How does Exogram remember information across conversations?

Exogram uses an encrypted memory vault with SQLite WAL dual-write persistence, automatically extracting facts, decisions, and preferences so language models retain durable context across sessions.

What is the Exogram living memory graph?

The living memory graph is a topological network that maps verified connections across people, projects, code, and decisions, enabling 2-hop graph reasoning and cross-session pattern discovery.

Can I connect Exogram to private local models like Ollama?

Yes. Exogram provides model sovereignty, allowing you to run local open-weights models like Phi-4, Gemma-2, and Llama-3 over Ollama with 100% private on-device execution.

The Frontier Roadmap

The Architecture of
Persistent Intelligence.

Today's leading LLMs are brilliant, but they are trapped in stateless amnesia. Exogram is building the memory bank, topological neural graph, and continuous learning engine that turns AI into a genuine lifelong cognitive companion.

Experience Exogram Live

Our Four Horizon Phases

From basic context retention to continuous recursive self-improvement.

Permanent Memory Vault

LIVE ON PRODUCTION

Solving AI amnesia. Every user interaction produces verifiable fact assertions that persist across sessions in an encrypted local database. Never start from scratch again.

Encrypted memory persistence across conversations

Automatic entity extraction and fact deduplication

Dual-write synchronization to truth ledger

Cryptographic user privacy and tenant isolation

Topological Knowledge Graph

LIVE ON PRODUCTION

Moving beyond flat vector embeddings. Exogram organizes concepts, people, and projects into a self-wiring neural knowledge graph with verified multi-hop relationships.

Real-time 2-hop topological graph traversal

Visual connection maps rendered directly in chat

Radial neural node inspection and exploration

Elimination of semantic drift and ghost citations

Recursive Memory Consolidation

ACTIVE ROLLOUT

Autonomous intelligence that learns from you. An offline consolidation daemon analyzes previous discussions, resolves contradictions, and reinforces your personal worldview.

Cross-thread intelligence synthesis

Autonomous contradiction detection and correction

Long-term goal and preference tracking

Self-improving retrieval accuracy over time

Sovereign Dual-Model Inference

FRONTIER ROADMAP

Complete independence from centralized clouds. Run ultra-compact high-reasoning local models (Phi-4, Gemma 2) alongside cloud reasoning with zero telemetry leaks.

100% offline sovereign local model runtime

Actor-critic verification between local and cloud weights

Zero-telemetry cryptographic vault sealing

Native Model Context Protocol (MCP) tool distribution

From the Founder

Why Stateless AI Is Not Enough

When I began developing Exogram, it started with a visceral frustration while using state-of-the-art coding assistants and chatbots: the constant drift, the hallucinations, and the total lack of persistent context. Every morning, the AI forgot everything we had accomplished the night before.

The industry has spent billions optimizing context windows, but context windows are ephemeral. Once the chat window closes, the reasoning vanishes. What humanity needs is not larger temporary scratchpads, but permanent, encrypted memory vaults combined with verifiable truth ledgers.

Exogram is designed from first principles to be the personal AI that never forgets you: an engine that connects your ideas into an interactive neural map, verifies facts with live citations, and gets sharper every single time you converse with it.

Richard Ewing

Founder, Exogram & CareerWin · AI Economist

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The Architecture of Persistent Intelligence.