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Linked data + memory

Structured linked data and memory layer for company entities

If an AI system reads only free text, it often loses entity boundaries over time. Structured linked data keeps identity, services, locations, and constraints as explicit fields, while a memory layer tracks important updates and decisions.

Why this matters for business profiles

  1. Profiles become comparable across companies and verticals.
  2. Update history can be traced and audited.
  3. Routing decisions rely on fields, not text fragments.
  4. Agents can explain why they selected a given company.

This is exactly why canonical profile JSON should be the central object and website snippets should remain minimal.

Research references

  1. Structured linked data / memory layer (arXiv:2603.10700)
  2. Memory and agent-driven retrieval (arXiv:2603.07379)
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