Research

Research

Research-grade design theses on AI-native companies, workspaces, agents, governance, and operating systems.

Research artwork for OpenShelf knowledge boundaries and agent reasoning
MCP

OpenShelf: Let AI Think Within Your Knowledge Boundary

A design note on personal knowledge bases and agent reasoning boundaries: why a knowledge base should constrain not only what AI can search, but also which knowledge, methods, and precedents it uses to solve a problem.

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Research artwork for the workspace as company runtime thesis
Research

Workspace as Company Runtime