Abstract: With the emergence of regressional mathematics and algebraic topology comes With the emergence of regressional mathematics and algebraic topology comes advancements in the field of artificial intelligence and machine learning. Such advancementsadvancements in the field of artificial intelligence and machine learning. Such advancements when looking into problems such as nuclear fusion and entropy , can be utilized to analyze when looking into problems such as nuclear fusion and entropy , can be utilized to analyze unsolved abnormalities in the area of fusion related research. Proof theory will be utilizedunsolved abnormalities in the area of fusion related research. Proof theory will be utilized throughout this paper . For logical mathematical proofs: throughout this paper . For logical mathematical proofs: nn represents an unknown number , represents an unknown number , ee represents point of entropy , and m represents maximum point, represents point of entropy , and m represents maximum point, ff represents fusion. This paper represents fusion. This paper will look into analysis of the topic of nuclear fusion and unsolved problems as hardnesswill look into analysis of the topic of nuclear fusion and unsolved problems as hardness problems and attempt to formulate computational proofs in relation to entropy , fusion problems and attempt to formulate computational proofs in relation to entropy , fusion maximum, heat transfer , and entropy transfer mechanisms. This paper will not only be maximum, heat transfer , and entropy transfer mechanisms. This paper will not only be centered around logical proofs but also around computational mechanisms such ascentered around logical proofs but also around computational mechanisms such as distributed computing and its potential role in analyzing computational hardness in relation todistributed computing and its potential role in analyzing computational hardness in relation to fusion related problems. W e will summarize a proposal for experimentation utilizing further fusion related problems. W e will summarize a proposal for experimentation utilizing further logical proof formalities and the logical proof formalities and the decentralized-internet SDKdecentralized-internet SDK for a computational pipeline in for a computational pipeline in order to solve fusion related hardness problems.order to solve fusion related hardness problems. Keywords:Keywords: Artificial Intelligence, Nuclear Fusion, Distributed Computing, Decentralization, Algebraic T opology , Artificial Intelligence, Nuclear Fusion, Distributed Computing, Decentralization, Algebraic T opology , Logic,Logic, Proof Theory , Data V isualization, Data Mining, Parallel Processing, Data Pipelines, Entropy , Computational Analysis, Proof Theory , Data V isualization, Data Mining, Parallel Processing, Data Pipelines, Entropy , Computational Analysis, Logical Proof, Logic Proofs, Machine LearningLogical Proof, Logic Proofs, Machine Learning 1. 1. Problem StatementProblem Statement (a) (a) ApproachApproach (b) (b) Mathematical ProofsMathematical Proofs 2. 2. ExperimentationExperimentation (a) (a) Data findingsData findings 3. 3. DiscussionDiscussion (a) (a) Technological ImplicationTechnological Implication (b) (b) Case Studies DiscussionsCase Studies Discussions (c) (c) Further Derived ExperimentationFurther Derived Experimentation 4. 4. ConclusionConclusion 5. 5.