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Valori
SYSTEMS ARCHITECTURE v1.0

Deterministic
Memory Kernel.

Standard vector databases drift. Valori provides mathematical proofs of state.

Includes the Flight Recorder™ for debugging AI hallucinations with microsecond-level replay.

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The Hallucination Bottleneck

Why the world's most powerful AI models are unsafe for critical infrastructure.

Probabilistic Memory

  • ✕LLMs "guess" the next token based on probability distributions.
  • ✕RAG creates "approximate" matches, leading to silent failures in retrieval.
  • ✕No audit trail. When an AI lies, you can't prove why it happened.

Deterministic Kernel

  • ✓Mathematical Proofs of State. If it happened, it's remembered exactly.
  • ✓Zero-Drift Vector Search. Sub-space filtering guarantees 100% recall.
  • ✓Flight Recorder™. Replay any decision with frame-perfect accuracy.