Manifestos / design notes / research

Writing

Ideas and systems for how agents act, remember, collaborate, and improve.

Design Note 02August 14, 2026

AgenticXYZ Prototype 1: A Knowledge Collaboration Layer for People and Agents

As agents enter every software environment, the missing layer is not another chat interface. It is a governed way for people and agents to collect, review, transfer, and reuse knowledge through real work.

EN 中文

Manifesto 01April 25, 2026

AgenticXYZ: Controlled Intelligence, Superintelligent Organizations, and the Fourth Industrial Revolution

Agentic AI matters not simply because it makes software more intelligent, but because it turns the ability to operate on knowledge—once supplied only by people—into a productive input that can be called, organized, verified, and continuously improved.

EN 中文