Archived — this is PRISM's pre-2026 vision documentation, superseded and kept for reference. See the current site at prisminitiative.ai.

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Introduction & Overview

Home

Contact & Project Information

Executive Summary

Document Summaries

Table of Contents

Foundation & Data Architecture

PRISM Data Format

Completely Anonymous Data Only

Insurance Company Unique Vantage Point

Standardized and Finite Codesets

Three-Pattern Learning

AI Architecture & Philosophy

Pure Sequence Completion

Ensemble of 100 Specialized Models

Perfect Retrospective-Prospective Equivalence

"All Models are Wrong" Philosophy

Constructive-Only Architecture

Examples & Demonstrations

Synthetic Case Examples

GOOD Example - Early Detection

BAD Example - Delayed Diagnosis

NOPE Example - Alternative Diagnosis

Sequence Generation Demonstration

Audio & Video Resources

Implementation & Operations

Consensus Voting Mechanism

Clinical Decision Support Positioning

Self-Aligning Incentive Structure

Platform Potential with Constraints

Healthcare Utilization Phenotype Recognition

Zero Integration Burden

Infrastructure & Processing

Cluster Architecture Approach

Continuous Model Retraining

Continuous Batch Inference Process

Collaboration & Growth

Open Collaboration with Privacy Protection

Organization & Research

Large and Rich Dataset

PBC Structure and Team

Research and Publication

Technical Deep Dives

Vector Representations & Mathematics

Technology Stack & Libraries

Processing Pipeline Specifications

Reference Architecture & Standards

References & Resources

Glossary of Terms

On this page

Reference Architecture & Implementation Standards

Pending rewrite.

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Reference Architecture & Implementation Standards ​

Reference Architecture & Implementation Standards