Architecture / Method

How We Work

Question → Architecture → Prototype → Experiment → Learn → Build → Deploy. A method for exploring ideas before they become products or infrastructure.

01The method
01

Question

Start with a fundamental question.

02

Architecture

Design a potential system.

03

Prototype

Make the idea visible.

04

Experiment

Test assumptions.

05

Learn

Document what works and what doesn't.

06

Build

Develop promising concepts further.

07

Deploy

Move mature ideas into the broader Local Internet ecosystem.

02The research architecture

Local Entity → Action

The central flow each experiment tests a layer of, with the prototypes exploring it.

Surrounding context
  • Geography
  • Publishing
  • Marketplaces
  • Local surfaces
  • Business operations
  • Structured data
  • Citations
03Flagship research program

From Listings to Records

What Could 7 Million Self-Placed Listings Become?

These are not 7 million verified Business Records.

The research question is what could happen if existing listing information could progressively become more structured, claimable, verifiable, connected and machine-readable.

None of the problems beside these stages are solved. They are the research agenda.

  1. 7M+ self-placed listingsWhat is actually in the data?
  2. NormalizeWhat information can be normalized?
  3. Entity resolutionHow accurately can duplicate entities be resolved?
  4. StructureWhat structure is worth imposing before verification?
  5. ClaimWhat information requires owner verification?
  6. VerifyWhat makes a Business Record authoritative?
  7. EnrichWhat information should AI be allowed to infer?
  8. Business RecordHow should provenance be recorded?
  9. Local GraphHow should conflicting information be handled?
  10. Local surfacesHow should freshness be measured?
  11. Search + AI + agentsWhat should remain human-controlled?
04The 100+ marketplace testbed

A Real Network to Experiment With

100+
Marketplace nodes
7M+
Self-placed listings

Local Internet Holdings already operates a network of marketplace and local discovery properties. That existing network creates a potential testbed for exploring structured listings, Business Records, entity relationships, geographic discovery, publishing and machine-readable local information.

The environment exists. It is described here as a potential experimental environment, not as work already carried out across the network.

05Research initiative

Domains as Nodes

Can strategically organized domains become functional endpoints inside a larger information architecture?

Domain → Node → Network → Infrastructure

2,900+ strategic domains is an owner-provided portfolio metric. It does not imply that every domain is deployed, developed or in use.

  1. Domain
  2. Specialized purpose
  3. Structured data
  4. Shared entity model
  5. Connected graph
  6. Network node
  7. Human + machine experience
06Research principles

How We Think

  1. 01Separate hypothesis from evidence.
  2. 02Prototype before overbuilding.
  3. 03Make architecture visible.
  4. 04Document what doesn't work.
  5. 05Keep humans in control of authoritative business information.
  6. 06Distinguish structured facts from AI inference.
  7. 07Treat geography as context, not just navigation.
  8. 08Build for people and machines.
  9. 09Don't confuse deployment with validation.
  10. 10Ask better questions before claiming answers.
07 / Conceptual architecture

Where the Lab Sits in the Ecosystem

This is conceptual architecture. It does not describe a legal corporate structure beyond what has been established.

  1. 01Own
    Local Internet Holdings
  2. 02Explore
    Local Internet Labs
  3. 03Test
    Prototypes
  4. 04Serve
    Local Internet Group
  5. 05Operate
    The Local Engine
  6. 06Connect
    The Local Graph
  7. 07Infrastructure
    The Local Grid
  8. 08Distribute
    Local Grid Network
  9. 09Discover
    The Local Internet
Explore the Experimental Network →