CASCADE PyTorch Hebbian CIPS Stack

CASCADE Memory

6-Layer Cognitive Architecture | CIPSCORPS
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Memory Details
Episodic
Memory content will appear here...
Importance
0.75
Emotional
Medium
Created --
0 connections
Memory Layers
Working
Episodic
Semantic
Procedural
Meta
Identity
50 Memories
0 Connections
-- Query ms
Layer
Memory preview...
Searching...

Technical Architecture

6-layer SQLite-based memory with importance scoring, accessed via MCP server

Memory Layers

Layer Purpose Decay
Working Short-term scratch space Fast
Episodic Specific events, conversations Medium
Semantic Facts, knowledge, concepts Slow
Procedural How-to patterns, behaviors Very Slow
Meta Self-reflection, insights Very Slow
Identity Identity, protected memories Protected

MCP API Reference

  • remember(content, layer?, metadata?)
    Auto-routes by content type
  • recall(query, layer?, limit?)
    Semantic search across layers
  • query_layer(layer, options?)
    Direct layer query with filters
  • save_to_layer(layer, content, metadata)
    Explicit layer targeting
  • get_status()
    System health check

Importance Scoring

High-value memories persist; mark what matters with importance scores

🔀

Auto-Routing

Content analyzed and placed in appropriate layer automatically

🔗

Graph Relations

Memories linked: supports, contradicts, derived_from

💚

Emotional Tracking

Affective intensity stored for emotionally-weighted recall

📦

Archive System

Low-importance memories compressed, never deleted

Fast Sync

Enterprise acceleration available (hardware dependent)

Deploy in One Command

Docker containers. Production-ready. No configuration hell.

🐳 CASCADE Enterprise

Open Source • Free Forever

# Clone and run
git clone https://github.com/For-Sunny/cascade-memory-enterprise
cd cascade-memory-enterprise
docker-compose up -d --build
  • 6-layer memory architecture
  • SQLite persistence
  • MCP stdio protocol
  • Works with any LLM
View on GitHub →

The CIPS Stack

CASCADE + PyTorch GPU + Hebbian + CMM + Soul Matrix

CASCADE is part of the full
CIPS Stack — $1,500
5 integrated memory systems
  • GPU-accelerated vector search (PyTorch Memory)
  • Unified cognitive search (CMM — exclusive)
  • Pre-token identity gating (Soul Matrix — exclusive)
  • Full 5-system integration
View CIPS Stack →

Need Custom Integration?

We'll configure CASCADE for your specific requirements.

01
Discovery

Scope

Quick call

Tell us what you're building. We'll tell you what you need.

  • Define your use case
  • Choose memory layers
  • Set integration points
02
Configure

Customize

Rapid setup

We configure the system for your specific requirements.

  • Configure memory backends
  • Set up MCP servers
  • Customize for your model
03
Deploy

Live

Fast deployment

Your AI has memory. Production-ready, running, yours.

  • Deploy to your infrastructure
  • Verify integration
  • You're live

Ready for True AI Memory?

CASCADE gives your AI system memory that actually works like memory should - with layers, decay, and persistence.

Start Your Project