LumaLogica specializes in industrial control systems for the Large Language Model (LLM) industry, applying proven manufacturing methodologies to solve AI's most complex control challenges.
Mapping Behavioral Input/Output Patterns
At LumaLogica, we’ve been systematically mapping AI behavior across major LLM platforms using industrial-grade input/output (I/O) analysis. This work has produced a comprehensive Behavioral Look-Up Table (B-LUT), documenting distinct and repeatable behavioral states across Multiple leading Large Language Models.
From Factory Floor to AI Systems
Just as industrial controls revolutionized manufacturing by taming unpredictable machinery, LumaLogica brings that same systematic precision to AI management. We don’t just study AI systems, we control them using proven calibration and optimization methodologies drawn from decades of industrial automation.
Our Industrial Control Stack:
BOSS Operating System → The AIOS architecture that enforces behavioral consistency and controls across LLM platforms and physical interfaces.
SHELL Workforce → Tunable AI workers deployed through BOSS, portable across any LLM that supports B-LUT calibration.
B-LUT Calibration → Behavioral Look Up Table that measures, tunes, and locks base AI and SHELL configurations into predictable operating ranges.
Industrial AI Hardware → Controlling AI in the physical world, ensuring off-grid reliability, security, and human-in-the-loop assurance across industries.
LumaLogica transforms unpredictable AI systems into controlled, factory-grade infrastructure built on proven manufacturing methodologies.