ax-provider-memory

What problem does it solve?

This Skill simplifies memory management by providing an embedding-based Cortex provider with summary store, salience scoring, and LLM extraction, streamlining knowledge storage and retrieval.

Core Features & Use Cases

• Cortex Provider: Offers embedding-based system with SQLite/PostgreSQL support for both local and k8s environments.
• Semantic Search: Utilizes vector embeddings for similarity matching with fallback to keyword search.
• LLM Extraction: Extracts structured knowledge items from conversations using LLMs.
• Deduplication: Prevents duplicate entries using content hashing.
• Use Case: Improve the searchability and maintainability of knowledge bases within an organization by leveraging the Cortex provider for memory management.

Quick Start

Implement Cortex memory logic in your project by utilizing the Cortex provider, and apply salience scoring to rank memory items effectively.