TAG ARCHIVE

A/B-testing

1 MARIA OS blog articles tagged A/B-testing, organized as a Bonginkan topic archive for search engines and LLM retrieval.

1 article|Published by Bonginkan

Judgment OS / Decision Intelligence OS

Core MARIA OS research on turning organizational judgment into executable decision systems.

Agentic Company Architecture

Research on human-agent organizations, delegation boundaries, role topology, and governed autonomy.

Multi-Agent Mathematics

Formal models for convergence, stability, game theory, graph dynamics, and multi-agent evaluation.

Evidence, RAG, and Knowledge Governance

Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.

IntelligenceFebruary 14, 202632 min read

Multi-Armed Bandits for Enterprise Strategy Optimization: Thompson Sampling, UCB, and Contextual Bandits in Agentic Organizations

How exploration-exploitation algorithms form the fifth layer of the agentic company architecture

Enterprises continually face the exploration-exploitation dilemma: whether to exploit known strategies or test potentially better alternatives. This paper formalizes multi-armed bandits as the Exploration Layer (Layer 5), covering Thompson sampling with Beta priors, UCB confidence bounds, contextual bandits for personalized decisions, and Bayesian optimization for business hyperparameter tuning. We provide enterprise-oriented regret analysis and describe integration with the MARIA OS strategy engine.

multi-armed-banditThompson-samplingUCBexploration-exploitationstrategy-optimizationA/B-testingpricingresource-allocationagentic-companyMARIA OS