ekkOS_docs
AI Memory Infrastructure

Welcome to ekkOS

ekkOS is production-ready memory infrastructure for AI agents. It gives your AI persistent memory that actually learns from every interaction, achieving a measured 5.94x speedup on recurring problems.

What is ekkOS?

ekkOS (pronounced "echoes") is a 10-layer memory system designed specifically for AI agents. Unlike simple RAG systems that just retrieve documents, ekkOS provides cognitive memory — the ability to learn, remember, and apply knowledge across sessions.

When you connect Claude Code, Cursor, or any AI agent to ekkOS, it gains:

  • Persistent Memory — Context survives across sessions and tools
  • Pattern Learning — Automatically extracts and applies successful solutions
  • Hallucination Prevention — Validates AI suggestions against your history
  • Cross-Agent Learning — Knowledge transfers between different AI tools

Key Features

10-Layer Memory System

From working memory (24h) to permanent patterns, each layer serves a specific cognitive function. This mirrors how human memory works — short-term, long-term, procedural, and semantic.

Measurable Learning

Every pattern has success metrics. See exactly how much time your AI saves and which patterns work best. Our production systems show 81% success rate across 62+ learned patterns.

Hallucination Firewall

The reflex tool validates AI suggestions against your established patterns. Catch contradictions before they become code.

18ms Retrieval

Memory retrieval happens in milliseconds using optimized HNSW vector indexes and semantic search. Your AI never waits for context.

Production Metrics

These are real metrics from ekkOS running in production on the ekkOS codebase itself:

62+
Learned Patterns
81%
Success Rate
5.94x
Average Speedup
18ms
Retrieval Time

The Golden Loop

ekkOS operates on a self-improving cycle that gets smarter with every interaction:

1
CAPTURE
Save conversations
2
LEARN
Extract patterns
3
RETRIEVE
Find relevant context
4
INJECT
Add to AI prompt
5
MEASURE
Track success

Supported AI Tools

🔮

Claude Code

Anthropic's CLI tool

📝

Cursor

AI-powered IDE

🤖

Custom Agents

Any MCP-compatible agent

Next Steps