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Knowledge systems · August 2026
Beyond the Chatbot: Designing an Agent-Ready Knowledge System
What an AI assistant migration is teaching me about structured knowledge, specialized Skills, and human governance.
Read the field noteField notes / working principles
What the work is teaching me.
Practitioner essays and working observations from building with AI in public, at work, and at home.
01
Workflow
Break ambitious builds into human-sized checkpoints.
AI can move faster than our ability to review it. Small, testable milestones preserve context, control, and good judgment.
02
Prototyping
The useful prototype is the one grounded in real work.
The best experiments begin with a workflow I already understand—then remove friction without hiding how the system behaves.
03
Practice
Documentation is part of the product.
Build logs, decisions, and failed approaches make an experiment repeatable. They also make the next version much smarter.