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knowledge-lifecycle

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lostlight530 / welcome-to-github

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Public portal and research gateway for an edge-first AI research system spanning agent research, evidence engineering, research infrastructure, digital archaeology, and deterministic knowledge lifecycles.

python open-source github-pages provenance reproducibility open-research ai-agents research-infrastructure research-engineering digital-archaeology research-software edge-ai mediapipe agent-systems vertex-ai digital-museum agent-research knowledge-lifecycle evidence-engineering ascend-ai
  • Updated Oct 16, 2026
  • Python
LLM-KNOWLEDGE-LIFECYCLE

Amey-Thakur / LLM-KNOWLEDGE-LIFECYCLE

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The Knowledge Lifecycle of Large Language Models: a unified five-stage framework for how LLMs acquire, store, retrieve, update, and forget knowledge, with the Provenance Vector proposal and the reproducible Lifecycle Desynchronization metric.

nlp transformers kl-divergence machine-unlearning continual-learning ai-research rag gpt-2 ameythakur amey large-language-models llm knowledge-editing retrieval-augmented-generation knowledge-conflicts activation-steering agent-memory ameyarc amey-thakur knowledge-lifecycle
  • Updated Oct 16, 2026
  • TeX

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