VEKTOR gives AI agents a persistent memory graph that survives session resets. Built on published research. One-time payment.
Conversation turns, tool outputs, observations — any unstructured agent context fed in as text.
EverMemOS lifecycle extracts entities, relationships and temporal context into a structured scene representation.
Persisted as one of 4 MAGMA graph types in SQLite. Survives session resets. Queryable by the agent at any time.
Time-ordered events and experiences. What happened, when, and in what sequence.
Concepts, facts, and their relationships. What the agent knows about the world.
Step-by-step skills and workflows. How the agent accomplishes recurring tasks.
Time-weighted memory decay and reinforcement. Recent context weighted appropriately.
// 1. Import VEKTOR
const { VektorMemory } = require('./vektor-core');
// 2. Initialise with your agent
const mem = new VektorMemory({
agent: process.env.AGENT_ID,
graphType: 'episodic',
licenceKey: process.env.VEKTOR_LICENCE
});
// 3. Store a memory
await mem.store({
content: 'User prefers TypeScript',
tags: ['preference', 'language']
});
// 4. Recall relevant context
const context = await mem.recall('coding preferences');
// → injects into your LLM prompt automaticallyRuns entirely on SQLite. No cloud dependency, no API keys for memory, no data leaving your server.
Works with OpenAI, Anthropic, Groq, Ollama, or any LLM. VEKTOR sits between your agent and the model.
Set agent names via AGENTS= in your .env. Multi-agent systems supported out of the box.
Live graph visualizer ships with Studio tier. Watch your agent's memory grow in real time.
The graph type system underpinning VEKTOR's four memory layers — episodic, semantic, procedural, and temporal.
GRAPH ARCHITECTURE ARXIV // 2601.02163The lifecycle management system for agent memory — how memories are created, consolidated, and retired.
MEMORY LIFECYCLE ARXIV // 2504.19413Compression and deduplication strategies. VEKTOR's AUDN loop is informed by Mem0's approach to memory efficiency.
MEMORY COMPRESSION LETTA.COMThe memory-as-OS paradigm that inspired VEKTOR's approach to agent context management and recall.
AGENT OSQuestions? [email protected]
STAY UPDATED
New features, early access, and nothing else.