Experiments / Program

Eight Experiments

Every experiment is an open question with a stage attached. Nothing here is presented as a finished product, and not every experiment becomes one.

Experiment 001Prototype

One Business Record

Can a single structured Business Record become the source for multiple digital experiences?

Research area
Business Records
Next step
Define a minimum record schema and render the same record across a listing, a profile page and a machine response.
Read the experiment →
Experiment 002Prototype

The Local Graph

Can local entities and their relationships create better context for people and AI?

Research area
The Local Graph
Next step
Model a single city as a connected graph and compare retrieval against flat listing data.
Read the experiment →
Experiment 003Architecture

LocalWebMCP

Can AI agents query structured local information through a standardized access layer?

Research area
MCP & Machine Access
Next step
Draft a tool surface for entity lookup, geographic scoping and record retrieval, then write example agent transcripts against it.
Read the experiment →
Experiment 004Architecture

Business Record Agent

What could an AI agent do if it had access to the structured, authoritative record behind a business?

Research area
Agentic Local Internet
Next step
Prototype agent tasks that read a record and answer questions a website cannot.
Read the experiment →
Experiment 008Question

Internet of Record

What would an Internet architecture look like if entities and authoritative records existed independently of individual webpages?

Research area
Internet of Record
Next step
Write the architecture down in full and test whether each experiment maps to a component of it.
Read the experiment →