Cognitive Kernel Dynamics

Next-Generation
Contextual Memory for AI

Avalear is building the infrastructure for long-horizon AI coherence. Our core technology, TCMM, enables LLMs to maintain stable, evolving memory states without context drift.

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Temporal Causality

Memory isn't static. Avalear's engine tracks the causal lineage of information, ensuring AI agents understand the "why" behind their context.

Shadow Staging

A proprietary staging layer that qualifies memories before they enter the active context window, reducing hallucination rates by up to 40%.

Heatmap Evolution

Dynamic reinforcement of used knowledge paths. The system "learns" which memories are useful and promotes them to long-term storage automatically.