Sep 8, 2026 · R&D Management

From Wiki to Execution: Making Organizational Knowledge Work for AI Agents

The article explains why organizational rules stored in wikis fail to constrain AI agents, and presents a five-layer framework—project context, reusable skills, event-driven hooks, CI gates, and platform policies—to embed knowledge directly into agent execution paths, with versioning, ownership, and gradual rollout practices.

AI agentsAgent ExecutionCI/CD

0 likes · 14 min read

From Wiki to Execution: Making Organizational Knowledge Work for AI Agents

Data Bricklaying Diary

Aug 4, 2026 · Artificial Intelligence

Enterprise Agent Experience Reuse: From Knowledge to Governed Capability Packages

This article outlines a four-step framework for converting employee expertise into reusable enterprise agent capabilities: distilling tacit knowledge into organizational knowledge, encapsulating stable task methods as Skills, connecting data and tools via MCP, and packaging them into governed capability bundles with versioning, permissions, and evaluation assets for controlled reuse and continuous improvement.

Agent GovernanceCapability PackagesContinuous Improvement

0 likes · 16 min read

Enterprise Agent Experience Reuse: From Knowledge to Governed Capability Packages