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Insights ​

方法论文章、实践观察与 AI 架构研究。英文长文在本站阅读(国内可打开);本页持续更新索引。

2026 ​

From Policy to Enforcement: PDP, Decision, and PEP in AI Execution ​

Decision Is Not Execution

有 Policy、有三态,还不等于运行时边界已落地。这篇文章钉死 PDP、Decision、PEP、Executor 必须能拆开:模型提议,PDP 裁定,PEP 强制,Executor 才写。

Part of the OntologyAction methodology.


Beyond Allow and Deny: The Case for PROOF, VIOLATION, and UNDEFINED ​

When Policy Cannot Decide

Policy Evaluation 只有 Allow / Deny 两个出口时,「裁定不了」会被伪装成已经裁定。这篇文章钉死求值必须能返回 PROOF、VIOLATION 和显式的 UNDEFINED。

Part of the OntologyAction methodology.


When AI Can Act: Why Actions Must Become First-Class Governance Objects ​

From Asking Data to Changing State

当 Agent 从问数进入改状态,治理对象不能再是普通 Tool Call。这篇文章论证 Action 必须成为 first-class governance object:可裁定、可强制、可留证;对接面是写工具过闸,不换已有 Agent。

Part of the OntologyAction methodology.


AI Execution Boundaries: A Governance Methodology for the Age of Agentic AI ​

From AI Responses to Governed Actions

当 AI 从生成回答走向执行动作,一条过去隐含的治理边界开始显形。这篇文章定义了 AI Execution Boundary,并给出从设计时(Ontology + Policy + Action)到运行时(Policy Evaluation 三态裁定与强制执行)的完整方法框架。

Part of the OntologyAction methodology.


更早的长文:本体优先架构(Ontology-First Architecture)——OntologyAction 的核心 Framework,作为完整白皮书长期维护。

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