Home/Trails/Thesis📖 ThesisThe full dissertation — constrained evolution from introduction through results to synthesis. 1 Front MatterDissertation title page and abstract: constrained evolution across biology and computation, ecoPrimals platform, eight validation springs, and proposed LTEE sequencing. 2 Chapter 1: IntroductionMotivation from Taq polymerase and hot-spring constraint; thesis statement, five contributions, and six-part organization. 3 Chapter 2: Literature ReviewSurvey of extremophile biology, Lenski LTEE, type theory, evolutionary computation, and AI-assisted development — identifying the unified-framework gap. 4 Chapter 3: Theoretical FrameworkFormal constrained evolution principle: fitness landscapes, biology-to-computation mapping, testable predictions, and Muller's ratchet boundary. 5 Chapter 4: Accept and GenerateNature's strategy for hard problems — enzymes as generators, selection as verifier, and the constrained evolution methodology as an instance. 6 Chapter 5: System ArchitectureecoPrimals sovereign platform: primals, capability-based composition, NUCLEUS — architecture emerged from Pure Rust constraint. 7 Chapter 6: BarraCudaVendor-agnostic Pure Rust GPU compute (WGSL/Vulkan, f64) — NTT-to-FFT structural evolution as the principal constrained-evolution case study. 8 Chapter 7: Experimental MethodologyThe spring framework: Python control to Rust to GPU phased validation across five springs and eight scientific domains. 9 Chapter 8: Results — hotSpringComputational plasma physics validation: Sarkas MD, nuclear EOS, lattice QCD, spectral methods — 197+ checks at ~$0.80 compute cost. 10 Chapter 9: Results — airSpringPrecision agriculture validation: FAO-56 Penman-Monteith ET, Dong sensor calibration, 3,123+ checks, real Michigan station data. 11 Chapter 10: Results — wetSpringLife science and analytical chemistry: sovereign 16S pipeline, quorum sensing, phylogenetics, PFAS — 1,368 checks across 56 experiments. 12 Chapter 11: Results — groundSpringMeasurement noise and uncertainty across ten domains — 376 checks forming the tolerance foundation for all springs. 13 Chapter 12: Results — neuralSpringML primitives and the Isomorphism Theorem: all architectures decompose into six operations. 2,450+ checks, coralForge AlphaFold2/3. 14 Chapter 13: Quantitative EvidenceMeasurable constrained-evolution signatures: NTT-to-FFT kernel identity (~97%), convergent IPC, fastidious specialization. 15 Chapter 14: Biological ValidationLTEE frozen-fossil sequencing proposal — closing the loop between computational prediction and biological evidence. 16 Chapter 15: DiscussionStrengths, limitations, the fastidiousness trade-off, alternative explanations, and broader implications. 17 Chapter 16: ConclusionFive contributions restated with evidence, future work (LTEE sequencing, NUCLEUS scaling, baseCamp), and closing synthesis. 18 ReferencesFull author-date bibliography for the constrained evolution thesis. Start This Trail →