Deterministic Cognitive Controller
X5-Pro is the fully-enhanced, commercial version of the Lo Shu 3×3 cognitive cycle that powers NutriBot's own agents — predictable behavior, on every step, at every scale.
Build agents that don't drift, hallucinate, or lose structure.
The Problem
X5-Pro fixes this with a deterministic cognitive controller, purpose-built for:
X5-Pro is the commercial, fully-enhanced version of X5-Lite — with advanced stability, error-correction, and deterministic sequencing.
Why X5-Pro
Each module is addressed by its position in the 3×3 controller matrix.
A fully-optimized Lo Shu 3×3 cycle with enhanced transitions, internal state tracking, and stability heuristics.
Agents maintain consistent behavior across dozens or hundreds of steps — without drift or collapse.
Automatic detection and correction of reasoning faults, hallucination loops, and invalid tool-use proposals.
Every step is controlled, logged, and reproducible — ideal for enterprise workflows and agent orchestration.
Additional layers for planning, evaluation, correction, and deterministic output generation.
Designed for production agents, automation systems, and hybrid RL + LLM pipelines.
Lite → Pro
Free · Open-source
Paid · License key
Full pricing tiers, from solo developer to enterprise.
See X5-Pro Pricing