VAAS-X Core Platform

Domain-agnostic episodic memory engine built on Hybrid Centroid Indexing (HCI) and state-action-outcome episodes.

Architecture Overview

One platform, many verticals. All products share the same core.

Product Layer

ContractDNA©, CVEMemory©, CVE Hunter, Knowledge Base©, EmailMemory©, and other verticals send episodes to VAAS-X.

VAAS-X Core©

Shards store vectorized episodes using HCI. The router coordinates ingest and search across shards.

state + action + outcome → embedding → HCI shard

Applications

Products query the core to recall similar episodes and make better decisions in <100ms.

Core Components

Shards

Store and index embeddings for one or more products.

  • CPU-only vector storage
  • HCI index for sub-100ms search
  • Optional encrypted vectors via OKE©

Router

Single entrypoint for ingest and search across shards.

  • Text-to-vector search
  • Shard discovery and routing
  • Health and statistics endpoints

OKE© Encryption

Orthogonal-key encryption for privacy-preserving search.

  • Encrypt embeddings before storage
  • Preserve cosine similarity
  • No plaintext vectors in the index

Deployment Patterns

These patterns match the configuration described in the core product specification.

Single-Node Development

Run router and one shard on a single machine.

  • Good for prototypes and demos
  • Low resource requirements
  • Fast feedback loop

Multi-Shard Deployment

Horizontal scaling across multiple shards.

  • Separate shards per product or region
  • Billions of episodes across the fleet
  • Resilient to shard failures

Edge Brains

Lightweight shards close to where decisions are made.

  • Autonomous vehicles and robotics
  • On-premise deployments
  • Low-latency control loops

Episode Model

Every vertical specializes the same basic structure.

State

What the world looked like at decision time.

  • Environment, context, and inputs
  • Domain-specific metadata

Action

What the system or human did.

  • Commands, APIs, or control signals
  • Strategies and playbooks

Outcome

What happened as a result.

  • Success or failure
  • Time, cost, and quality metrics