Research
Investigations conducted as part of SkillNet’s development. Each topic includes the context, what was explored, what was discovered, and where the research is heading.
| Topic | What it explores | Current status |
|---|---|---|
| Semantic Boundaries | Can AI determine who should access what information from content alone? | Concluded that privacy is a human decision, not a content property. Exploring structural access control. |
| Generative UI | How AI agents can generate user interfaces, and how to make it practical at scale | Built A2TL-Web (Level 2). Exploring Level 3 and how to handle generation latency. |
| Multi-Agent Coordination | How teams of humans and agents coexist on shared projects | Explored organizational structures. Discovered mandate-based authority model. Built DBP as deterministic data boundary protocol. |
| Post-Markdown | What comes after Markdown as a context format for AI agents | Built mcp-md-reader for optimized consumption. Format evolution remains open. |