Causal Neuro Circuitry
Adaptive Vector Injection
SONA/AVIR writes episodic memory directly into LLM activations at inference time. No fine-tuning. No data leaks. No weight modification. Your AI gets smarter with every interaction — invisibly.
Ternary LTS States
Three temporal dimensions — Past (episodic memory), Present (contextual embeddings), and Future (policy vectors) — give agents a causal understanding of time, not just similarity.
Lorentzian Memory Geometry
All vectors live in hyperbolic Poincaré space with Lorentzian metric. This yields 1.585 bits per trit of information density — agents retrieve what is semantically reachable, not merely similar.
EWC++ Consolidation
Elastic Weight Consolidation++ runs after each episode, protecting critical synapses while absorbing new patterns. Episodic memory consolidates to semantic memory without catastrophic forgetting.
Invisible Footprint
Injected vectors exist only in activation space during inference. They cannot be extracted by probing model weights post-inference — the mechanism is invisible to model extraction attacks.