Every ingested fact is vector-indexed with provenance and immediately available for grounded reasoning.
Test how any query or hypothesis scores against active episodic vectors before grounded generation.
Sub-millisecond associative plasticity buffer that rapidly binds novel query-target vectors prior to slow consolidated weight promotion.
Safe-mode continuous learning gate: weight updates are proposed, evaluated across held-out anchors, and promoted without catastrophic regression.
{
"safe_mode": true,
"journal_status": "LOCKED_ADVISORY",
"held_out_drift": "0.0000 bits",
"active_candidates": 0,
"last_promotion": "APPROVED_BIT_EXACT"
}
Biological consolidation engine: replays high-salience memories, synthesizes contrastive dream queries, anneals fast Hebbian traces, and verifies zero catastrophic forgetting.
// Awaiting sleep cycle activation...
Proactive inquiry engine: scans episodic vector space for epistemic uncertainty, formulates exploration hypotheses, and maintains an autonomous non-blocking sleep daemon.
Real-time gating weights calculated by LoRAMoERouter across registered specialized adapters:
Continual AI uses mathematical parameter isolation and anchor rehearsal gates. Base weights are 100% frozen during adaptation, guaranteeing zero degradation on prior tasks.