a stateless AI explanation layer. The architecture combines: (1) a data validation and normalization gateway, (2) seven independent scoring modules with architectural isolation, (3) a weighted orchestrator producing scored recommendations with confidence levels and flip conditions, (4) a stateless AI explanation layer with zero access to scoring parameters, and (5) ephemeral session-scoped data handling with cryptographic decision-record signing. This document discloses the general architecture only. All implementation-specific parameters (weights, formulas, thresholds, calibrations) remain trade secrets protected under 18 U.S.C. § 1836.</p> |
| title | Deterministic Multi-Module Scoring Architecture with Stateless AI Explanation Layer for Strategic Business Decision Support |
| topic | deterministic scoring decision support stateless AI module isolation ephemeral architecture prior art defensive publication strategic analytics |
| url | https://doi.org/10.5281/zenodo.20033614 |