knowledge-lifecycle

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.

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.

A traceable protocol for retaining minimal origin knowledge, archiving recoverable context, shredding redundant residue, and generating auditable derivative reasoning.

给 Markdown 知识库补上新陈代谢：默认过期，使用续命；AI 提案，人决定去留。