A 6-layer truth pipeline for AI memory. Every fact is scored, decayed, challenged, and promoted β not just stored.
Most AI memory is a flat key-value store. Epistemic treats memory as a knowledge system.
Everything an AI needs to remember β with the rigor it deserves.
L0 Policy β L1 Normalize β L2 Score β L3 Conflict β L4 Embed β L5 Route. Every claim validated before storage.
Exponential decay with class-aware half-lives. STABLE persists, EPHEMERAL fades. Access refreshes memory.
Channel-aware trust levels. Owner gets full weight, group chat penalized, agent inference cautious.
Real-time contradiction density. Pipeline halts when entropy exceeds safety thresholds.
Conversations distilled into episodic summaries for long-term context recall.
Vector similarity + keyword search + reranking. Context-aware recall at the right time.
Unified subject across Telegram, Zalo, Discord. One person = one memory graph.
Auto-detects expiring records, unresolved challenges, and decaying facts before data loss.
Prevent group chat facts from leaking into DM. Configurable per-channel with owner override.
Full audit trail of every confidence change β stores, decays, promotions with timestamps.
Automatic claim graph with causal, temporal, and contradictory edges. Memories evolve with evidence.
Every store, drop, revoke, inject, and conflict event logged in JSONL for transparency.
From zero to first memory in 3 steps.
git clone https://github.com/monasprox/epistemic.git
cd epistemic && pnpm install// openclaw.json β plugins.entries.epistemic
{
"enabled": true,
"config": {
"embedding": {
"apiKey": "your-api-key",
"model": "text-embedding-3-small"
},
"ownerId": "your-telegram-id"
}
}// The AI agent stores memories automatically from conversation.
// Or use the tool directly:
User: "I prefer dark theme in all editors"
β L0: PASS (behavioral claim)
β L1: { subject: "user", predicate: "prefers", object: "dark theme in all editors" }
β L2: confidence = 0.741 (source: user_explicit)
β L5: tier = WORKING β auto-injected into future promptsReal-world integrations powering AI assistants across channels.
Personal AI assistant that remembers your preferences, schedule, and context across thousands of messages. Identity-aware: your Telegram ID auto-maps to the memory owner.
Cross-channel memory sharing between Zalo and Telegram. Same person, same memory graph β ownerAliases unify identities automatically.
Shared epistemic memory for agent swarms. Trust resolution ensures agent-inferred facts stay cautious while user-explicit claims get full weight.
How a raw sentence becomes a verified memory.