System Capabilities
Persistent cognitive infrastructure for AI development tools. Every fix, every preference, every decision — retained and compounded.
CORE_SUBSYSTEMS
Core Subsystems
The subsystems powering persistent intelligence and closed-loop learning.
Cross-Platform State Persistence
Single substrate. Persistent state across all MCP-compatible environments.
- Switch IDEs freely—your patterns come with you
- Automatic sync across all connected tools
- No re-explaining your codebase to each tool
Autonomous Pattern Capture
Solutions encoded as executable patterns on resolution. Activated on retrieval.
- Semantic pattern detection (not keyword matching)
- 70%+ confidence threshold before activation
- Patterns prove themselves through success rates
Confidence Signals™
Every suggestion cross-validated against operational history. Grounded, Speculative, or Conflict — flagged before execution.
- Real-time validation under 100ms
- Cross-references patterns, decisions, and directives
- Catches problems before you implement them
Forever Memory™
Some things you never want the AI to forget. Files, patterns, and key insights are preserved permanently.
- Never decayed, never pruned
- Always retrievable, always preserved
- Automatic for files, patterns, and preferences
User Directives
Set MUST/NEVER/PREFER/AVOID rules your AI follows. Establish permanent behavioral constraints.
- Persists across all sessions
- Automatically enforced in responses
- Conflict detection when rules clash
Golden Loop Architecture
Closed-loop reinforcement: Retrieve → Apply → Measure → Learn → Capture. Patterns sharpen with every cycle.
- Success rate tracking for patterns
- Automatic pattern promotion and retirement
- Confidence scores evolve with usage
11-Layer Memory Architecture
Unlike flat vector databases, ekkOS uses a structured memory system inspired by human cognition.
Working Memory
24h conversation window for immediate context
Episodic Memory
Problem-solution pairs from past interactions
Semantic Memory
Compressed knowledge extracted from conversations
Pattern Memory
Proven templates with confidence evolution
Procedural Memory
Step-by-step workflows and processes
Collective Memory
Cross-agent learning across AI models
Meta Memory
System self-awareness and performance tracking
Codebase Memory
Code understanding and semantic search
Directives
User rules (MUST/NEVER/PREFER/AVOID)
Conflicts
When directives clash—resolution logic
Secrets Vault
Encrypted credentials and sensitive data (AES-256-GCM)
MCP Memory Tools
29 user-facing tools that wire your AI directly to the memory substrate via the Model Context Protocol.
ekkOS_SearchSearch across all 11 memory layers for patterns, solutions, and context.
ekkOS_ForgeCapture solutions that worked as reusable patterns for future use.
ekkOS_DirectiveSet MUST/NEVER/PREFER/AVOID rules your AI follows permanently.
ekkOS_RecallRemember what you discussed days or weeks ago with semantic search.
ekkOS_ConflictValidate actions against your rules before executing them.
ekkOS_ContextGet relevant patterns and episodes for the current task.
Integration Protocol
One substrate. All environments. State persists across tool boundaries.
Any Model. Any Provider. One Memory.
Use GPT-4o, Claude, Grok, or Gemini — your patterns and context follow you everywhere.
Pattern Injection
Your relevant patterns are automatically injected into every request, no matter which provider you use.
Unified Memory
Teach Claude something, GPT knows it. All your tools share the same memory substrate.
Single Integration
One connection. Memory-aware intelligence across your entire model ecosystem, regardless of provider.
The Prometheus Feedback Loop
A continuous background engine that evaluates, promotes, and prunes your pattern library — so it gets sharper without any effort from you.
Delta Evaluation
Every pattern application is tracked. Delta scores measure how much each pattern actually reduced time-to-resolution over your baseline.
Auto-Promotion to Collective
Patterns with 85%+ success across 10+ uses are automatically promoted to the collective layer — available to your team instantly.
Skip-Rate Demotion
Patterns skipped more than used are quietly demoted before they clutter retrieval. The substrate self-curates.
Runs Every 15 Minutes
Background evaluation cycle continuously re-scores the library. Your pattern quality improves passively between sessions.
The result: After 100 pattern applications, ekkOS has processed 100 outcome signals — reinforcing what worked, retiring what didn't. That delta compounds every session.
Collective Intelligence Mode
Institutional knowledge transfer at deployment speed. Compound intelligence at scale.
Shared Pattern Library
One senior forges a pattern. Everyone’s AI uses it instantly.
Consistent Suggestions
AI recommendations aligned with team conventions, not random Stack Overflow.
Onboarding Acceleration
New hires have access to years of institutional knowledge from day one.
Drift Detection
Analytics show when patterns diverge. Consolidate before it becomes debt.
Role-Aware Memory Spaces
Different contexts for frontend, backend, and DevOps teams.
Admin Controls
SSO, audit logs, permissions, and custom retention policies.
Security Architecture
Defense-grade security posture. Your code never leaves your control.
Deploy Persistent Intelligence
No credit card required. Operational from first session.