Valori Systems – Deterministic fixed-point memory for consistent AI vector search

Summary: Valori Systems provides a Rust-native fixed-point memory kernel that ensures bit-exact vector search across different hardware. It eliminates floating-point drift in AI vector databases, enabling consistent results from cloud servers to edge devices.

What it does

Valori replaces floating-point math with a Q16.16 fixed-point integer pipeline to perform deterministic vector geometry. Its no_std Rust kernel runs on bare-metal, WebAssembly, and various CPUs, guaranteeing identical bit-stream outputs regardless of hardware.

Who it's for

It targets developers building multi-agent AI systems, autonomous agents, and robotics that require consistent vector search results across diverse hardware platforms.

Why it matters

Valori solves hardware-dependent floating-point drift that causes AI hallucinations and inconsistent decisions by providing physics-grade deterministic memory for vector search.