Valori Systems

Valori provides a deterministic memory kernel for critical applications, ensuring precise and verifiable data handling. Key features include: • Bit-exact vector search • Mathematical proofs of state • Time-travel debugging with Flight Recorder • Fixed-point memory kernel • Rust-native implementation for cross-hardware consistency This platform addresses the limitations of standard vector databases that use floating-point math, which can cause inconsistencies across different hardware environments. Valori's architecture guarantees bit-exact vector search on any chip, from cloud servers to edge devices, eliminating drift and ensuring reliability. The core platform also includes a Flight Recorder for detailed time-travel debugging, allowing users to replay any decision with microsecond-level accuracy and understand exactly how a state was reached. Valori is engineered for correctness, treating system state as a mathematical proof. This enables zero-drift search through exact k-nearest neighbor (KNN) using subspace filtering, removing approximation errors found in other systems. The Python SDK provides native bindings for smooth integration into existing workflows, while the Enterprise Console offers robust management and role-based access control. Ideal for engineering teams, financial institutions, healthcare providers, and legal firms that require audit-ready logs, verifiable evidence chains, and strict compliance. Use cases include retrieval-augmented generation (RAG) with zero hallucinations, reliable long-term memory for computational agents, and mathematically proven anomaly detection.