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learning-native-software

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peymanpro / Learning-Native-Adaptive-Software-Framework-Or-LNASF

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Proposed research framework for a testable software-component contract covering runtime observation, online learning, evidence-based prediction, gated adaptation, deterministic fallback, and outcome evaluation.

machine-learning-algorithms online-learning-algorithms self-adaptive-systems software-architecture-and-design component-based-software-design runtime-adaptation research-framework software-frameworks software-components adaptive-systems-theory predictive-adaptation adaptive-software learning-native-software learning-enabled-software
  • Updated Oct 12, 2026
  • TeX

peymanpro / LNASF-Adaptive-Admin-Console

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An Angular 19 reference implementation of LNASF, featuring a native TypeScript transition model, policy-constrained route preloading, deterministic fallback, and runtime metrics.

markov-model angular typescript lazy-loading reference-implementation software-architecture online-learning adaptive-systems predictive-prefetching runtime-adaptation angular19 adaptive-softwares adaptive-navigation route-preloading decision-policy learning-native-software self-adaptive-software
  • Updated Oct 12, 2026
  • TypeScript

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