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Memory

HiRAG Memory
System.

Hierarchical retrieval-augmented generation for vocal intelligence. How Arisyn builds institutional memory from every voice it processes.

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HiRAG extends retrieval-augmented generation to the vocal domain — organizing accumulated knowledge from thousands of processed vocals into a hierarchical structure that enables precise and contextually appropriate retrieval.

The Hierarchy

Three levels: individual vocal profiles (512D representation), processing session records (complete chain of decisions for a specific job), and population-level patterns (aggregate insights across voices sharing similar characteristics).

Every voice that moves through Arisyn makes the system smarter for the next voice. That is the compounding advantage of intelligence infrastructure.

Contents
Overview
The Hierarchy
Retrieval Method
Learning Loop
Related ResearchVocalDNA™ EngineVocalDNA Cloud
API
GET /cloud/v1/profiles/{id}
API Docs →